🐦 Twitter Post Details

Viewing enriched Twitter post

@omarsar0

MemAgent MemAgent-14B is trained on 32K-length documents with an 8K context window. Achieves >76% accuracy even at 3.5M tokens! That consistency is crazy! Here are my notes: https://t.co/G3LTUpGyhF

Media 1

📊 Media Metadata

{
  "media": [
    {
      "type": "image",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1942667308368871457/media_0.jpg?",
      "filename": "media_0.jpg"
    }
  ],
  "nlp": {
    "sentiment": "positive",
    "topics": [
      "AI Model",
      "Accuracy",
      "Document Length"
    ],
    "entities": [],
    "summary": "The tweet highlights the impressive accuracy and capabilities of the MemAgent-14B AI model.",
    "language": "en",
    "processed_at": "2025-08-07T10:09:20.081761"
  }
}

🔧 Raw API Response

{
  "data": {
    "threaded_conversation_with_injections_v2": {
      "instructions": [
        {
          "type": "TimelineClearCache"
        },
        {
          "type": "TimelineAddEntries",
          "entries": [
            {
              "entryId": "tweet-1942667308368871457",
              "sortIndex": "1953488626427887616",
              "content": {
                "entryType": "TimelineTimelineItem",
                "__typename": "TimelineTimelineItem",
                "itemContent": {
                  "itemType": "TimelineTweet",
                  "__typename": "TimelineTweet",
                  "tweet_results": {
                    "result": {
                      "__typename": "Tweet",
                      "rest_id": "1942667308368871457",
                      "has_birdwatch_notes": false,
                      "core": {
                        "user_results": {
                          "result": {
                            "__typename": "User",
                            "id": "VXNlcjozNDQ4Mjg0MzEz",
                            "rest_id": "3448284313",
                            "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": "Fri Sep 04 12:59:26 +0000 2015",
                              "default_profile": false,
                              "default_profile_image": false,
                              "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
                              "entities": {
                                "description": {
                                  "urls": []
                                },
                                "url": {
                                  "urls": [
                                    {
                                      "display_url": "dair-ai.thinkific.com",
                                      "expanded_url": "https://dair-ai.thinkific.com/",
                                      "url": "https://t.co/JBU5beHQNs",
                                      "indices": [
                                        0,
                                        23
                                      ]
                                    }
                                  ]
                                }
                              },
                              "fast_followers_count": 0,
                              "favourites_count": 31667,
                              "followers_count": 258915,
                              "friends_count": 643,
                              "has_custom_timelines": true,
                              "is_translator": false,
                              "listed_count": 4291,
                              "location": "",
                              "media_count": 3762,
                              "name": "elvis",
                              "normal_followers_count": 258915,
                              "pinned_tweet_ids_str": [
                                "1953152163078635748"
                              ],
                              "possibly_sensitive": false,
                              "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
                              "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
                              "profile_interstitial_type": "",
                              "screen_name": "omarsar0",
                              "statuses_count": 15290,
                              "translator_type": "regular",
                              "url": "https://t.co/JBU5beHQNs",
                              "verified": false,
                              "want_retweets": false,
                              "withheld_in_countries": []
                            },
                            "professional": {
                              "rest_id": "1460724937073770505",
                              "professional_type": "Creator",
                              "category": [
                                {
                                  "id": 713,
                                  "name": "Science & Technology",
                                  "icon_name": ""
                                }
                              ]
                            },
                            "tipjar_settings": {
                              "is_enabled": false,
                              "cash_app_handle": "£elvisomarsaravia"
                            }
                          }
                        }
                      },
                      "unmention_data": {},
                      "edit_control": {
                        "edit_tweet_ids": [
                          "1942667308368871457"
                        ],
                        "editable_until_msecs": "1752006553000",
                        "is_edit_eligible": false,
                        "edits_remaining": "5"
                      },
                      "is_translatable": false,
                      "views": {
                        "count": "99853",
                        "state": "EnabledWithCount"
                      },
                      "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                      "legacy": {
                        "bookmark_count": 526,
                        "bookmarked": false,
                        "created_at": "Tue Jul 08 19:29:13 +0000 2025",
                        "conversation_id_str": "1942667308368871457",
                        "display_text_range": [
                          0,
                          180
                        ],
                        "entities": {
                          "hashtags": [],
                          "media": [
                            {
                              "display_url": "pic.x.com/G3LTUpGyhF",
                              "expanded_url": "https://x.com/omarsar0/status/1942667308368871457/photo/1",
                              "id_str": "1942664474265022464",
                              "indices": [
                                181,
                                204
                              ],
                              "media_key": "3_1942664474265022464",
                              "media_url_https": "https://pbs.twimg.com/media/GvW7C_JWcAA8xkX.png",
                              "type": "photo",
                              "url": "https://t.co/G3LTUpGyhF",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 900,
                                  "w": 808,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 900,
                                  "w": 808,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 680,
