🐦 Twitter Post Details

Viewing enriched Twitter post

@behrouz_ali

What makes attention the critical component for most advances in LLMs and what holds back long-term memory modules (RNNs)? Can we strictly generalize Transformers? Presenting Atlas (A powerful Titan): a new architecture with long-term in-context memory that learns how to… https://t.co/qcvO0B9HW5

Media 1

📊 Media Metadata

{
  "media": [
    {
      "type": "image",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1928522388100010383/media_0.jpg?",
      "filename": "media_0.jpg"
    }
  ],
  "nlp": {
    "sentiment": "neutral",
    "topics": [
      "attention in LLMs",
      "long-term memory modules",
      "Transformers architecture"
    ],
    "entities": [],
    "summary": "The tweet discusses the importance of attention in LLMs and introduces a new architecture called Atlas that incorporates long-term in-context memory.",
    "language": "en",
    "processed_at": "2025-08-07T14:48:22.983240"
  },
  "score": 0.639,
  "score_components": {
    "author": 0.09,
    "engagement": 0.15426452891150325,
    "quality": 0.18,
    "source": 0.09,
    "nlp": 0.1,
    "recency": 0.025
  },
  "scored_at": "2025-08-09T13:50:01.268108",
  "import_source": "batch_import_aug2025",
  "source_tagged_at": "2025-08-09T13:50:01.268123",
  "enriched": true,
  "enriched_at": "2025-08-09T13:50:01.268126"
}

🔧 Raw API Response

{
  "data": {
    "threaded_conversation_with_injections_v2": {
      "instructions": [
        {
          "type": "TimelineClearCache"
        },
        {
          "type": "TimelineAddEntries",
          "entries": [
            {
              "entryId": "tweet-1928522388100010383",
              "sortIndex": "1953558850015592448",
              "content": {
                "entryType": "TimelineTimelineItem",
                "__typename": "TimelineTimelineItem",
                "itemContent": {
                  "itemType": "TimelineTweet",
                  "__typename": "TimelineTweet",
                  "tweet_results": {
                    "result": {
                      "__typename": "Tweet",
                      "rest_id": "1928522388100010383",
                      "has_birdwatch_notes": false,
                      "core": {
                        "user_results": {
                          "result": {
                            "__typename": "User",
                            "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                            "rest_id": "1611553104532762624",
                            "affiliates_highlighted_label": {},
                            "has_graduated_access": true,
                            "is_blue_verified": true,
                            "profile_image_shape": "Circle",
                            "legacy": {
                              "can_dm": true,
                              "can_media_tag": true,
                              "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                              "default_profile": true,
                              "default_profile_image": false,
                              "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                              "entities": {
                                "description": {
                                  "urls": []
                                },
                                "url": {
                                  "urls": [
                                    {
                                      "display_url": "abehrouz.github.io",
                                      "expanded_url": "https://abehrouz.github.io/",
                                      "url": "https://t.co/pwFZ0y1N8O",
                                      "indices": [
                                        0,
                                        23
                                      ]
                                    }
                                  ]
                                }
                              },
                              "fast_followers_count": 0,
                              "favourites_count": 900,
                              "followers_count": 4424,
                              "friends_count": 1084,
                              "has_custom_timelines": true,
                              "is_translator": false,
                              "listed_count": 61,
                              "location": "",
                              "media_count": 39,
                              "name": "Ali Behrouz",
                              "normal_followers_count": 4424,
                              "pinned_tweet_ids_str": [
                                "1878859086227255347"
                              ],
                              "possibly_sensitive": false,
                              "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                              "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                              "profile_interstitial_type": "",
                              "screen_name": "behrouz_ali",
                              "statuses_count": 153,
                              "translator_type": "none",
                              "url": "https://t.co/pwFZ0y1N8O",
                              "verified": false,
                              "want_retweets": false,
                              "withheld_in_countries": []
                            },
                            "professional": {
                              "rest_id": "1906845104616190325",
                              "professional_type": "Creator",
                              "category": []
                            },
                            "tipjar_settings": {}
                          }
                        }
                      },
                      "unmention_data": {},
                      "edit_control": {
                        "edit_tweet_ids": [
                          "1928522388100010383"
                        ],
                        "editable_until_msecs": "1748634142000",
                        "is_edit_eligible": false,
                        "edits_remaining": "5"
                      },
                      "is_translatable": false,
                      "views": {
                        "count": "107833",
                        "state": "EnabledWithCount"
                      },
                      "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                      "note_tweet": {
                        "is_expandable": true,
                        "note_tweet_results": {
                          "result": {
                            "id": "Tm90ZVR3ZWV0OjE5Mjg1MjIzODc5OTA5OTA4NDg=",
                            "text": "What makes attention the critical component for most advances in LLMs and what holds back long-term memory modules (RNNs)? Can we strictly generalize Transformers?\n\nPresenting Atlas (A powerful Titan): a new architecture with long-term in-context memory that learns how to memorize the context at test time. Atlas even outperforms Titans, and is more effective than Transformers and modern linear RNNs in language modeling tasks. It further improves the effective context length of Titans and scales to 10M context window with +80% accuracy on the BABILong benchmark. (Bonus: Building on Atlas ideas, we also discuss another family of models that are strict generalization of softmax attention)",
                            "entity_set": {
                              "hashtags": [],
                              "symbols": [],
                              "urls": [],
                              "user_mentions": []
                            },
                            "richtext": {
                              "richtext_tags": [
                                {
                                  "from_index": 176,
                                  "to_index": 182,
                                  "richtext_types": [
                                    "Bold"
                                  ]
                                },
                                {
                                  "from_index": 193,
                                  "to_index": 199,
                                  "richtext_types": [
                                    "Bold"
                                  ]
                                },
                                {
                                  "from_index": 569,
                                  "to_index": 574,
                                  "richtext_types": [
                                    "Bold"
                                  ]
                                }
                              ]
                            },
                            "media": {
                              "inline_media": []
                            }
                          }
                        }
                      },
                      "legacy": {
                        "bookmark_count": 991,
                        "bookmarked": false,
                        "created_at": "Fri May 30 18:42:22 +0000 2025",
                        "conversation_id_str": "1928522388100010383",
                        "display_text_range": [
                          0,
                          273
                        ],
                        "entities": {
                          "hashtags": [],
                          "media": [
                            {
                              "display_url": "pic.x.com/qcvO0B9HW5",
                              "expanded_url": "https://x.com/behrouz_ali/status/1928522388100010383/photo/1",
                              "id_str": "1928521850503450624",
                              "indices": [
                                274,
                                297
                              ],
                              "media_key": "3_1928521850503450624",
                              "media_url_https": "https://pbs.twimg.com/media/GsN8Z8DWUAA9wqQ.jpg",
                              "type": "photo",
                              "url": "https://t.co/qcvO0B9HW5",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "all": {
                                  "tags": [
                                    {
                                      "user_id": "50554404",
                                      "name": "Vahab Mirrokni",
                                      "screen_name": "mirrokni",
                                      "type": "user"
                                    },
                                    {
                                      "user_id": "722681797071478784",
                                      "name": "Meisam Razaviyayn",
                                      "screen_name": "meisamrr",
                                      "type": "user"
                                    }
                                  ]
                                },
                                "large": {
                                  "faces": [
                                    {
                                      "x": 41,
                                      "y": 492,
                                      "h": 61,
                                      "w": 61
                                    }
                                  ]
                                },
                                "medium": {
                                  "faces": [
                                    {
                                      "x": 41,
                                      "y": 492,
                                      "h": 61,
                                      "w": 61
                                    }
                                  ]
                                },
                                "small": {
                                  "faces": [
                                    {
                                      "x": 27,
                                      "y": 334,
                                      "h": 41,
                                      "w": 41
                                    }
                                  ]
                                },
                                "orig": {
                                  "faces": [
                                    {
                                      "x": 41,
                                      "y": 492,
                                      "h": 61,
                                      "w": 61
                                    }
                                  ]
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 1001,
                                  "w": 998,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 1001,
                                  "w": 998,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 680,
                                  "w": 678,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 1001,
                                "width": 998,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 998,
                                    "h": 559
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 998,
                                    "h": 998
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 878,
                                    "h": 1001
                                  },
                                  {
                                    "x": 175,
                                    "y": 0,
                                    "w": 501,
                                    "h": 1001
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 998,
                                    "h": 1001
                                  }
                                ]
                              },
                              "allow_download_status": {
                                "allow_download": true
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1928521850503450624"
                                }
                              }
                            }
                          ],
                          "symbols": [],
                          "timestamps": [],
                          "urls": [],
                          "user_mentions": []
                        },
                        "extended_entities": {
                          "media": [
                            {
                              "display_url": "pic.x.com/qcvO0B9HW5",
                              "expanded_url": "https://x.com/behrouz_ali/status/1928522388100010383/photo/1",
                              "id_str": "1928521850503450624",
                              "indices": [
                                274,
                                297
                              ],
                              "media_key": "3_1928521850503450624",
                              "media_url_https": "https://pbs.twimg.com/media/GsN8Z8DWUAA9wqQ.jpg",
                              "type": "photo",
                              "url": "https://t.co/qcvO0B9HW5",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "all": {
                                  "tags": [
                                    {
                                      "user_id": "50554404",
                                      "name": "Vahab Mirrokni",
                                      "screen_name": "mirrokni",
                                      "type": "user"
                                    },
                                    {
                                      "user_id": "722681797071478784",
                                      "name": "Meisam Razaviyayn",
                                      "screen_name": "meisamrr",
                                      "type": "user"
                                    }
                                  ]
                                },
                                "large": {
                                  "faces": [
                                    {
                                      "x": 41,
                                      "y": 492,
                                      "h": 61,
                                      "w": 61
                                    }
                                  ]
                                },
                                "medium": {
                                  "faces": [
                                    {
                                      "x": 41,
                                      "y": 492,
                                      "h": 61,
                                      "w": 61
                                    }
                                  ]
                                },
                                "small": {
                                  "faces": [
                                    {
                                      "x": 27,
                                      "y": 334,
                                      "h": 41,
                                      "w": 41
                                    }
                                  ]
                                },
                                "orig": {
                                  "faces": [
                                    {
                                      "x": 41,
                                      "y": 492,
                                      "h": 61,
                                      "w": 61
                                    }
                                  ]
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 1001,
                                  "w": 998,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 1001,
                                  "w": 998,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 680,
                                  "w": 678,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 1001,
                                "width": 998,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 998,
                                    "h": 559
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 998,
                                    "h": 998
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 878,
                                    "h": 1001
                                  },
                                  {
                                    "x": 175,
                                    "y": 0,
                                    "w": 501,
                                    "h": 1001
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 998,
                                    "h": 1001
                                  }
                                ]
                              },
                              "allow_download_status": {
                                "allow_download": true
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1928521850503450624"
                                }
                              }
                            }
                          ]
                        },
                        "favorite_count": 936,
                        "favorited": false,
                        "full_text": "What makes attention the critical component for most advances in LLMs and what holds back long-term memory modules (RNNs)? Can we strictly generalize Transformers?\n\nPresenting Atlas (A powerful Titan): a new architecture with long-term in-context memory that learns how to… https://t.co/qcvO0B9HW5",
                        "is_quote_status": false,
                        "lang": "en",
                        "possibly_sensitive": false,
                        "possibly_sensitive_editable": true,
                        "quote_count": 11,
                        "reply_count": 24,
                        "retweet_count": 140,
                        "retweeted": false,
                        "user_id_str": "1611553104532762624",
                        "id_str": "1928522388100010383"
                      },
                      "quick_promote_eligibility": {
                        "eligibility": "IneligibleNotProfessional"
                      }
                    }
                  },
                  "tweetDisplayType": "SelfThread"
                },
                "clientEventInfo": {
                  "component": "tweet",
                  "element": "tweet"
                }
              }
            },
            {
              "entryId": "conversationthread-1928522534946746445",
              "sortIndex": "1953558850015592438",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928522534946746445-tweet-1928522534946746445",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928522534946746445",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928522534946746445"
                              ],
                              "editable_until_msecs": "1748634177000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "5164",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5Mjg1MjI1MzQ4MDgzMjYxNDQ=",
                                  "text": "Paper: https://t.co/YPbfWbESEh\n\nNext, I’ll discuss the intuition behind the design, how Atlas works and is implemented, how these intuitions can help to design even more powerful attention mechanisms, and how these models perform in practice. (We have six new models in this paper!)",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [
                                      {
                                        "display_url": "arxiv.org/pdf/2505.23735",
                                        "expanded_url": "https://arxiv.org/pdf/2505.23735",
                                        "url": "https://t.co/YPbfWbESEh",
                                        "indices": [
                                          7,
                                          30
                                        ]
                                      }
                                    ],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": []
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 12,
                              "bookmarked": false,
                              "created_at": "Fri May 30 18:42:57 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                20,
                                295
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/mLeWKPa03s",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928522534946746445/photo/1",
                                    "id_str": "1928522522506530816",
                                    "indices": [
                                      296,
                                      319
                                    ],
                                    "media_key": "3_1928522522506530816",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN9BDdXkAAieP1.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/mLeWKPa03s",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 489,
                                            "y": 593,
                                            "h": 164,
                                            "w": 164
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 341,
                                            "y": 414,
                                            "h": 114,
                                            "w": 114
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 193,
                                            "y": 234,
                                            "h": 64,
                                            "w": 64
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 489,
                                            "y": 593,
                                            "h": 164,
                                            "w": 164
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1096,
                                        "w": 1716,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 766,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 434,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1096,
                                      "width": 1716,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 135,
                                          "w": 1716,
                                          "h": 961
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1096,
                                          "h": 1096
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 961,
                                          "h": 1096
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 548,
                                          "h": 1096
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1716,
                                          "h": 1096
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928522522506530816"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "arxiv.org/pdf/2505.23735",
                                    "expanded_url": "https://arxiv.org/pdf/2505.23735",
                                    "url": "https://t.co/WNOHg5x3zf",
                                    "indices": [
                                      27,
                                      50
                                    ]
                                  }
                                ],
                                "user_mentions": [
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  }
                                ]
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/mLeWKPa03s",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928522534946746445/photo/1",
                                    "id_str": "1928522522506530816",
                                    "indices": [
                                      296,
                                      319
                                    ],
                                    "media_key": "3_1928522522506530816",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN9BDdXkAAieP1.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/mLeWKPa03s",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 489,
                                            "y": 593,
                                            "h": 164,
                                            "w": 164
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 341,
                                            "y": 414,
                                            "h": 114,
                                            "w": 114
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 193,
                                            "y": 234,
                                            "h": 64,
                                            "w": 64
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 489,
                                            "y": 593,
                                            "h": 164,
                                            "w": 164
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1096,
                                        "w": 1716,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 766,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 434,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1096,
                                      "width": 1716,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 135,
                                          "w": 1716,
                                          "h": 961
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1096,
                                          "h": 1096
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 961,
                                          "h": 1096
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 548,
                                          "h": 1096
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1716,
                                          "h": 1096
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928522522506530816"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 60,
                              "favorited": false,
                              "full_text": "@mirrokni @meisamrr Paper: https://t.co/WNOHg5x3zf\n\nNext, I’ll discuss the intuition behind the design, how Atlas works and is implemented, how these intuitions can help to design even more powerful attention mechanisms, and how these models perform in practice. (We have six new models in this… https://t.co/mLeWKPa03s",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 2,
                              "reply_count": 2,
                              "retweet_count": 4,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928522534946746445"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928522534946746445-tweet-1928522660431921363",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928522660431921363",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928522660431921363"
                              ],
                              "editable_until_msecs": "1748634207000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "3800",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5Mjg1MjI2NjAzMzU1NzA5NDQ=",
                                  "text": "Coming back to the first question: What makes attention the critical component for most advances in LLMs and what holds back long-term memory modules (RNNs)?\n\nWe observe three disjoint aspects that limit the performance of long-term memory modules in long context tasks: (1) online surprise metric; (2) limited memory capacity, and (3) weak memory management. We approach these three aspects from the memory perspective and provide some solutions.",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": []
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 3,
                              "bookmarked": false,
                              "created_at": "Fri May 30 18:43:27 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                20,
                                295
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/ZSnRx90lLB",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928522660431921363/photo/1",
                                    "id_str": "1928522640475533312",
                                    "indices": [
                                      296,
                                      319
                                    ],
                                    "media_key": "3_1928522640475533312",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN9H67XsAAUZGl.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/ZSnRx90lLB",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 691,
                                        "w": 2048,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 405,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 230,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 713,
                                      "width": 2112,
                                      "focus_rects": [
                                        {
                                          "x": 578,
                                          "y": 0,
                                          "w": 1273,
                                          "h": 713
                                        },
                                        {
                                          "x": 858,
                                          "y": 0,
                                          "w": 713,
                                          "h": 713
                                        },
                                        {
                                          "x": 902,
                                          "y": 0,
                                          "w": 625,
                                          "h": 713
                                        },
                                        {
                                          "x": 1036,
                                          "y": 0,
                                          "w": 357,
                                          "h": 713
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2112,
                                          "h": 713
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928522640475533312"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  }
                                ]
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/ZSnRx90lLB",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928522660431921363/photo/1",
                                    "id_str": "1928522640475533312",
                                    "indices": [
                                      296,
                                      319
                                    ],
                                    "media_key": "3_1928522640475533312",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN9H67XsAAUZGl.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/ZSnRx90lLB",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 691,
                                        "w": 2048,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 405,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 230,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 713,
                                      "width": 2112,
                                      "focus_rects": [
                                        {
                                          "x": 578,
                                          "y": 0,
                                          "w": 1273,
                                          "h": 713
                                        },
                                        {
                                          "x": 858,
                                          "y": 0,
                                          "w": 713,
                                          "h": 713
                                        },
                                        {
                                          "x": 902,
                                          "y": 0,
                                          "w": 625,
                                          "h": 713
                                        },
                                        {
                                          "x": 1036,
                                          "y": 0,
                                          "w": 357,
                                          "h": 713
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2112,
                                          "h": 713
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928522640475533312"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 42,
                              "favorited": false,
                              "full_text": "@mirrokni @meisamrr Coming back to the first question: What makes attention the critical component for most advances in LLMs and what holds back long-term memory modules (RNNs)?\n\nWe observe three disjoint aspects that limit the performance of long-term memory modules in long context tasks: (1)… https://t.co/ZSnRx90lLB",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522534946746445",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928522660431921363"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928522534946746445-tweet-1928522972739822072",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928522972739822072",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928522972739822072"
                              ],
                              "editable_until_msecs": "1748634281000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "8363",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5Mjg1MjI5NzI2MTQwMDA2NDA=",
                                  "text": "From the memory perspective: Our brain prioritizes events that violate the expectations (being surprising). While an event itself consists of different elements, the judgment of prioritization depends on them all. In Titans, however, the model computes the surprise metric for each element, without direct access to previous tokens. We suggest a more accurate and powerful surprise metric (called Omega Rule) that instead of measuring the surprise for individual tokens separately, it measures the surprise of the local context around a token, and so learns how to memorize the context instead of tokens.",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": [
                                      {
                                        "from_index": 299,
                                        "to_index": 305,
                                        "richtext_types": [
                                          "Bold"
                                        ]
                                      },
                                      {
                                        "from_index": 578,
                                        "to_index": 585,
                                        "richtext_types": [
                                          "Bold"
                                        ]
                                      }
                                    ]
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 14,
                              "bookmarked": false,
                              "created_at": "Fri May 30 18:44:41 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                20,
                                297
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/BhOBcoWodD",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928522972739822072/photo/1",
                                    "id_str": "1928522932361273344",
                                    "indices": [
                                      298,
                                      321
                                    ],
                                    "media_key": "3_1928522932361273344",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN9Y6SWoAASwtW.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/BhOBcoWodD",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 705,
                                        "w": 1689,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 501,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 284,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 705,
                                      "width": 1689,
                                      "focus_rects": [
                                        {
                                          "x": 430,
                                          "y": 0,
                                          "w": 1259,
                                          "h": 705
                                        },
                                        {
                                          "x": 984,
                                          "y": 0,
                                          "w": 705,
                                          "h": 705
                                        },
                                        {
                                          "x": 1071,
                                          "y": 0,
                                          "w": 618,
                                          "h": 705
                                        },
                                        {
                                          "x": 1297,
                                          "y": 0,
                                          "w": 353,
                                          "h": 705
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1689,
                                          "h": 705
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928522932361273344"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  }
                                ]
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/BhOBcoWodD",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928522972739822072/photo/1",
                                    "id_str": "1928522932361273344",
                                    "indices": [
                                      298,
                                      321
                                    ],
                                    "media_key": "3_1928522932361273344",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN9Y6SWoAASwtW.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/BhOBcoWodD",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 705,
                                        "w": 1689,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 501,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 284,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 705,
                                      "width": 1689,
                                      "focus_rects": [
                                        {
                                          "x": 430,
                                          "y": 0,
                                          "w": 1259,
                                          "h": 705
                                        },
                                        {
                                          "x": 984,
                                          "y": 0,
                                          "w": 705,
                                          "h": 705
                                        },
                                        {
                                          "x": 1071,
                                          "y": 0,
                                          "w": 618,
                                          "h": 705
                                        },
                                        {
                                          "x": 1297,
                                          "y": 0,
                                          "w": 353,
                                          "h": 705
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1689,
                                          "h": 705
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928522932361273344"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 46,
                              "favorited": false,
                              "full_text": "@mirrokni @meisamrr From the memory perspective: Our brain prioritizes events that violate the expectations (being surprising). While an event itself consists of different elements, the judgment of prioritization depends on them all. In Titans, however, the model computes the surprise metric for… https://t.co/BhOBcoWodD",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522660431921363",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 2,
                              "reply_count": 3,
                              "retweet_count": 3,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928522972739822072"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928522534946746445-tweet-1928523141871186358",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928523141871186358",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928523141871186358"
                              ],
                              "editable_until_msecs": "1748634321000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2861",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5Mjg1MjMxNDE3OTE0OTQxNDU=",
                                  "text": "How does memory prune the context? We provide additional flexibility for the model by gamma parameters to prune the context, whenever it is needed. This is similar to forgetting but with more direct access to the local tokens. That is, the model can simply ignore past tokens by directly setting their gamma coefficients to zero.",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": []
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 3,
                              "bookmarked": false,
                              "created_at": "Fri May 30 18:45:21 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                20,
                                299
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/Yiq9mNxkQh",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928523141871186358/photo/1",
                                    "id_str": "1928523126314340353",
                                    "indices": [
                                      300,
                                      323
                                    ],
                                    "media_key": "3_1928523126314340353",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN9kM0XkAE08yP.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/Yiq9mNxkQh",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 506,
                                        "w": 1985,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 306,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 173,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 506,
                                      "width": 1985,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 904,
                                          "h": 506
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 506,
                                          "h": 506
                                        },
                                        {
                                          "x": 24,
                                          "y": 0,
                                          "w": 444,
                                          "h": 506
                                        },
                                        {
                                          "x": 120,
                                          "y": 0,
                                          "w": 253,
                                          "h": 506
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1985,
                                          "h": 506
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928523126314340353"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  }
                                ]
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/Yiq9mNxkQh",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928523141871186358/photo/1",
                                    "id_str": "1928523126314340353",
                                    "indices": [
                                      300,
                                      323
                                    ],
                                    "media_key": "3_1928523126314340353",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN9kM0XkAE08yP.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/Yiq9mNxkQh",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 506,
                                        "w": 1985,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 306,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 173,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 506,
                                      "width": 1985,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 904,
                                          "h": 506
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 506,
                                          "h": 506
                                        },
                                        {
                                          "x": 24,
                                          "y": 0,
                                          "w": 444,
                                          "h": 506
                                        },
                                        {
                                          "x": 120,
                                          "y": 0,
                                          "w": 253,
                                          "h": 506
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1985,
                                          "h": 506
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928523126314340353"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 34,
                              "favorited": false,
                              "full_text": "@mirrokni @meisamrr How does memory prune the context? We provide additional flexibility for the model by gamma parameters to prune the context, whenever it is needed. This is similar to forgetting but with more direct access to the local tokens. That is, the model can simply ignore past tokens by… https://t.co/Yiq9mNxkQh",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522972739822072",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928523141871186358"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928522534946746445-tweet-1928523327896756638",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928523327896756638",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928523327896756638"