                                  "w": 610,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 900,
                                "width": 808,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 808,
                                    "h": 452
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 808,
                                    "h": 808
                                  },
                                  {
                                    "x": 19,
                                    "y": 0,
                                    "w": 789,
                                    "h": 900
                                  },
                                  {
                                    "x": 337,
                                    "y": 0,
                                    "w": 450,
                                    "h": 900
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 808,
                                    "h": 900
                                  }
                                ]
                              },
                              "allow_download_status": {
                                "allow_download": true
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1942664474265022464"
                                }
                              }
                            }
                          ],
                          "symbols": [],
                          "timestamps": [],
                          "urls": [],
                          "user_mentions": []
                        },
                        "extended_entities": {
                          "media": [
                            {
                              "display_url": "pic.x.com/G3LTUpGyhF",
                              "expanded_url": "https://x.com/omarsar0/status/1942667308368871457/photo/1",
                              "id_str": "1942664474265022464",
                              "indices": [
                                181,
                                204
                              ],
                              "media_key": "3_1942664474265022464",
                              "media_url_https": "https://pbs.twimg.com/media/GvW7C_JWcAA8xkX.png",
                              "type": "photo",
                              "url": "https://t.co/G3LTUpGyhF",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 900,
                                  "w": 808,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 900,
                                  "w": 808,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 680,
                                  "w": 610,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 900,
                                "width": 808,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 808,
                                    "h": 452
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 808,
                                    "h": 808
                                  },
                                  {
                                    "x": 19,
                                    "y": 0,
                                    "w": 789,
                                    "h": 900
                                  },
                                  {
                                    "x": 337,
                                    "y": 0,
                                    "w": 450,
                                    "h": 900
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 808,
                                    "h": 900
                                  }
                                ]
                              },
                              "allow_download_status": {
                                "allow_download": true
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1942664474265022464"
                                }
                              }
                            }
                          ]
                        },
                        "favorite_count": 559,
                        "favorited": false,
                        "full_text": "MemAgent\n\nMemAgent-14B is trained on 32K-length documents with an 8K context window.\n\nAchieves &gt;76% accuracy even at 3.5M tokens!\n\nThat consistency is crazy!\n\nHere are my notes: https://t.co/G3LTUpGyhF",
                        "is_quote_status": false,
                        "lang": "en",
                        "possibly_sensitive": false,
                        "possibly_sensitive_editable": true,
                        "quote_count": 9,
                        "reply_count": 10,
                        "retweet_count": 115,
                        "retweeted": false,
                        "user_id_str": "3448284313",
                        "id_str": "1942667308368871457"
                      },
                      "quick_promote_eligibility": {
                        "eligibility": "IneligibleNotProfessional"
                      }
                    }
                  },
                  "tweetDisplayType": "SelfThread"
                },
                "clientEventInfo": {
                  "component": "tweet",
                  "element": "tweet"
                }
              }
            },
            {
              "entryId": "conversationthread-1942667311401558372",
              "sortIndex": "1953488626427887606",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1942667311401558372-tweet-1942667311401558372",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942667311401558372",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozNDQ4Mjg0MzEz",
                                  "rest_id": "3448284313",
                                  "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": "Fri Sep 04 12:59:26 +0000 2015",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "dair-ai.thinkific.com",
                                            "expanded_url": "https://dair-ai.thinkific.com/",
                                            "url": "https://t.co/JBU5beHQNs",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 31667,
                                    "followers_count": 258915,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4291,
                                    "location": "",
                                    "media_count": 3762,
                                    "name": "elvis",
                                    "normal_followers_count": 258915,
                                    "pinned_tweet_ids_str": [
                                      "1953152163078635748"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "omarsar0",
                                    "statuses_count": 15290,
                                    "translator_type": "regular",
                                    "url": "https://t.co/JBU5beHQNs",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1460724937073770505",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false,
                                    "cash_app_handle": "£elvisomarsaravia"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942667311401558372"
                              ],
                              "editable_until_msecs": "1752006554000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2012",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 2,