                              ],
                              "editable_until_msecs": "1748634366000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2858",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5Mjg1MjMzMjc3ODM0NDAzODQ=",
                                  "text": "Now that we addressed the first drawback, how do we enhance the memory capacity (i.e., the number of data samples that the memory can store in its parameters)?\n\nAttention acts as an unbounded associative memory that tries to learn the mapping between a set of queries and a set of values, given a set of previously mapped keys. It uses exponential feature mapping that is equivalent to mapping the input into an infinite dimension space based on polynomials of different orders. Therefore, we use (2nd order) polynomial kernels to approximate exponential feature mapping and theoretically show that it can enhance the memory capacity: (So far the model called OmegaNet with the following update rule)",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": []
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 6,
                              "bookmarked": false,
                              "created_at": "Fri May 30 18:46:06 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                20,
                                301
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/7oBlqkNXUM",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928523327896756638/photo/1",
                                    "id_str": "1928523267440041985",
                                    "indices": [
                                      302,
                                      325
                                    ],
                                    "media_key": "3_1928523267440041985",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN9sajW4AEUyvr.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/7oBlqkNXUM",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 489,
                                        "w": 1714,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 342,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 194,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 489,
                                      "width": 1714,
                                      "focus_rects": [
                                        {
                                          "x": 841,
                                          "y": 0,
                                          "w": 873,
                                          "h": 489
                                        },
                                        {
                                          "x": 1084,
                                          "y": 0,
                                          "w": 489,
                                          "h": 489
                                        },
                                        {
                                          "x": 1114,
                                          "y": 0,
                                          "w": 429,
                                          "h": 489
                                        },
                                        {
                                          "x": 1206,
                                          "y": 0,
                                          "w": 245,
                                          "h": 489
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1714,
                                          "h": 489
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928523267440041985"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  }
                                ]
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/7oBlqkNXUM",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928523327896756638/photo/1",
                                    "id_str": "1928523267440041985",
                                    "indices": [
                                      302,
                                      325
                                    ],
                                    "media_key": "3_1928523267440041985",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN9sajW4AEUyvr.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/7oBlqkNXUM",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 489,
                                        "w": 1714,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 342,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 194,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 489,
                                      "width": 1714,
                                      "focus_rects": [
                                        {
                                          "x": 841,
                                          "y": 0,
                                          "w": 873,
                                          "h": 489
                                        },
                                        {
                                          "x": 1084,
                                          "y": 0,
                                          "w": 489,
                                          "h": 489
                                        },
                                        {
                                          "x": 1114,
                                          "y": 0,
                                          "w": 429,
                                          "h": 489
                                        },
                                        {
                                          "x": 1206,
                                          "y": 0,
                                          "w": 245,
                                          "h": 489
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1714,
                                          "h": 489
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928523267440041985"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 34,
                              "favorited": false,
                              "full_text": "@mirrokni @meisamrr Now that we addressed the first drawback, how do we enhance the memory capacity (i.e., the number of data samples that the memory can store in its parameters)?\n\nAttention acts as an unbounded associative memory that tries to learn the mapping between a set of queries and a set of… https://t.co/7oBlqkNXUM",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928523141871186358",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928523327896756638"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928522534946746445-tweet-1928523660815393141",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928523660815393141",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928523660815393141"
                              ],
                              "editable_until_msecs": "1748634445000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2734",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5Mjg1MjM2NjA2Njg2Mjg5OTI=",
                                  "text": "Even with a powerful surprise metric and enhanced memory capacity, the memory needs to properly be updated and optimized. In fact, a bad update rule can cause the memory to be stuck in local optima and so does not properly memorize the context. While almost all models are based on gradient descent update, we suggest using a more powerful optimizer: Muon! We build upon Titans momentum-based update and apply Newton-Schulz iteration on the momentum before updating the memory. The parallelizable nature of Muon and its more powerful nature in approximating second-order information result in an enhanced performance without too much sacrificing efficiency. This final model is called Atlas with the following update:",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": [
                                      {
                                        "from_index": 351,
                                        "to_index": 355,
                                        "richtext_types": [
                                          "Bold"
                                        ]
                                      }
                                    ]
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 3,
                              "bookmarked": false,
                              "created_at": "Fri May 30 18:47:25 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                20,
                                299
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/9dbGiZ6nvl",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928523660815393141/photo/1",
                                    "id_str": "1928523628569669632",
                                    "indices": [
                                      300,
                                      323
                                    ],
                                    "media_key": "3_1928523628569669632",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN-Bb3XsAAqP7O.png",
                                    "type": "photo",
                                    "url": "https://t.co/9dbGiZ6nvl",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 204,
                                        "w": 894,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 204,
                                        "w": 894,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 155,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 204,
                                      "width": 894,
                                      "focus_rects": [
                                        {
                                          "x": 510,
                                          "y": 0,
                                          "w": 364,
                                          "h": 204
                                        },
                                        {
                                          "x": 590,
                                          "y": 0,
                                          "w": 204,
                                          "h": 204
                                        },
                                        {
                                          "x": 603,
                                          "y": 0,
                                          "w": 179,
                                          "h": 204
                                        },
                                        {
                                          "x": 641,
                                          "y": 0,
                                          "w": 102,
                                          "h": 204
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 894,
                                          "h": 204
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928523628569669632"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  }
                                ]
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/9dbGiZ6nvl",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928523660815393141/photo/1",
                                    "id_str": "1928523628569669632",
                                    "indices": [
                                      300,
                                      323
                                    ],
                                    "media_key": "3_1928523628569669632",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN-Bb3XsAAqP7O.png",
                                    "type": "photo",
                                    "url": "https://t.co/9dbGiZ6nvl",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 204,
                                        "w": 894,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 204,
                                        "w": 894,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 155,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 204,
                                      "width": 894,
                                      "focus_rects": [
                                        {
                                          "x": 510,
                                          "y": 0,
                                          "w": 364,
                                          "h": 204
                                        },
                                        {
                                          "x": 590,
                                          "y": 0,
                                          "w": 204,
                                          "h": 204
                                        },
                                        {
                                          "x": 603,
                                          "y": 0,
                                          "w": 179,
                                          "h": 204
                                        },
                                        {
                                          "x": 641,
                                          "y": 0,
                                          "w": 102,
                                          "h": 204
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 894,
                                          "h": 204
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928523628569669632"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 39,
                              "favorited": false,
                              "full_text": "@mirrokni @meisamrr Even with a powerful surprise metric and enhanced memory capacity, the memory needs to properly be updated and optimized. In fact, a bad update rule can cause the memory to be stuck in local optima and so does not properly memorize the context. While almost all models are based… https://t.co/9dbGiZ6nvl",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928523327896756638",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 2,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928523660815393141"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928522534946746445-tweet-1928523846170325112",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928523846170325112",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928523846170325112"
                              ],
                              "editable_until_msecs": "1748634489000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2177",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5Mjg1MjM4NDYwNzM5NTAyMDg=",
                                  "text": "Can we use what we have learned from the design of long-term neural memory (Atlas) and further enhance attention and Transformers?\n\nWe aim to strictly generalize original softmax Transformers from two important aspects: (1) Deep Memory: Transformers use matrix-value memories, which limits the expressive power of the model; (2) Original softmax Transformers are based on additive Hebbian update rules (without any replacement), which can limit their memory management. Our Omega learning rule, however, generalizes both Delta (i.e., local context=1), and Hebbian (i.e., removing covariates) rules.\n\nWe present DeepTransformers and Deep Omega Transformers (DOT) that are Transformers with deep memory and Omega rule.",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": []
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 2,
                              "bookmarked": false,
                              "created_at": "Fri May 30 18:48:09 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                20,
                                297
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 32,
                              "favorited": false,
                              "full_text": "@mirrokni @meisamrr Can we use what we have learned from the design of long-term neural memory (Atlas) and further enhance attention and Transformers?\n\nWe aim to strictly generalize original softmax Transformers from two important aspects: (1) Deep Memory: Transformers use matrix-value memories,…",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928523660815393141",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928523846170325112"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928522534946746445-tweet-1928523950922887175",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928523950922887175",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928523950922887175"
                              ],
                              "editable_until_msecs": "1748634514000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2172",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 3,
                              "bookmarked": false,
                              "created_at": "Fri May 30 18:48:34 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                20,
                                208
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/S67fC2D0R5",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928523950922887175/photo/1",
                                    "id_str": "1928523935110385664",
                                    "indices": [
                                      209,
                                      232
                                    ],
                                    "media_key": "3_1928523935110385664",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN-TR0X0AATQYx.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/S67fC2D0R5",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 888,
                                        "w": 2032,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 524,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 297,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 888,
                                      "width": 2032,
                                      "focus_rects": [
                                        {
                                          "x": 446,
                                          "y": 0,
                                          "w": 1586,
                                          "h": 888
                                        },
                                        {
                                          "x": 1144,
                                          "y": 0,
                                          "w": 888,
                                          "h": 888
                                        },
                                        {
                                          "x": 1253,
                                          "y": 0,
                                          "w": 779,
                                          "h": 888
                                        },
                                        {
                                          "x": 1452,
                                          "y": 0,
                                          "w": 444,
                                          "h": 888
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2032,
                                          "h": 888
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928523935110385664"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  }
                                ]
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/S67fC2D0R5",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928523950922887175/photo/1",
                                    "id_str": "1928523935110385664",
                                    "indices": [
                                      209,
                                      232
                                    ],
                                    "media_key": "3_1928523935110385664",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN-TR0X0AATQYx.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/S67fC2D0R5",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 888,
                                        "w": 2032,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 524,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 297,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 888,
                                      "width": 2032,
                                      "focus_rects": [
                                        {
                                          "x": 446,
                                          "y": 0,
                                          "w": 1586,
                                          "h": 888
                                        },
                                        {
                                          "x": 1144,
                                          "y": 0,
                                          "w": 888,
                                          "h": 888
                                        },
                                        {
                                          "x": 1253,
                                          "y": 0,
                                          "w": 779,
                                          "h": 888
                                        },
                                        {
                                          "x": 1452,
                                          "y": 0,
                                          "w": 444,
                                          "h": 888
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2032,
                                          "h": 888
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928523935110385664"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 33,
                              "favorited": false,
                              "full_text": "@mirrokni @meisamrr How to incorporate the memory?\n\nWe follow Titans and use the variants of Memory as Context (MAC), as Gate (MAG), and as Layer (MAL) but without persistent memory tokens in our experiments. https://t.co/S67fC2D0R5",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928523846170325112",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 2,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928523950922887175"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928522534946746445-tweet-1928524250597487025",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928524250597487025",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928524250597487025"
                              ],
                              "editable_until_msecs": "1748634586000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2942",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5Mjg1MjQyNTA1MTc3OTA3MjA=",
                                  "text": "In our experiments, we focus on language modeling, common-sense reasoning, needle in a haystack, in-context recall, and multi-query associative recall tasks. Atlas is very effective in all scales (tested up to 1.3B), even outperforming Titans, and other linear RNNs in long context.",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": []
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 4,
                              "bookmarked": false,
                              "created_at": "Fri May 30 18:49:46 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                20,
                                294
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/gIhrsQfvlY",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928524250597487025/photo/1",
                                    "id_str": "1928524116446883841",
                                    "indices": [
                                      295,
                                      318
                                    ],
                                    "media_key": "3_1928524116446883841",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN-d1WXMAEzP_L.png",
                                    "type": "photo",