                              "bookmarked": false,
                              "created_at": "Tue Jul 08 19:29:14 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                0,
                                215
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/ubsdwoA4Hi",
                                    "expanded_url": "https://x.com/omarsar0/status/1942667311401558372/photo/1",
                                    "id_str": "1942665961217069056",
                                    "indices": [
                                      216,
                                      239
                                    ],
                                    "media_key": "3_1942665961217069056",
                                    "media_url_https": "https://pbs.twimg.com/media/GvW8ZieWEAAzLP9.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/ubsdwoA4Hi",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 495,
                                        "w": 1242,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 478,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 271,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 495,
                                      "width": 1242,
                                      "focus_rects": [
                                        {
                                          "x": 358,
                                          "y": 0,
                                          "w": 884,
                                          "h": 495
                                        },
                                        {
                                          "x": 747,
                                          "y": 0,
                                          "w": 495,
                                          "h": 495
                                        },
                                        {
                                          "x": 808,
                                          "y": 0,
                                          "w": 434,
                                          "h": 495
                                        },
                                        {
                                          "x": 958,
                                          "y": 0,
                                          "w": 248,
                                          "h": 495
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1242,
                                          "h": 495
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1942665961217069056"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/ubsdwoA4Hi",
                                    "expanded_url": "https://x.com/omarsar0/status/1942667311401558372/photo/1",
                                    "id_str": "1942665961217069056",
                                    "indices": [
                                      216,
                                      239
                                    ],
                                    "media_key": "3_1942665961217069056",
                                    "media_url_https": "https://pbs.twimg.com/media/GvW8ZieWEAAzLP9.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/ubsdwoA4Hi",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 495,
                                        "w": 1242,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 478,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 271,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 495,
                                      "width": 1242,
                                      "focus_rects": [
                                        {
                                          "x": 358,
                                          "y": 0,
                                          "w": 884,
                                          "h": 495
                                        },
                                        {
                                          "x": 747,
                                          "y": 0,
                                          "w": 495,
                                          "h": 495
                                        },
                                        {
                                          "x": 808,
                                          "y": 0,
                                          "w": 434,
                                          "h": 495
                                        },
                                        {
                                          "x": 958,
                                          "y": 0,
                                          "w": 248,
                                          "h": 495
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1242,
                                          "h": 495
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1942665961217069056"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 11,
                              "favorited": false,
                              "full_text": "Overview \n\nIntroduces an RL–driven memory agent that enables transformer-based LLMs to handle documents up to 3.5 million tokens with near lossless performance, linear complexity, and no architectural modifications. https://t.co/ubsdwoA4Hi",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667308368871457",
                              "in_reply_to_user_id_str": "3448284313",
                              "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": "3448284313",
                              "id_str": "1942667311401558372"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1942667311401558372-tweet-1942667314530295984",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942667314530295984",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozNDQ4Mjg0MzEz",
                                  "rest_id": "3448284313",
                                  "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": "Fri Sep 04 12:59:26 +0000 2015",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "dair-ai.thinkific.com",
                                            "expanded_url": "https://dair-ai.thinkific.com/",
                                            "url": "https://t.co/JBU5beHQNs",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 31667,
                                    "followers_count": 258915,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4291,
                                    "location": "",
                                    "media_count": 3762,
                                    "name": "elvis",
                                    "normal_followers_count": 258915,
                                    "pinned_tweet_ids_str": [
                                      "1953152163078635748"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "omarsar0",
                                    "statuses_count": 15290,
                                    "translator_type": "regular",
                                    "url": "https://t.co/JBU5beHQNs",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1460724937073770505",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false,
                                    "cash_app_handle": "£elvisomarsaravia"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942667314530295984"
                              ],