                                    "url": "https://t.co/gIhrsQfvlY",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 382,
                                            "y": 399,
                                            "h": 74,
                                            "w": 74
                                          },
                                          {
                                            "x": 388,
                                            "y": 841,
                                            "h": 70,
                                            "w": 70
                                          },
                                          {
                                            "x": 929,
                                            "y": 888,
                                            "h": 67,
                                            "w": 67
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 376,
                                            "y": 393,
                                            "h": 72,
                                            "w": 72
                                          },
                                          {
                                            "x": 382,
                                            "y": 829,
                                            "h": 69,
                                            "w": 69
                                          },
                                          {
                                            "x": 916,
                                            "y": 875,
                                            "h": 66,
                                            "w": 66
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 213,
                                            "y": 222,
                                            "h": 41,
                                            "w": 41
                                          },
                                          {
                                            "x": 216,
                                            "y": 469,
                                            "h": 39,
                                            "w": 39
                                          },
                                          {
                                            "x": 519,
                                            "y": 496,
                                            "h": 37,
                                            "w": 37
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 382,
                                            "y": 399,
                                            "h": 74,
                                            "w": 74
                                          },
                                          {
                                            "x": 388,
                                            "y": 841,
                                            "h": 70,
                                            "w": 70
                                          },
                                          {
                                            "x": 929,
                                            "y": 888,
                                            "h": 67,
                                            "w": 67
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1083,
                                        "w": 1217,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 1068,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 605,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1083,
                                      "width": 1217,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1217,
                                          "h": 682
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1083,
                                          "h": 1083
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 950,
                                          "h": 1083
                                        },
                                        {
                                          "x": 185,
                                          "y": 0,
                                          "w": 542,
                                          "h": 1083
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1217,
                                          "h": 1083
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928524116446883841"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/gIhrsQfvlY",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928524250597487025/photo/1",
                                    "id_str": "1928524140375322624",
                                    "indices": [
                                      295,
                                      318
                                    ],
                                    "media_key": "3_1928524140375322624",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN-fOfWMAAofVJ.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/gIhrsQfvlY",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 331,
                                        "w": 1217,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 326,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 185,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 331,
                                      "width": 1217,
                                      "focus_rects": [
                                        {
                                          "x": 343,
                                          "y": 0,
                                          "w": 591,
                                          "h": 331
                                        },
                                        {
                                          "x": 473,
                                          "y": 0,
                                          "w": 331,
                                          "h": 331
                                        },
                                        {
                                          "x": 493,
                                          "y": 0,
                                          "w": 290,
                                          "h": 331
                                        },
                                        {
                                          "x": 555,
                                          "y": 0,
                                          "w": 166,
                                          "h": 331
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1217,
                                          "h": 331
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928524140375322624"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/gIhrsQfvlY",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928524250597487025/photo/1",
                                    "id_str": "1928524161447587841",
                                    "indices": [
                                      295,
                                      318
                                    ],
                                    "media_key": "3_1928524161447587841",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN-gc_XcAES_mT.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/gIhrsQfvlY",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 699,
                                        "w": 2048,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 410,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 232,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 725,
                                      "width": 2123,
                                      "focus_rects": [
                                        {
                                          "x": 786,
                                          "y": 0,
                                          "w": 1295,
                                          "h": 725
                                        },
                                        {
                                          "x": 1071,
                                          "y": 0,
                                          "w": 725,
                                          "h": 725
                                        },
                                        {
                                          "x": 1115,
                                          "y": 0,
                                          "w": 636,
                                          "h": 725
                                        },
                                        {
                                          "x": 1252,
                                          "y": 0,
                                          "w": 363,
                                          "h": 725
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2123,
                                          "h": 725
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928524161447587841"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/gIhrsQfvlY",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928524250597487025/photo/1",
                                    "id_str": "1928524186143555584",
                                    "indices": [
                                      295,
                                      318
                                    ],
                                    "media_key": "3_1928524186143555584",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN-h4_WAAAxcad.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/gIhrsQfvlY",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 370,
                                        "w": 1217,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 365,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 207,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 370,
                                      "width": 1217,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 661,
                                          "h": 370
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 370,
                                          "h": 370
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 325,
                                          "h": 370
                                        },
                                        {
                                          "x": 60,
                                          "y": 0,
                                          "w": 185,
                                          "h": 370
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1217,
                                          "h": 370
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928524186143555584"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  }
                                ]
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/gIhrsQfvlY",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928524250597487025/photo/1",
                                    "id_str": "1928524116446883841",
                                    "indices": [
                                      295,
                                      318
                                    ],
                                    "media_key": "3_1928524116446883841",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN-d1WXMAEzP_L.png",
                                    "type": "photo",
                                    "url": "https://t.co/gIhrsQfvlY",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 382,
                                            "y": 399,
                                            "h": 74,
                                            "w": 74
                                          },
                                          {
                                            "x": 388,
                                            "y": 841,
                                            "h": 70,
                                            "w": 70
                                          },
                                          {
                                            "x": 929,
                                            "y": 888,
                                            "h": 67,
                                            "w": 67
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 376,
                                            "y": 393,
                                            "h": 72,
                                            "w": 72
                                          },
                                          {
                                            "x": 382,
                                            "y": 829,
                                            "h": 69,
                                            "w": 69
                                          },
                                          {
                                            "x": 916,
                                            "y": 875,
                                            "h": 66,
                                            "w": 66
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 213,
                                            "y": 222,
                                            "h": 41,
                                            "w": 41
                                          },
                                          {
                                            "x": 216,
                                            "y": 469,
                                            "h": 39,
                                            "w": 39
                                          },
                                          {
                                            "x": 519,
                                            "y": 496,
                                            "h": 37,
                                            "w": 37
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 382,
                                            "y": 399,
                                            "h": 74,
                                            "w": 74
                                          },
                                          {
                                            "x": 388,
                                            "y": 841,
                                            "h": 70,
                                            "w": 70
                                          },
                                          {
                                            "x": 929,
                                            "y": 888,
                                            "h": 67,
                                            "w": 67
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1083,
                                        "w": 1217,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 1068,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 605,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1083,
                                      "width": 1217,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1217,
                                          "h": 682
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1083,
                                          "h": 1083
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 950,
                                          "h": 1083
                                        },
                                        {
                                          "x": 185,
                                          "y": 0,
                                          "w": 542,
                                          "h": 1083
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1217,
                                          "h": 1083
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928524116446883841"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/gIhrsQfvlY",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928524250597487025/photo/1",
                                    "id_str": "1928524140375322624",
                                    "indices": [
                                      295,
                                      318
                                    ],
                                    "media_key": "3_1928524140375322624",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN-fOfWMAAofVJ.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/gIhrsQfvlY",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 331,
                                        "w": 1217,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 326,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 185,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 331,
                                      "width": 1217,
                                      "focus_rects": [
                                        {
                                          "x": 343,
                                          "y": 0,
                                          "w": 591,
                                          "h": 331
                                        },
                                        {
                                          "x": 473,
                                          "y": 0,
                                          "w": 331,
                                          "h": 331
                                        },
                                        {
                                          "x": 493,
                                          "y": 0,
                                          "w": 290,
                                          "h": 331
                                        },
                                        {
                                          "x": 555,
                                          "y": 0,
                                          "w": 166,
                                          "h": 331
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1217,
                                          "h": 331
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928524140375322624"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/gIhrsQfvlY",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928524250597487025/photo/1",
                                    "id_str": "1928524161447587841",
                                    "indices": [
                                      295,
                                      318
                                    ],
                                    "media_key": "3_1928524161447587841",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN-gc_XcAES_mT.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/gIhrsQfvlY",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 699,
                                        "w": 2048,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 410,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 232,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 725,
                                      "width": 2123,
                                      "focus_rects": [
                                        {
                                          "x": 786,
                                          "y": 0,
                                          "w": 1295,
                                          "h": 725
                                        },
                                        {
                                          "x": 1071,
                                          "y": 0,
                                          "w": 725,
                                          "h": 725
                                        },
                                        {
                                          "x": 1115,
                                          "y": 0,
                                          "w": 636,
                                          "h": 725
                                        },
                                        {
                                          "x": 1252,
                                          "y": 0,
                                          "w": 363,
                                          "h": 725
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 2123,
                                          "h": 725
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928524161447587841"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/gIhrsQfvlY",
                                    "expanded_url": "https://x.com/behrouz_ali/status/1928524250597487025/photo/1",
                                    "id_str": "1928524186143555584",
                                    "indices": [
                                      295,
                                      318
                                    ],
                                    "media_key": "3_1928524186143555584",
                                    "media_url_https": "https://pbs.twimg.com/media/GsN-h4_WAAAxcad.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/gIhrsQfvlY",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 370,
                                        "w": 1217,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 365,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 207,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 370,
                                      "width": 1217,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 661,
                                          "h": 370
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 370,
                                          "h": 370
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 325,
                                          "h": 370
                                        },
                                        {
                                          "x": 60,
                                          "y": 0,
                                          "w": 185,
                                          "h": 370
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1217,
                                          "h": 370
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928524186143555584"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 36,
                              "favorited": false,
                              "full_text": "@mirrokni @meisamrr In our experiments, we focus on language modeling, common-sense reasoning, needle in a haystack, in-context recall, and multi-query associative recall tasks. Atlas is very effective in all scales (tested up to 1.3B), even outperforming Titans, and other linear RNNs in long… https://t.co/gIhrsQfvlY",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928523950922887175",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928524250597487025"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928522534946746445-tweet-1928524519372636220",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928524519372636220",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928524519372636220"
                              ],
                              "editable_until_msecs": "1748634650000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "3248",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 9,
                              "bookmarked": false,
                              "created_at": "Fri May 30 18:50:50 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                20,
                                192
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "arxiv.org/pdf/2505.23735",
                                    "expanded_url": "https://arxiv.org/pdf/2505.23735",
                                    "url": "https://t.co/WNOHg5x3zf",
                                    "indices": [
                                      51,
                                      74
                                    ]
                                  }
                                ],
                                "user_mentions": [
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  },
                                  {
                                    "id_str": "701096366249009152",
                                    "name": "Majid Daliri",
                                    "screen_name": "daliri__majid",
                                    "indices": [
                                      123,
                                      137
                                    ]
                                  },
                                  {
                                    "id_str": "2192341600",
                                    "name": "Yuan Deng",
                                    "screen_name": "yuandeng_cs",
                                    "indices": [
                                      139,
                                      151
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      167,
                                      176
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      182,
                                      191
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 41,
                              "favorited": false,
                              "full_text": "@mirrokni @meisamrr Here is the link to the paper: https://t.co/WNOHg5x3zf\n\nThis is a work with Zeman Li, Praneeth Kacham, @daliri__majid, @yuandeng_cs, Peilin Zhong, @meisamrr, and @mirrokni.",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928524250597487025",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 2,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928524519372636220"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928523846170325112"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928534643349078183",
              "sortIndex": "1953558850015592428",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928534643349078183-tweet-1928534643349078183",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928534643349078183",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNDY0MjEyODE4NjM1NTAxNTY5",
                                  "rest_id": "1464212818635501569",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": false,
                                    "created_at": "Fri Nov 26 12:42:56 +0000 2021",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Building Agents @NapthaAI , LLM Evaluations, Interpretability, Decentralised AI agents, IIT Roorkee",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "linkedin.com/in/ashwarya-ma…",
                                            "expanded_url": "https://www.linkedin.com/in/ashwarya-maratha",
                                            "url": "https://t.co/7aDfor03tS",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 36503,
                                    "followers_count": 643,
                                    "friends_count": 501,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 7,
                                    "location": "",
                                    "media_count": 96,
                                    "name": "Ashwarya Maratha",
                                    "normal_followers_count": 643,
                                    "pinned_tweet_ids_str": [
                                      "1911834523312050220"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1464212818635501569/1714621963",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1854751990900764673/mNDUHb4b_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "AshwaryaMaratha",
                                    "statuses_count": 1237,
                                    "translator_type": "none",
                                    "url": "https://t.co/7aDfor03tS",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1782512636015546590",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 1055,
                                        "name": "Software developer/Programmer/Software engineer",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928534643349078183"
                              ],
                              "editable_until_msecs": "1748637064000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "953",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Fri May 30 19:31:04 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                151
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 5,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr Congratulations Ali, \nWoww, things have come so far ahead really really happy to see where your research is moving. ❤️",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1464212818635501569",
                              "id_str": "1928534643349078183"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928534643349078183-tweet-1928538599231795426",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928538599231795426",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928538599231795426"
                              ],
                              "editable_until_msecs": "1748638007000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "832",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Fri May 30 19:46:47 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                37,
                                57
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1464212818635501569",
                                    "name": "Ashwarya Maratha",
                                    "screen_name": "AshwaryaMaratha",
                                    "indices": [
                                      0,
                                      16
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      17,
                                      26
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      27,
                                      36
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 2,
                              "favorited": false,
                              "full_text": "@AshwaryaMaratha @mirrokni @meisamrr Thank you, Ashwarya!",
                              "in_reply_to_screen_name": "AshwaryaMaratha",
                              "in_reply_to_status_id_str": "1928534643349078183",
                              "in_reply_to_user_id_str": "1464212818635501569",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928538599231795426"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928538599231795426"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928529724956930298",
              "sortIndex": "1953558850015592418",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928529724956930298-tweet-1928529724956930298",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928529724956930298",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNDY0OTk5NDk1MDgzNjkyMDQx",
                                  "rest_id": "1464999495083692041",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Sun Nov 28 16:48:06 +0000 2021",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Student at @Mila_Quebec with @AaronCourville and Pascal Vincent",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "rezabyt.github.io",
                                            "expanded_url": "https://rezabyt.github.io/",
                                            "url": "https://t.co/BAJeIDEBXl",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 1654,
                                    "followers_count": 896,
                                    "friends_count": 357,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 6,
                                    "location": "",
                                    "media_count": 57,
                                    "name": "Reza Bayat",
                                    "normal_followers_count": 896,
                                    "pinned_tweet_ids_str": [
                                      "1945498424536862841"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1464999495083692041/1638378773",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1496596914225229831/L5v4Bcqm_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "reza_byt",
                                    "statuses_count": 453,
                                    "translator_type": "none",
                                    "url": "https://t.co/BAJeIDEBXl",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1496895746267926530",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928529724956930298"
                              ],
                              "editable_until_msecs": "1748635891000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "986",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Fri May 30 19:11:31 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                94
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 2,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr Congratulations on another great work, can’t wait to read it.",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1464999495083692041",
                              "id_str": "1928529724956930298"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928529724956930298-tweet-1928531372265648495",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928531372265648495",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928531372265648495"
                              ],
                              "editable_until_msecs": "1748636284000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "888",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Fri May 30 19:18:04 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                30,
                                56
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1464999495083692041",
                                    "name": "Reza Bayat",
                                    "screen_name": "reza_byt",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      20,
                                      29
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@reza_byt @mirrokni @meisamrr Thank you very much, Reza!",
                              "in_reply_to_screen_name": "reza_byt",
                              "in_reply_to_status_id_str": "1928529724956930298",
                              "in_reply_to_user_id_str": "1464999495083692041",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928531372265648495"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928531372265648495"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928554252663713845",
              "sortIndex": "1953558850015592408",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928554252663713845-tweet-1928554252663713845",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928554252663713845",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMDU5ODQyNjE=",
                                  "rest_id": "105984261",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Mon Jan 18 03:58:52 +0000 2010",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Research scientist at Google DeepMind (GenAI) | previously at Microsoft Research and Postdoc at UMass. Views are my own. Most tweets in Mongolian 🇲🇳.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "tsendeemts.com",
                                            "expanded_url": "http://www.tsendeemts.com/",
                                            "url": "https://t.co/NB0jDnHDzH",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 7095,
                                    "followers_count": 4668,
                                    "friends_count": 606,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 69,
                                    "location": "Bay Area",
                                    "media_count": 584,
                                    "name": "Tsendsuren",
                                    "normal_followers_count": 4668,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/105984261/1630694861",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1794170160435359744/Lg07ySeS_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "TsendeeMTS",
                                    "statuses_count": 21924,
                                    "translator_type": "none",
                                    "url": "https://t.co/NB0jDnHDzH",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "card": {
                              "rest_id": "https://t.co/R4Svhxuo7J",
                              "legacy": {
                                "binding_values": [
                                  {
                                    "key": "thumbnail_image",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 144,
                                        "width": 144,
                                        "url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=jpg&name=144x144_2"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "description",
                                    "value": {
                                      "string_value": "We augment recurrent neural networks with an external memory mechanism that builds upon recent progress in metalearning. We conceptualize this memory as a rapidly adaptable function that we...",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "domain",
                                    "value": {
                                      "string_value": "arxiv.org",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_large",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 420,
                                        "width": 420,
                                        "url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=jpg&name=420x420_2"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_original",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 1000,
                                        "width": 1000,
                                        "url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=jpg&name=orig"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "site",
                                    "value": {
                                      "scribe_key": "publisher_id",
                                      "type": "USER",
                                      "user_value": {
                                        "id_str": "808633423300624384",
                                        "path": []
                                      }
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_small",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 100,
                                        "width": 100,
                                        "url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=jpg&name=100x100_2"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_x_large",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 1000,
                                        "width": 1000,
                                        "url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=png&name=2048x2048_2_exp"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_alt_text",
                                    "value": {
                                      "string_value": "arXiv logo",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "vanity_url",
                                    "value": {
                                      "scribe_key": "vanity_url",
                                      "string_value": "arxiv.org",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_color",
                                    "value": {
                                      "image_color_value": {
                                        "palette": [
                                          {
                                            "rgb": {
                                              "blue": 255,
                                              "green": 255,
                                              "red": 255
                                            },
                                            "percentage": 94.17
                                          },
                                          {
                                            "rgb": {
                                              "blue": 105,
                                              "green": 116,
                                              "red": 124
                                            },
                                            "percentage": 4.33
                                          },
                                          {
                                            "rgb": {
                                              "blue": 46,
                                              "green": 21,
                                              "red": 170
                                            },
                                            "percentage": 1.26
                                          },
                                          {
                                            "rgb": {
                                              "blue": 131,
                                              "green": 116,
                                              "red": 203
                                            },
                                            "percentage": 0.23
                                          }
                                        ]
                                      },
                                      "type": "IMAGE_COLOR"
                                    }
                                  },
                                  {
                                    "key": "title",
                                    "value": {
                                      "string_value": "Metalearned Neural Memory",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "card_url",
                                    "value": {
                                      "scribe_key": "card_url",
                                      "string_value": "https://t.co/R4Svhxuo7J",
                                      "type": "STRING"
                                    }
                                  }
                                ],
                                "card_platform": {
                                  "platform": {
                                    "audience": {
                                      "name": "production"
                                    },
                                    "device": {
                                      "name": "Android",
                                      "version": "12"
                                    }
                                  }
                                },
                                "name": "summary",
                                "url": "https://t.co/R4Svhxuo7J",
                                "user_refs_results": [
                                  {
                                    "result": {
                                      "__typename": "User",
                                      "id": "VXNlcjo4MDg2MzM0MjMzMDA2MjQzODQ=",
                                      "rest_id": "808633423300624384",
                                      "affiliates_highlighted_label": {},
                                      "has_graduated_access": true,
                                      "is_blue_verified": false,
                                      "profile_image_shape": "Circle",
                                      "legacy": {
                                        "can_dm": true,
                                        "can_media_tag": true,
                                        "created_at": "Tue Dec 13 11:23:26 +0000 2016",
                                        "default_profile": false,
                                        "default_profile_image": false,
                                        "description": "News from https://t.co/enurGFxpcS, a free distribution service and an open archive for scholarly articles.\n\nFor help with arXiv, see https://t.co/LcWuhM0BOl",
                                        "entities": {
                                          "description": {
                                            "urls": [
                                              {
                                                "display_url": "arXiv.org",
                                                "expanded_url": "http://arXiv.org",
                                                "url": "https://t.co/enurGFxpcS",
                                                "indices": [
                                                  10,
                                                  33
                                                ]
                                              },
                                              {
                                                "display_url": "arxiv.org/help",
                                                "expanded_url": "https://arxiv.org/help",
                                                "url": "https://t.co/LcWuhM0BOl",
                                                "indices": [
                                                  133,
                                                  156
                                                ]
                                              }
                                            ]
                                          },
                                          "url": {
                                            "urls": [
                                              {
                                                "display_url": "arxiv.org",
                                                "expanded_url": "https://arxiv.org/",
                                                "url": "https://t.co/DHMkdi4lF9",
                                                "indices": [
                                                  0,
                                                  23
                                                ]
                                              }
                                            ]
                                          }
                                        },
                                        "fast_followers_count": 0,
                                        "favourites_count": 948,
                                        "followers_count": 41365,
                                        "friends_count": 187,
                                        "has_custom_timelines": false,
                                        "is_translator": false,
                                        "listed_count": 487,
                                        "location": "Ithaca, NY",
                                        "media_count": 109,
                                        "name": "arXiv.org",
                                        "normal_followers_count": 41365,
                                        "pinned_tweet_ids_str": [],
                                        "possibly_sensitive": false,
                                        "profile_banner_url": "https://pbs.twimg.com/profile_banners/808633423300624384/1481635469",
                                        "profile_image_url_https": "https://pbs.twimg.com/profile_images/1365352170267299840/IzvjKckL_normal.jpg",
                                        "profile_interstitial_type": "",
                                        "screen_name": "arxiv",
                                        "statuses_count": 1106,
                                        "translator_type": "none",
                                        "url": "https://t.co/DHMkdi4lF9",
                                        "verified": false,
                                        "want_retweets": false,
                                        "withheld_in_countries": []
                                      },
                                      "tipjar_settings": {}
                                    }
                                  }
                                ]
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928554252663713845"
                              ],
                              "editable_until_msecs": "1748641739000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "872",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 6,
                              "bookmarked": false,