                              "editable_until_msecs": "1752006555000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "1799",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 1,
                              "bookmarked": false,
                              "created_at": "Tue Jul 08 19:29:15 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                0,
                                250
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/2yoxGwKOr8",
                                    "expanded_url": "https://x.com/omarsar0/status/1942667314530295984/photo/1",
                                    "id_str": "1942666343771238400",
                                    "indices": [
                                      251,
                                      274
                                    ],
                                    "media_key": "3_1942666343771238400",
                                    "media_url_https": "https://pbs.twimg.com/media/GvW8vzmXcAA1pqm.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/2yoxGwKOr8",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 538,
                                        "w": 1291,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 500,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 283,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 538,
                                      "width": 1291,
                                      "focus_rects": [
                                        {
                                          "x": 4,
                                          "y": 0,
                                          "w": 961,
                                          "h": 538
                                        },
                                        {
                                          "x": 215,
                                          "y": 0,
                                          "w": 538,
                                          "h": 538
                                        },
                                        {
                                          "x": 248,
                                          "y": 0,
                                          "w": 472,
                                          "h": 538
                                        },
                                        {
                                          "x": 350,
                                          "y": 0,
                                          "w": 269,
                                          "h": 538
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1291,
                                          "h": 538
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1942666343771238400"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/2yoxGwKOr8",
                                    "expanded_url": "https://x.com/omarsar0/status/1942667314530295984/photo/1",
                                    "id_str": "1942666343771238400",
                                    "indices": [
                                      251,
                                      274
                                    ],
                                    "media_key": "3_1942666343771238400",
                                    "media_url_https": "https://pbs.twimg.com/media/GvW8vzmXcAA1pqm.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/2yoxGwKOr8",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 538,
                                        "w": 1291,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 500,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 283,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 538,
                                      "width": 1291,
                                      "focus_rects": [
                                        {
                                          "x": 4,
                                          "y": 0,
                                          "w": 961,
                                          "h": 538
                                        },
                                        {
                                          "x": 215,
                                          "y": 0,
                                          "w": 538,
                                          "h": 538
                                        },
                                        {
                                          "x": 248,
                                          "y": 0,
                                          "w": 472,
                                          "h": 538
                                        },
                                        {
                                          "x": 350,
                                          "y": 0,
                                          "w": 269,
                                          "h": 538
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1291,
                                          "h": 538
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1942666343771238400"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 13,
                              "favorited": false,
                              "full_text": "RL-shaped fixed-length memory\n\nMemAgent reads documents in segments and maintains a fixed-size memory updated via an overwrite mechanism. \n\nThis lets it process arbitrarily long inputs with O(N) inference cost while avoiding context window overflows. https://t.co/2yoxGwKOr8",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667311401558372",
                              "in_reply_to_user_id_str": "3448284313",
                              "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": "3448284313",
                              "id_str": "1942667314530295984"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1942667311401558372-tweet-1942667317474910248",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942667317474910248",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozNDQ4Mjg0MzEz",
                                  "rest_id": "3448284313",
                                  "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": "Fri Sep 04 12:59:26 +0000 2015",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "dair-ai.thinkific.com",
                                            "expanded_url": "https://dair-ai.thinkific.com/",
                                            "url": "https://t.co/JBU5beHQNs",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 31667,
                                    "followers_count": 258915,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4291,
                                    "location": "",
                                    "media_count": 3762,
                                    "name": "elvis",
                                    "normal_followers_count": 258915,
                                    "pinned_tweet_ids_str": [
                                      "1953152163078635748"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "omarsar0",
                                    "statuses_count": 15290,
                                    "translator_type": "regular",
                                    "url": "https://t.co/JBU5beHQNs",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1460724937073770505",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false,
                                    "cash_app_handle": "£elvisomarsaravia"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942667317474910248"
                              ],
                              "editable_until_msecs": "1752006556000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2094",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Tue Jul 08 19:29:16 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                0,
                                249
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/56MVjiHEWk",
                                    "expanded_url": "https://x.com/omarsar0/status/1942667317474910248/photo/1",
                                    "id_str": "1942666267116089344",
                                    "indices": [
                                      250,
                                      273
                                    ],
                                    "media_key": "3_1942666267116089344",
                                    "media_url_https": "https://pbs.twimg.com/media/GvW8rWCWsAAv7fX.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/56MVjiHEWk",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 776,
                                        "w": 1294,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 720,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 408,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 776,
                                      "width": 1294,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 51,
                                          "w": 1294,
                                          "h": 725
                                        },
                                        {
                                          "x": 32,
                                          "y": 0,
                                          "w": 776,
                                          "h": 776
                                        },
                                        {
                                          "x": 80,
                                          "y": 0,
                                          "w": 681,
                                          "h": 776
                                        },
                                        {
                                          "x": 226,
                                          "y": 0,
                                          "w": 388,
                                          "h": 776
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1294,
                                          "h": 776
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1942666267116089344"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/56MVjiHEWk",
                                    "expanded_url": "https://x.com/omarsar0/status/1942667317474910248/photo/1",
                                    "id_str": "1942666267116089344",
                                    "indices": [
                                      250,
                                      273
                                    ],
                                    "media_key": "3_1942666267116089344",
                                    "media_url_https": "https://pbs.twimg.com/media/GvW8rWCWsAAv7fX.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/56MVjiHEWk",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 776,
                                        "w": 1294,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 720,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 408,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 776,
                                      "width": 1294,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 51,
                                          "w": 1294,
                                          "h": 725
                                        },
                                        {
                                          "x": 32,
                                          "y": 0,
                                          "w": 776,
                                          "h": 776
                                        },
                                        {
                                          "x": 80,
                                          "y": 0,
                                          "w": 681,
                                          "h": 776
                                        },
                                        {
                                          "x": 226,
                                          "y": 0,
                                          "w": 388,
                                          "h": 776
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1294,
                                          "h": 776
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1942666267116089344"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 15,
                              "favorited": false,
                              "full_text": "Multi-conversation RL training (Multi-Conv DAPO)\n\nUnlike standard RL pipelines, MemAgent generates multiple independent memory-update conversations per input. \n\nIt uses a modified GRPO objective to optimize all steps via final-answer reward signals. https://t.co/56MVjiHEWk",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667314530295984",
                              "in_reply_to_user_id_str": "3448284313",
                              "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": "3448284313",
                              "id_str": "1942667317474910248"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1942667311401558372-tweet-1942667321023103057",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942667321023103057",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozNDQ4Mjg0MzEz",
                                  "rest_id": "3448284313",
                                  "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": "Fri Sep 04 12:59:26 +0000 2015",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "dair-ai.thinkific.com",
                                            "expanded_url": "https://dair-ai.thinkific.com/",
                                            "url": "https://t.co/JBU5beHQNs",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 31667,
                                    "followers_count": 258915,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4291,
                                    "location": "",
                                    "media_count": 3762,
                                    "name": "elvis",
                                    "normal_followers_count": 258915,
                                    "pinned_tweet_ids_str": [
                                      "1953152163078635748"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "omarsar0",
                                    "statuses_count": 15290,
                                    "translator_type": "regular",
                                    "url": "https://t.co/JBU5beHQNs",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1460724937073770505",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false,
                                    "cash_app_handle": "£elvisomarsaravia"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942667321023103057"
                              ],