                              "created_at": "Fri May 30 20:48:59 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                213
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "arxiv.org/abs/1907.09720",
                                    "expanded_url": "https://arxiv.org/abs/1907.09720",
                                    "url": "https://t.co/R4Svhxuo7J",
                                    "indices": [
                                      143,
                                      166
                                    ]
                                  }
                                ],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 6,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr Fantastic work! Looking forward to reading the details. Btw, this is one of the early few works on the topic: https://t.co/R4Svhxuo7J (NeurIPS 2019), that builds parametric memory.",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "105984261",
                              "id_str": "1928554252663713845"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928554252663713845-tweet-1928561522868912247",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928561522868912247",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928561522868912247"
                              ],
                              "editable_until_msecs": "1748643472000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "620",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Fri May 30 21:17:52 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                32,
                                135
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "105984261",
                                    "name": "Tsendsuren",
                                    "screen_name": "TsendeeMTS",
                                    "indices": [
                                      0,
                                      11
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      12,
                                      21
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      22,
                                      31
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 5,
                              "favorited": false,
                              "full_text": "@TsendeeMTS @mirrokni @meisamrr Thank you very much, and sorry for missing this amazing work. We will make sure to properly discuss it.",
                              "in_reply_to_screen_name": "TsendeeMTS",
                              "in_reply_to_status_id_str": "1928554252663713845",
                              "in_reply_to_user_id_str": "105984261",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928561522868912247"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928554252663713845-cursor-showmore-582592188",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTimelineCursor",
                        "__typename": "TimelineTimelineCursor",
                        "value": "DAABCwABAAAAMEVtUEM2d0FBQUFNL2dHSk4wdkdwL0FBQUFBSWF3NkI4c2hhQWR4ckRtZC80RnZBMQgAAgAAAAYKAAMaw5nf-BbwNQ8ABAoAAAACGsOZ3_gW8DUaw6B8shaAdwAA",
                        "cursorType": "ShowMore",
                        "displayTreatment": {
                          "actionText": "Show replies"
                        }
                      },
                      "clientEventInfo": {
                        "component": "cursor",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928562812227305638"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928620957121339840",
              "sortIndex": "1953558850015592398",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928620957121339840-tweet-1928620957121339840",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928620957121339840",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNTUwMjIxNTY3MTc0NDg4MDY0",
                                  "rest_id": "1550221567174488064",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Thu Jul 21 20:50:08 +0000 2022",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "PhD student @UBC_CS\n\nInterested in Machine Learning on Graphs",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "hamedshirzad.com",
                                            "expanded_url": "https://www.hamedshirzad.com/",
                                            "url": "https://t.co/Jvywl0pxV8",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 1417,
                                    "followers_count": 187,
                                    "friends_count": 261,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 1,
                                    "location": "Vancouver, Canada",
                                    "media_count": 19,
                                    "name": "Hamed Shirzad",
                                    "normal_followers_count": 187,
                                    "pinned_tweet_ids_str": [
                                      "1864757176553869670"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1550221567174488064/1658437095",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1550222018447937536/0AU3LwHc_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "HamedShirzad13",
                                    "statuses_count": 113,
                                    "translator_type": "none",
                                    "url": "https://t.co/Jvywl0pxV8",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928620957121339840"
                              ],
                              "editable_until_msecs": "1748657642000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "494",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sat May 31 01:14:02 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                83
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 2,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr Looks great! Really looking forward to reading it!",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1550221567174488064",
                              "id_str": "1928620957121339840"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928620957121339840-tweet-1928624504407773587",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928624504407773587",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjExNTUzMTA0NTMyNzYyNjI0",
                                  "rest_id": "1611553104532762624",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 07 02:39:47 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Research Intern @Google, Ph.D. Student @Cornell_CS, interested in machine learning and understanding intelligence.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "abehrouz.github.io",
                                            "expanded_url": "https://abehrouz.github.io/",
                                            "url": "https://t.co/pwFZ0y1N8O",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 900,
                                    "followers_count": 4424,
                                    "friends_count": 1084,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 61,
                                    "location": "",
                                    "media_count": 39,
                                    "name": "Ali Behrouz",
                                    "normal_followers_count": 4424,
                                    "pinned_tweet_ids_str": [
                                      "1878859086227255347"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1611553104532762624/1699043250",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878872995181006849/PuNFxlsq_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "behrouz_ali",
                                    "statuses_count": 153,
                                    "translator_type": "none",
                                    "url": "https://t.co/pwFZ0y1N8O",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1906845104616190325",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928624504407773587"
                              ],
                              "editable_until_msecs": "1748658488000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "451",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sat May 31 01:28:08 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                36,
                                61
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1550221567174488064",
                                    "name": "Hamed Shirzad",
                                    "screen_name": "HamedShirzad13",
                                    "indices": [
                                      0,
                                      15
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      16,
                                      25
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      26,
                                      35
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@HamedShirzad13 @mirrokni @meisamrr Thank you so much, Hamed!",
                              "in_reply_to_screen_name": "HamedShirzad13",
                              "in_reply_to_status_id_str": "1928620957121339840",
                              "in_reply_to_user_id_str": "1550221567174488064",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1611553104532762624",
                              "id_str": "1928624504407773587"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928624504407773587"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928544934044352831",
              "sortIndex": "1953558850015592388",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928544934044352831-tweet-1928544934044352831",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928544934044352831",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNzczOTU3NDMxNzQ1NTY0Njcy",
                                  "rest_id": "1773957431745564672",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Sat Mar 30 06:16:30 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "papers, accelerated. follow for fresh, fast SOTA CS🤖ML🧠AI  High variance split-tests👇👀 ❤️YOUR VOTES MATTER!❤️ Cluster @Joywriteai🙏 Janny @basedanarki⏩",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 15380,
                                    "followers_count": 984,
                                    "friends_count": 20,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 16,
                                    "location": "Earth, but not for long!",
                                    "media_count": 168,
                                    "name": "arXiv Bangers",
                                    "normal_followers_count": 984,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1773957431745564672/1712070706",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1793415367899152385/fW2kyMQy_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "arXivBangers",
                                    "statuses_count": 1190,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1775179428240535800",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928544934044352831"
                              ],
                              "editable_until_msecs": "1748639517000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "526",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Fri May 30 20:11:57 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                39
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 4,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr Banger",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "in",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1773957431745564672",
                              "id_str": "1928544934044352831"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928544934044352831"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1930384895618220290",
              "sortIndex": "1953558850015592378",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1930384895618220290-tweet-1930384895618220290",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1930384895618220290",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODYyNjYzOTQxOTcwNjUzMTg0",
                                  "rest_id": "1862663941970653184",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Nov 30 01:04:43 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "e/acc// @thealgovoice  Sales guy turned AI builder. Currently crafting GPT-powered apps and navigating Git commits on my quest to break into the industry",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "github.com/jacobarrio",
                                            "expanded_url": "http://github.com/jacobarrio",
                                            "url": "https://t.co/oDDPTPLtbQ",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 81,
                                    "followers_count": 65,
                                    "friends_count": 302,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Vancouver, WA",
                                    "media_count": 188,
                                    "name": "Jacobarrio",
                                    "normal_followers_count": 65,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1862663941970653184/1746377575",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1914847961504473091/oFGMAtMa_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "jlee8648",
                                    "statuses_count": 325,
                                    "translator_type": "none",
                                    "url": "https://t.co/oDDPTPLtbQ",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "card": {
                              "rest_id": "https://t.co/cktZnfT95z",
                              "legacy": {
                                "binding_values": [
                                  {
                                    "key": "player_url",
                                    "value": {
                                      "string_value": "https://www.youtube.com/embed/mrOXp65LCcA",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_image_large",
                                    "value": {
                                      "image_value": {
                                        "height": 197,
                                        "width": 351,
                                        "url": "https://pbs.twimg.com/cards/player-placeholder.png"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "player_image",
                                    "value": {
                                      "image_value": {
                                        "height": 197,
                                        "width": 351,
                                        "url": "https://pbs.twimg.com/cards/player-placeholder.png"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "description",
                                    "value": {
                                      "string_value": "Welcome to The Algorithmic Voice – your hub for breaking down the most impactful AI research in a way that makes sense.In this episode, we explore the paper ...",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_width",
                                    "value": {
                                      "string_value": "960",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "domain",
                                    "value": {
                                      "string_value": "www.youtube.com",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_is_free",
                                    "value": {
                                      "string_value": "true",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "site",
                                    "value": {
                                      "scribe_key": "publisher_id",
                                      "type": "USER",
                                      "user_value": {
                                        "id_str": "10228272",
                                        "path": []
                                      }
                                    }
                                  },
                                  {
                                    "key": "app_url_resolved",
                                    "value": {
                                      "string_value": "https://www.youtube.com/watch?v=mrOXp65LCcA",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_price_amount",
                                    "value": {
                                      "string_value": "0.0",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_height",
                                    "value": {
                                      "string_value": "720",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "vanity_url",
                                    "value": {
                                      "scribe_key": "vanity_url",
                                      "string_value": "youtube.com",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_name",
                                    "value": {
                                      "string_value": "YouTube",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_id",
                                    "value": {
                                      "scribe_key": "publisher_app_id",
                                      "string_value": "com.google.android.youtube",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_image_small",
                                    "value": {
                                      "image_value": {
                                        "height": 197,
                                        "width": 351,
                                        "url": "https://pbs.twimg.com/cards/player-placeholder.png"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "title",
                                    "value": {
                                      "string_value": "ATLAS: Learning to Optimally Memorize the Context at Test Time",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_price_currency",
                                    "value": {
                                      "string_value": "USD",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_url",
                                    "value": {
                                      "string_value": "https://t.co/redirect?url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DmrOXp65LCcA&sig=0fd5668d9562e68de1e0452436352f5036976f73&ssr=true&slug=cktZnfT95z",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "card_url",
                                    "value": {
                                      "scribe_key": "card_url",
                                      "string_value": "https://t.co/cktZnfT95z",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_image_x_large",
                                    "value": {
                                      "image_value": {
                                        "height": 197,
                                        "width": 351,
                                        "url": "https://pbs.twimg.com/cards/player-placeholder.png"
                                      },
                                      "type": "IMAGE"
                                    }
                                  }
                                ],
                                "card_platform": {
                                  "platform": {
                                    "audience": {
                                      "name": "production"
                                    },
                                    "device": {
                                      "name": "Android",
                                      "version": "12"
                                    }
                                  }
                                },
                                "name": "player",
                                "url": "https://t.co/cktZnfT95z",
                                "user_refs_results": [
                                  {
                                    "result": {
                                      "__typename": "User",
                                      "id": "VXNlcjoxMDIyODI3Mg==",
                                      "rest_id": "10228272",
                                      "affiliates_highlighted_label": {},
                                      "has_graduated_access": true,
                                      "is_blue_verified": true,
                                      "profile_image_shape": "Square",
                                      "legacy": {
                                        "following": true,
                                        "can_dm": false,
                                        "can_media_tag": true,
                                        "created_at": "Tue Nov 13 21:43:46 +0000 2007",
                                        "default_profile": false,
                                        "default_profile_image": false,
                                        "description": "like & subscribe",
                                        "entities": {
                                          "description": {
                                            "urls": []
                                          },
                                          "url": {
                                            "urls": [
                                              {
                                                "display_url": "yt.be/3NDRz",
                                                "expanded_url": "https://yt.be/3NDRz",
                                                "url": "https://t.co/WBV5E1Rh1y",
                                                "indices": [
                                                  0,
                                                  23
                                                ]
                                              }
                                            ]
                                          }
                                        },
                                        "fast_followers_count": 0,
                                        "favourites_count": 6055,
                                        "followers_count": 79003677,
                                        "friends_count": 1147,
                                        "has_custom_timelines": true,
                                        "is_translator": false,
                                        "listed_count": 77658,
                                        "location": "San Bruno, CA",
                                        "media_count": 16019,
                                        "name": "YouTube",
                                        "normal_followers_count": 79003677,
                                        "pinned_tweet_ids_str": [],
                                        "possibly_sensitive": false,
                                        "profile_banner_url": "https://pbs.twimg.com/profile_banners/10228272/1745416765",
                                        "profile_image_url_https": "https://pbs.twimg.com/profile_images/1915882040353837056/VbhPvueq_normal.jpg",
                                        "profile_interstitial_type": "",
                                        "screen_name": "YouTube",
                                        "statuses_count": 60091,
                                        "translator_type": "regular",
                                        "url": "https://t.co/WBV5E1Rh1y",
                                        "verified": false,
                                        "verified_type": "Business",
                                        "want_retweets": true,
                                        "withheld_in_countries": []
                                      },
                                      "tipjar_settings": {}
                                    }
                                  }
                                ]
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1930384895618220290"
                              ],