                              "editable_until_msecs": "1752006557000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "4913",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 2,
                              "bookmarked": false,
                              "created_at": "Tue Jul 08 19:29:17 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                0,
                                260
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/CzQwznrBff",
                                    "expanded_url": "https://x.com/omarsar0/status/1942667321023103057/photo/1",
                                    "id_str": "1942666575925899264",
                                    "indices": [
                                      261,
                                      284
                                    ],
                                    "media_key": "3_1942666575925899264",
                                    "media_url_https": "https://pbs.twimg.com/media/GvW89UcWcAAR92V.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/CzQwznrBff",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 583,
                                        "w": 1469,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 476,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 270,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 583,
                                      "width": 1469,
                                      "focus_rects": [
                                        {
                                          "x": 30,
                                          "y": 0,
                                          "w": 1041,
                                          "h": 583
                                        },
                                        {
                                          "x": 259,
                                          "y": 0,
                                          "w": 583,
                                          "h": 583
                                        },
                                        {
                                          "x": 295,
                                          "y": 0,
                                          "w": 511,
                                          "h": 583
                                        },
                                        {
                                          "x": 404,
                                          "y": 0,
                                          "w": 292,
                                          "h": 583
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1469,
                                          "h": 583
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1942666575925899264"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/CzQwznrBff",
                                    "expanded_url": "https://x.com/omarsar0/status/1942667321023103057/photo/1",
                                    "id_str": "1942666575925899264",
                                    "indices": [
                                      261,
                                      284
                                    ],
                                    "media_key": "3_1942666575925899264",
                                    "media_url_https": "https://pbs.twimg.com/media/GvW89UcWcAAR92V.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/CzQwznrBff",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 583,
                                        "w": 1469,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 476,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 270,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 583,
                                      "width": 1469,
                                      "focus_rects": [
                                        {
                                          "x": 30,
                                          "y": 0,
                                          "w": 1041,
                                          "h": 583
                                        },
                                        {
                                          "x": 259,
                                          "y": 0,
                                          "w": 583,
                                          "h": 583
                                        },
                                        {
                                          "x": 295,
                                          "y": 0,
                                          "w": 511,
                                          "h": 583
                                        },
                                        {
                                          "x": 404,
                                          "y": 0,
                                          "w": 292,
                                          "h": 583
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1469,
                                          "h": 583
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1942666575925899264"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 14,
                              "favorited": false,
                              "full_text": "Strong long-context extrapolation\n\nDespite being trained on 32K-length documents with an 8K context window, MemAgent-14B achieves &gt;76% accuracy even at 3.5M tokens, outperforming baselines like Qwen2.5 and DeepSeek which degrade severely beyond 112K tokens. https://t.co/CzQwznrBff",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667317474910248",
                              "in_reply_to_user_id_str": "3448284313",
                              "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": "3448284313",
                              "id_str": "1942667321023103057"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1942667311401558372-tweet-1942667324537893296",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942667324537893296",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozNDQ4Mjg0MzEz",
                                  "rest_id": "3448284313",
                                  "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": "Fri Sep 04 12:59:26 +0000 2015",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "dair-ai.thinkific.com",
                                            "expanded_url": "https://dair-ai.thinkific.com/",
                                            "url": "https://t.co/JBU5beHQNs",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 31667,
                                    "followers_count": 258915,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4291,
                                    "location": "",
                                    "media_count": 3762,
                                    "name": "elvis",
                                    "normal_followers_count": 258915,
                                    "pinned_tweet_ids_str": [
                                      "1953152163078635748"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "omarsar0",
                                    "statuses_count": 15290,
                                    "translator_type": "regular",
                                    "url": "https://t.co/JBU5beHQNs",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1460724937073770505",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false,
                                    "cash_app_handle": "£elvisomarsaravia"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942667324537893296"
                              ],
                              "editable_until_msecs": "1752006557000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "4791",
                              "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": "Tm90ZVR3ZWV0OjE5NDI2NjczMjQ0MDc5MTQ0OTY=",
                                  "text": "Generalizes to diverse long-context tasks\n\nOn the RULER benchmark, it excels in multi-hop QA, variable tracking, frequent word extraction, and NIAH retrieval. \n\nIt even outperforms larger 32B baselines without RL.\n\nIts memory updates are interpretable and resilient to distractors.\n\nPaper: https://t.co/9VOQPjAqNs",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [
                                      {
                                        "display_url": "arxiv.org/abs/2507.02259",
                                        "expanded_url": "https://arxiv.org/abs/2507.02259",
                                        "url": "https://t.co/9VOQPjAqNs",
                                        "indices": [
                                          290,
                                          313
                                        ]
                                      }
                                    ],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": []
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 5,
                              "bookmarked": false,
                              "created_at": "Tue Jul 08 19:29:17 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                0,
                                269
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/4qAV2RCT0E",
                                    "expanded_url": "https://x.com/omarsar0/status/1942667324537893296/photo/1",
                                    "id_str": "1942666996702740480",
                                    "indices": [
                                      270,
                                      293
                                    ],
                                    "media_key": "3_1942666996702740480",
                                    "media_url_https": "https://pbs.twimg.com/media/GvW9Vz9XgAAtMpa.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/4qAV2RCT0E",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 566,
                                        "w": 1374,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 494,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 280,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 566,
                                      "width": 1374,
                                      "focus_rects": [
                                        {
                                          "x": 215,
                                          "y": 0,
                                          "w": 1011,
                                          "h": 566
                                        },
                                        {
                                          "x": 437,
                                          "y": 0,
                                          "w": 566,
                                          "h": 566
                                        },
                                        {
                                          "x": 472,
                                          "y": 0,
                                          "w": 496,
                                          "h": 566
                                        },
                                        {
                                          "x": 579,
                                          "y": 0,
                                          "w": 283,
                                          "h": 566
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1374,
                                          "h": 566
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1942666996702740480"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/4qAV2RCT0E",
                                    "expanded_url": "https://x.com/omarsar0/status/1942667324537893296/photo/1",
                                    "id_str": "1942666996702740480",
                                    "indices": [
                                      270,
                                      293
                                    ],
                                    "media_key": "3_1942666996702740480",
                                    "media_url_https": "https://pbs.twimg.com/media/GvW9Vz9XgAAtMpa.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/4qAV2RCT0E",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 566,
                                        "w": 1374,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 494,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 280,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 566,
                                      "width": 1374,
                                      "focus_rects": [
                                        {
                                          "x": 215,
                                          "y": 0,
                                          "w": 1011,
                                          "h": 566
                                        },
                                        {
                                          "x": 437,
                                          "y": 0,
                                          "w": 566,
                                          "h": 566
                                        },
                                        {
                                          "x": 472,
                                          "y": 0,
                                          "w": 496,
                                          "h": 566
                                        },
                                        {
                                          "x": 579,
                                          "y": 0,
                                          "w": 283,
                                          "h": 566
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1374,
                                          "h": 566
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1942666996702740480"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 13,
                              "favorited": false,
                              "full_text": "Generalizes to diverse long-context tasks\n\nOn the RULER benchmark, it excels in multi-hop QA, variable tracking, frequent word extraction, and NIAH retrieval. \n\nIt even outperforms larger 32B baselines without RL.\n\nIts memory updates are interpretable and resilient to… https://t.co/4qAV2RCT0E",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667321023103057",
                              "in_reply_to_user_id_str": "3448284313",
                              "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": "3448284313",
                              "id_str": "1942667324537893296"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1942667314530295984"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1942699274606645702",