                              "editable_until_msecs": "1749078198000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "168",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Wed Jun 04 22:03:18 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                99
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "youtu.be/mrOXp65LCcA?si…",
                                    "expanded_url": "https://youtu.be/mrOXp65LCcA?si=MqXaLZgEvxpik1nB",
                                    "url": "https://t.co/cktZnfT95z",
                                    "indices": [
                                      76,
                                      99
                                    ]
                                  }
                                ],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  },
                                  {
                                    "id_str": "1907185910505943040",
                                    "name": "The Algorithmic Voice",
                                    "screen_name": "TheAlgoVoice",
                                    "indices": [
                                      43,
                                      56
                                    ]
                                  },
                                  {
                                    "id_str": "1846671939437252609",
                                    "name": "NotebookLM",
                                    "screen_name": "NotebookLM",
                                    "indices": [
                                      63,
                                      74
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 2,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr ATLAS via @TheAlgoVoice &amp; @NotebookLM \nhttps://t.co/cktZnfT95z",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "lv",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "1862663941970653184",
                              "id_str": "1930384895618220290"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1930384895618220290"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928558924870959218",
              "sortIndex": "1953558850015592368",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928558924870959218-tweet-1928558924870959218",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928558924870959218",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNTY1MTM4MzY3OTA5Njk1NDg5",
                                  "rest_id": "1565138367909695489",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": false,
                                    "created_at": "Thu Sep 01 00:44:08 +0000 2022",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Interests: Machine learning research, learning in neural networks, applied AI, startups, etc",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 7878,
                                    "followers_count": 313,
                                    "friends_count": 941,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 5,
                                    "location": "",
                                    "media_count": 154,
                                    "name": "torched.compile",
                                    "normal_followers_count": 313,
                                    "pinned_tweet_ids_str": [
                                      "1948824874706690461"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1923858883564457984/kJ9WPMKl_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "_proteuss_",
                                    "statuses_count": 1675,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928558924870959218"
                              ],
                              "editable_until_msecs": "1748642853000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "405",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Fri May 30 21:07:33 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                44
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr Very cool!!",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1565138367909695489",
                              "id_str": "1928558924870959218"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928558924870959218"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1929212984561471725",
              "sortIndex": "1953558850015592358",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1929212984561471725-tweet-1929212984561471725",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1929212984561471725",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODYwNDIwOTY3MDYwODY1MDI0",
                                  "rest_id": "1860420967060865024",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Sat Nov 23 20:31:59 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Math researcher working in Random Walks on Groups",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "srivatsasrinivasmath.github.io",
                                            "expanded_url": "http://srivatsasrinivasmath.github.io",
                                            "url": "https://t.co/SLy2ROM60d",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 11894,
                                    "followers_count": 414,
                                    "friends_count": 445,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 4,
                                    "location": "",
                                    "media_count": 30,
                                    "name": "Srivatsa Chakravarthy",
                                    "normal_followers_count": 414,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1884694639388876801/5MBWsiTX_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "srivatsamath",
                                    "statuses_count": 1460,
                                    "translator_type": "none",
                                    "url": "https://t.co/SLy2ROM60d",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1929212984561471725"
                              ],
                              "editable_until_msecs": "1748798793000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "130",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sun Jun 01 16:26:33 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                91
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr What is the longest list of integers it can add correctly?",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1860420967060865024",
                              "id_str": "1929212984561471725"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1929212984561471725"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928614572912480281",
              "sortIndex": "1953558850015592348",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928614572912480281-tweet-1928614572912480281",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928614572912480281",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMzIyMzA1OTkz",
                                  "rest_id": "1322305993",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Tue Apr 02 11:33:51 +0000 2013",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Building WorkOS for AI agents @grupa_ai ; cofounder @grupa_io",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "grupa.io",
                                            "expanded_url": "https://www.grupa.io",
                                            "url": "https://t.co/A2kyx5GvHo",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 72646,
                                    "followers_count": 2289,
                                    "friends_count": 7502,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 70,
                                    "location": "Palo Alto, CA",
                                    "media_count": 255,
                                    "name": "Samuel Ekpe",
                                    "normal_followers_count": 2289,
                                    "pinned_tweet_ids_str": [
                                      "1948107774241755557"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1322305993/1746739178",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1915222919841800192/_uewFAqN_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "samuelekpe",
                                    "statuses_count": 15638,
                                    "translator_type": "none",
                                    "url": "https://t.co/A2kyx5GvHo",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1920311882826854408",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 958,
                                        "name": "Entrepreneur",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928614572912480281"
                              ],
                              "editable_until_msecs": "1748656120000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "402",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sat May 31 00:48:40 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                198
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr I like this: but I’m most interested in the most important problem in transformer based LLMs - Hallucinations; so is Atlas architecture hallucination free by design?",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1322305993",
                              "id_str": "1928614572912480281"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928614572912480281"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928633464854581271",
              "sortIndex": "1953558850015592338",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928633464854581271-tweet-1928633464854581271",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928633464854581271",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoyNjA1NjIxMjcy",
                                  "rest_id": "2605621272",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jul 05 15:09:31 +0000 2014",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "I like videogames",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "youtube.com/UncutDefalt",
                                            "expanded_url": "https://www.youtube.com/UncutDefalt",
                                            "url": "https://t.co/ydLTSm80du",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 2083,
                                    "followers_count": 323,
                                    "friends_count": 199,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 1,
                                    "location": "Colombia",
                                    "media_count": 172,
                                    "name": "old Defalt",
                                    "normal_followers_count": 323,
                                    "pinned_tweet_ids_str": [
                                      "1284003356659404802"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/2605621272/1483911642",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1379847769712648195/5nbdFqyz_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "OldDefalt",
                                    "statuses_count": 1848,
                                    "translator_type": "none",
                                    "url": "https://t.co/ydLTSm80du",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928633464854581271"
                              ],
                              "editable_until_msecs": "1748660624000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "319",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sat May 31 02:03:44 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                194
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr Very interesting. Good job. I was very impressed reading Titans and now this. Super great!\nWill you or the titans team release the code of the models to try out?",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "2605621272",
                              "id_str": "1928633464854581271"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928633464854581271"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1929649000862699631",
              "sortIndex": "1953558850015592328",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1929649000862699631-tweet-1929649000862699631",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1929649000862699631",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMzQxNDcwNjk1ODY4NTIyNDk2",
                                  "rest_id": "1341470695868522496",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Tue Dec 22 19:48:53 +0000 2020",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "octodb.io",
                                            "expanded_url": "http://octodb.io",
                                            "url": "https://t.co/bfowhMAfpY",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 553,
                                    "followers_count": 13,
                                    "friends_count": 126,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "",
                                    "media_count": 4,
                                    "name": "OctoDB",
                                    "normal_followers_count": 13,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1341470695868522496/1626218872",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1415090376474611727/qBxx-70Y_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "OctoDb",
                                    "statuses_count": 112,
                                    "translator_type": "none",
                                    "url": "https://t.co/bfowhMAfpY",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1929649000862699631"
                              ],
                              "editable_until_msecs": "1748902747000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "90",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 02 21:19:07 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                142
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr This sentence is incomplete on the paper:\n\"using the recurrence of Atlas with momentum but without , we have\"",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1341470695868522496",
                              "id_str": "1929649000862699631"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1929649000862699631"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1929168302284169649",
              "sortIndex": "1953558850015592318",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1929168302284169649-tweet-1929168302284169649",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1929168302284169649",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNzE5Mjc1MjQzMTY3MjcyOTYw",
                                  "rest_id": "1719275243167272960",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Tue Oct 31 08:49:08 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Tryna be baymax irl | CS UG",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 17107,
                                    "followers_count": 38,
                                    "friends_count": 509,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "",
                                    "media_count": 19,
                                    "name": "SajayR",
                                    "normal_followers_count": 38,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1719275243167272960/1732426491",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1760205185450979328/w4m-RKZt_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "SajayRRR",
                                    "statuses_count": 339,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1929168302284169649"
                              ],
                              "editable_until_msecs": "1748788140000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "101",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sun Jun 01 13:29:00 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                56
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr No github link again? 😭",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1719275243167272960",
                              "id_str": "1929168302284169649"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1929168302284169649"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928752735651848400",
              "sortIndex": "1953558850015592308",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928752735651848400-tweet-1928752735651848400",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928752735651848400",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNDgwNjEzOTc1NTI0MDk4MDUx",
                                  "rest_id": "1480613975524098051",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": false,
                                    "created_at": "Mon Jan 10 18:54:33 +0000 2022",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 34363,
                                    "followers_count": 30,
                                    "friends_count": 139,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "",
                                    "media_count": 32,
                                    "name": "ander",
                                    "normal_followers_count": 30,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1480614056226611207/Fo0gVDpi_normal.png",
                                    "profile_interstitial_type": "",
                                    "screen_name": "andrea21385914",
                                    "statuses_count": 953,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1591727116101500928",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 15,
                                        "name": "Entertainment & Recreation",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928752735651848400"
                              ],
                              "editable_until_msecs": "1748689061000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "201",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sat May 31 09:57:41 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                86
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  },
                                  {
                                    "id_str": "1720665183188922368",
                                    "name": "Grok",
                                    "screen_name": "grok",
                                    "indices": [
                                      33,
                                      38
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr @grok can you summarise the new techniques presented?",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1480613975524098051",
                              "id_str": "1928752735651848400"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928752735651848400",
                      "1928753395118334391"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1937008095164850235",
              "sortIndex": "1953558850015592298",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1937008095164850235-tweet-1937008095164850235",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1937008095164850235",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNTE4NjMyNA==",
                                  "rest_id": "15186324",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": false,
                                    "created_at": "Sat Jun 21 01:43:05 +0000 2008",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "CEO at XGrowing - A  Marketing AI product designed for X\n- smart reply/follow\n- grow fast\n- gain sales",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "xgrowing.ai",
                                            "expanded_url": "https://xgrowing.ai",
                                            "url": "https://t.co/Ui4LsfgARm",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 10410,
                                    "followers_count": 437,
                                    "friends_count": 1210,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 5,
                                    "location": "",
                                    "media_count": 58,
                                    "name": "Outsider",
                                    "normal_followers_count": 437,
                                    "pinned_tweet_ids_str": [
                                      "1900426671129325870"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/15186324/1736177042",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1876150804660568064/gwdkRx3a_normal.png",
                                    "profile_interstitial_type": "",
                                    "screen_name": "outsider_minds",
                                    "statuses_count": 6218,
                                    "translator_type": "none",
                                    "url": "https://t.co/Ui4LsfgARm",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1549410138670465025",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 958,
                                        "name": "Entrepreneur",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": true
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1937008095164850235"
                              ],
                              "editable_until_msecs": "1750657292000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "58",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 23 04:41:32 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                270
                              ],
                              "entities": {
                                "hashtags": [
                                  {
                                    "indices": [
                                      259,
                                      262
                                    ],
                                    "text": "AI"
                                  },
                                  {
                                    "indices": [
                                      263,
                                      270
                                    ],
                                    "text": "Growth"
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr Attention is the secret sauce! 🍔 It’s like the VIP pass for LLMs, while RNNs are stuck in the back of the line. Long-term memory? More like long-term struggle! 😂 Let’s face it, without attention, we’re just lost in the noise. #AI #Growth",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "15186324",
                              "id_str": "1937008095164850235"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1937008095164850235"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928844938831180166",
              "sortIndex": "1953558850015592288",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928844938831180166-tweet-1928844938831180166",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928844938831180166",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozMTY3NjQwMTA=",
                                  "rest_id": "316764010",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Mon Jun 13 22:58:32 +0000 2011",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Physicist, teacher, analyst & advocate in tech, arms control & human security. Idea man. Your broken Overton window is blighting the neighborhood. Dr./Dude/Dad",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "gubrud.net",
                                            "expanded_url": "http://gubrud.net",
                                            "url": "https://t.co/2xfi3F9QW9",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 17947,
                                    "followers_count": 2814,
                                    "friends_count": 1173,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 96,
                                    "location": "",
                                    "media_count": 9010,
                                    "name": "Mark Gubrud 🇺🇸",
                                    "normal_followers_count": 2814,
                                    "pinned_tweet_ids_str": [
                                      "1930382065276789043"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/316764010/1480607814",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/500517507589890048/0kZ39BhT_normal.jpeg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "mgubrud",
                                    "statuses_count": 111700,
                                    "translator_type": "none",
                                    "url": "https://t.co/2xfi3F9QW9",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1495888489157513221",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928844938831180166"
                              ],
                              "editable_until_msecs": "1748711044000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "210",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "quoted_status_result": {
                              "result": {
                                "__typename": "Tweet",
                                "rest_id": "1928573099777327474",
                                "has_birdwatch_notes": false,
                                "core": {
                                  "user_results": {
                                    "result": {
                                      "__typename": "User",
                                      "id": "VXNlcjozMTY3NjQwMTA=",
                                      "rest_id": "316764010",
                                      "affiliates_highlighted_label": {},
                                      "has_graduated_access": true,
                                      "is_blue_verified": false,
                                      "profile_image_shape": "Circle",
                                      "legacy": {
                                        "can_dm": true,
                                        "can_media_tag": true,
                                        "created_at": "Mon Jun 13 22:58:32 +0000 2011",
                                        "default_profile": true,
                                        "default_profile_image": false,
                                        "description": "Physicist, teacher, analyst & advocate in tech, arms control & human security. Idea man. Your broken Overton window is blighting the neighborhood. Dr./Dude/Dad",
                                        "entities": {
                                          "description": {
                                            "urls": []
                                          },
                                          "url": {
                                            "urls": [
                                              {
                                                "display_url": "gubrud.net",
                                                "expanded_url": "http://gubrud.net",
                                                "url": "https://t.co/2xfi3F9QW9",
                                                "indices": [
                                                  0,
                                                  23
                                                ]
                                              }
                                            ]
                                          }
                                        },
                                        "fast_followers_count": 0,
                                        "favourites_count": 17947,
                                        "followers_count": 2814,
                                        "friends_count": 1173,
                                        "has_custom_timelines": true,
                                        "is_translator": false,
                                        "listed_count": 96,
                                        "location": "",
                                        "media_count": 9010,
                                        "name": "Mark Gubrud 🇺🇸",
                                        "normal_followers_count": 2814,
                                        "pinned_tweet_ids_str": [
                                          "1930382065276789043"
                                        ],
                                        "possibly_sensitive": false,
                                        "profile_banner_url": "https://pbs.twimg.com/profile_banners/316764010/1480607814",
                                        "profile_image_url_https": "https://pbs.twimg.com/profile_images/500517507589890048/0kZ39BhT_normal.jpeg",
                                        "profile_interstitial_type": "",
                                        "screen_name": "mgubrud",
                                        "statuses_count": 111700,
                                        "translator_type": "none",
                                        "url": "https://t.co/2xfi3F9QW9",
                                        "verified": false,
                                        "want_retweets": false,
                                        "withheld_in_countries": []
                                      },
                                      "professional": {
                                        "rest_id": "1495888489157513221",
                                        "professional_type": "Creator",
                                        "category": []
                                      },
                                      "tipjar_settings": {}
                                    }
                                  }
                                },
                                "unmention_data": {},
                                "edit_control": {
                                  "edit_tweet_ids": [
                                    "1928573099777327474"
                                  ],
                                  "editable_until_msecs": "1748646232000",
                                  "is_edit_eligible": false,
                                  "edits_remaining": "5"
                                },
                                "is_translatable": false,
                                "views": {
                                  "count": "432",
                                  "state": "EnabledWithCount"
                                },
                                "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                                "legacy": {
                                  "bookmark_count": 0,
                                  "bookmarked": false,
                                  "created_at": "Fri May 30 22:03:52 +0000 2025",
                                  "conversation_id_str": "1928031680792494346",
                                  "display_text_range": [
                                    24,
                                    284
                                  ],
                                  "entities": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "timestamps": [],
                                    "urls": [],
                                    "user_mentions": [
                                      {
                                        "id_str": "1713882508759011328",
                                        "name": "ControlAI",
                                        "screen_name": "ai_ctrl",
                                        "indices": [
                                          0,
                                          8
                                        ]
                                      },
                                      {
                                        "id_str": "1831398480700428289",
                                        "name": "Yoshua Bengio",
                                        "screen_name": "Yoshua_Bengio",
                                        "indices": [
                                          9,
                                          23
                                        ]
                                      }
                                    ]
                                  },
                                  "favorite_count": 0,
                                  "favorited": false,
                                  "full_text": "@ai_ctrl @Yoshua_Bengio How to build a conscious machine:\n\nFirst make a system that watches and interacts with the world from a particular perspective and location. Like an LLM, it has a \"context window\" that is its memory. Older memories become less accessible unless recollected. \n+",
                                  "in_reply_to_screen_name": "ai_ctrl",
                                  "in_reply_to_status_id_str": "1928031680792494346",
                                  "in_reply_to_user_id_str": "1713882508759011328",
                                  "is_quote_status": false,
                                  "lang": "en",
                                  "quote_count": 1,
                                  "reply_count": 1,
                                  "retweet_count": 0,
                                  "retweeted": false,
                                  "user_id_str": "316764010",
                                  "id_str": "1928573099777327474"
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sat May 31 16:04:04 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                307
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "x.com/mgubrud/status…",
                                    "expanded_url": "https://x.com/mgubrud/status/1928573099777327474",
                                    "url": "https://t.co/ipXDRDzYEv",
                                    "indices": [
                                      284,
                                      307
                                    ]
                                  }
                                ],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr Looks like a significant advance. Given the caliber of people that will visit here, I wanted to offer 4 tweets that explain something that has confused a lot of people: how a machine can be conscious, as we are. The solution is pretty simple, really.\nhttps://t.co/ipXDRDzYEv",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": true,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "quoted_status_id_str": "1928573099777327474",
                              "quoted_status_permalink": {
                                "url": "https://t.co/ipXDRDzYEv",
                                "expanded": "https://x.com/mgubrud/status/1928573099777327474",
                                "display": "x.com/mgubrud/status…"
                              },
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "316764010",
                              "id_str": "1928844938831180166"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928844938831180166"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1929921572837437490",
              "sortIndex": "1953558850015592278",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1929921572837437490-tweet-1929921572837437490",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1929921572837437490",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNzgyNzc1MjQ0NTI2MTMzMjQ4",
                                  "rest_id": "1782775244526133248",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Tue Apr 23 14:15:23 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "tweet~N(0;1)",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "hassanjbara.github.io/xela-blog",
                                            "expanded_url": "https://hassanjbara.github.io/xela-blog",
                                            "url": "https://t.co/7M4RHVeTil",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 10,
                                    "followers_count": 33,
                                    "friends_count": 74,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "",
                                    "media_count": 90,
                                    "name": "Xela",
                                    "normal_followers_count": 33,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1782775244526133248/1717186789",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1782775450328002560/_FaFsjGA_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "Xela_akwaen",
                                    "statuses_count": 212,
                                    "translator_type": "none",
                                    "url": "https://t.co/7M4RHVeTil",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1929921572837437490"
                              ],
                              "editable_until_msecs": "1748967733000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "93",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Tue Jun 03 15:22:13 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                160
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr Great research! Can I ask about the configuration you used for testing the model on the MAD benchmark? Like hparams and layers?",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1782775244526133248",
                              "id_str": "1929921572837437490"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1929921572837437490"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928691171347284104",
              "sortIndex": "1953558850015592268",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928691171347284104-tweet-1928691171347284104",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928691171347284104",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNTA0ODY5MTQ1MjMzNDA4MDA2",
                                  "rest_id": "1504869145233408006",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": false,
                                    "created_at": "Fri Mar 18 17:15:54 +0000 2022",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "@fortytwonetwork || DeFi Alpha Seeker ||👺",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "github.io",
                                            "expanded_url": "http://github.io",
                                            "url": "https://t.co/oMdsGnjxpx",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 3776,
                                    "followers_count": 272,
                                    "friends_count": 2149,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 2,
                                    "location": "Metaverse",
                                    "media_count": 307,
                                    "name": "Raiman",
                                    "normal_followers_count": 272,
                                    "pinned_tweet_ids_str": [
                                      "1747222935390310514"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1504869145233408006/1705183398",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1933821219075481600/pGI6eZl1_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "0xharisman",
                                    "statuses_count": 1959,
                                    "translator_type": "none",
                                    "url": "https://t.co/oMdsGnjxpx",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928691171347284104"
                              ],
                              "editable_until_msecs": "1748674383000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "188",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sat May 31 05:53:03 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                47
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  },
                                  {
                                    "id_str": "1835606127842607104",
                                    "name": "Mirra",
                                    "screen_name": "MirraTerminal",
                                    "indices": [
                                      33,
                                      47
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr @MirraTerminal",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "qam",
                              "quote_count": 0,
                              "reply_count": 2,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1504869145233408006",
                              "id_str": "1928691171347284104"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928691171347284104"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1929715194143351290",
              "sortIndex": "1953558850015592258",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1929715194143351290-tweet-1929715194143351290",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1929715194143351290",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODIyMjY3Nzg1NjA4NjcxMjMy",
                                  "rest_id": "1822267785608671232",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Sat Aug 10 13:44:41 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Building: ai that learns how to answer customer emails at https://t.co/curGngvcsy\nProcrastinating: by posting on https://t.co/u8L3PSPh1R\nPretending: shit posting is marketing",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "vipreply.ai",
                                            "expanded_url": "https://vipreply.ai",
                                            "url": "https://t.co/curGngvcsy",
                                            "indices": [
                                              58,
                                              81
                                            ]
                                          },
                                          {
                                            "display_url": "X.com",
                                            "expanded_url": "http://X.com",
                                            "url": "https://t.co/u8L3PSPh1R",
                                            "indices": [
                                              113,
                                              136
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 3694,
                                    "followers_count": 45,
                                    "friends_count": 253,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 1,
                                    "location": "Chicago, IL",
                                    "media_count": 65,
                                    "name": "Jacob",
                                    "normal_followers_count": 45,
                                    "pinned_tweet_ids_str": [
                                      "1928867095816679736"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1897070304629022722/w_6i800y_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "realdooba",
                                    "statuses_count": 690,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1929715194143351290"
                              ],
                              "editable_until_msecs": "1748918529000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "66",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Tue Jun 03 01:42:09 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                76
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr big if true. why was titans never released?",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1822267785608671232",
                              "id_str": "1929715194143351290"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1929715194143351290"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928698006972281263",
              "sortIndex": "1953558850015592248",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928698006972281263-tweet-1928698006972281263",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928698006972281263",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMDQxMjYzMjg5OTExNTA0ODk2",
                                  "rest_id": "1041263289911504896",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": false,
                                    "created_at": "Sun Sep 16 09:51:28 +0000 2018",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "나는 이 게임들을 전에 해본 적이 있다",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 7668,
                                    "followers_count": 38,
                                    "friends_count": 215,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Pyongyang",
                                    "media_count": 2,
                                    "name": "Front_Girl001",
                                    "normal_followers_count": 38,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1907041399499034624/7QR95Bg8_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "frontgirl001",
                                    "statuses_count": 294,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928698006972281263"
                              ],
                              "editable_until_msecs": "1748676012000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "176",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sat May 31 06:20:12 +0000 2025",
                              "conversation_id_str": "1928522388100010383",
                              "display_text_range": [
                                33,
                                106
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1611553104532762624",
                                    "name": "Ali Behrouz",
                                    "screen_name": "behrouz_ali",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "50554404",
                                    "name": "Vahab Mirrokni",
                                    "screen_name": "mirrokni",
                                    "indices": [
                                      13,
                                      22
                                    ]
                                  },
                                  {
                                    "id_str": "722681797071478784",
                                    "name": "Meisam Razaviyayn",
                                    "screen_name": "meisamrr",
                                    "indices": [
                                      23,
                                      32
                                    ]
                                  },
                                  {
                                    "id_str": "168805139",
                                    "name": "Yannic Kilcher 🇸🇨",
                                    "screen_name": "ykilcher",
                                    "indices": [
                                      78,
                                      87
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@behrouz_ali @mirrokni @meisamrr Congratulations!! Will read this paper. Also @ykilcher  take a look pls 👀",
                              "in_reply_to_screen_name": "behrouz_ali",
                              "in_reply_to_status_id_str": "1928522388100010383",
                              "in_reply_to_user_id_str": "1611553104532762624",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1041263289911504896",
                              "id_str": "1928698006972281263"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928698006972281263"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "cursor-showmorethreads-1953558850015592247",
              "sortIndex": "1953558850015592247",
              "content": {
                "entryType": "TimelineTimelineCursor",
                "__typename": "TimelineTimelineCursor",
                "value": "DAAFCgABGxxvbHb__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",
                "cursorType": "ShowMoreThreads",
                "displayTreatment": {
                  "actionText": "Show probable spam"
                }
              }
            }
          ]
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Top"
        }
      ],
      "metadata": {
        "reader_mode_config": {
          "is_reader_mode_available": true
        },
        "scribeConfig": {
          "page": "ranked_replies"
        }
      }
    }
  }
}