              "sortIndex": "1953488626427887596",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1942699274606645702-tweet-1942699274606645702",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942699274606645702",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxOTEzMjU4NDA5Njc3NTEyNzA0",
                                  "rest_id": "1913258409677512704",
                                  "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": "Fri Apr 18 15:49:44 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Director of Engineering & AI Practitioner. Architected low-code underwriting engine in days—saved millions. Now training teams on next-generation AI.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "jacksonatkins.dev",
                                            "expanded_url": "http://jacksonatkins.dev",
                                            "url": "https://t.co/c3VJIV2gvv",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 729,
                                    "followers_count": 767,
                                    "friends_count": 123,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 19,
                                    "location": "",
                                    "media_count": 81,
                                    "name": "Jackson Atkins",
                                    "normal_followers_count": 767,
                                    "pinned_tweet_ids_str": [
                                      "1951281439179231591"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1913258409677512704/1752291678",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1943864441101021184/DbNcS5yB_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "JacksonAtkinsX",
                                    "statuses_count": 879,
                                    "translator_type": "none",
                                    "url": "https://t.co/c3VJIV2gvv",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942699274606645702"
                              ],
                              "editable_until_msecs": "1752014175000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "807",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 1,
                              "bookmarked": false,
                              "created_at": "Tue Jul 08 21:36:15 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                10,
                                275
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 3,
                              "favorited": false,
                              "full_text": "@omarsar0 The performance of the 7B model is particularly impressive. It is almost 76% at near 2 million tokens. \n\nThe other 2 7b models are at 0% and ~50% at 112k. \n\nI wonder if a model like this could load up a huge code base and answer questions about it to coding agents?",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667308368871457",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1913258409677512704",
                              "id_str": "1942699274606645702"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1942699274606645702"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1942854457265643543",
              "sortIndex": "1953488626427887586",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1942854457265643543-tweet-1942854457265643543",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942854457265643543",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODI3NjM3OTQ5MzA5MzAwNzM2",
                                  "rest_id": "1827637949309300736",
                                  "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 Aug 25 09:23:49 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "The World’s First AI Productivity Platform Powered by Multi-Agent Collaboration.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "floatmiracle.com",
                                            "expanded_url": "https://www.floatmiracle.com/",
                                            "url": "https://t.co/k841kr4qJx",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 49,
                                    "followers_count": 18,
                                    "friends_count": 123,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Delaware, USA",
                                    "media_count": 1,
                                    "name": "Teamo.ai",
                                    "normal_followers_count": 18,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1827637949309300736/1751354934",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1950752167520034816/zCn7WNq7_normal.png",
                                    "profile_interstitial_type": "",
                                    "screen_name": "teamo_agent",
                                    "statuses_count": 34,
                                    "translator_type": "none",
                                    "url": "https://t.co/k841kr4qJx",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942854457265643543"
                              ],
                              "editable_until_msecs": "1752051173000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "400",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Wed Jul 09 07:52:53 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                10,
                                83
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@omarsar0 That consistency at such a massive token count is the real headline here.",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667308368871457",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1827637949309300736",
                              "id_str": "1942854457265643543"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1942854457265643543"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1942939214720520309",
              "sortIndex": "1953488626427887576",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1942939214720520309-tweet-1942939214720520309",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942939214720520309",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxOTM3MjYwOTMwOTIxODI0MjU2",
                                  "rest_id": "1937260930921824256",
                                  "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": "Mon Jun 23 21:26:25 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "On-chain GPU powered compute . One Bare-metal rig at a time. NFT-powered access . AI + . builder Creator compute . Built on Base",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "sudohash.xyz",
                                            "expanded_url": "http://www.sudohash.xyz",
                                            "url": "https://t.co/wBtVhwuGm6",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 199,
                                    "followers_count": 335,
                                    "friends_count": 1176,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Florida, USA",
                                    "media_count": 232,
                                    "name": "$bloc.eth",
                                    "normal_followers_count": 335,
                                    "pinned_tweet_ids_str": [
                                      "1950614009624821799"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1937260930921824256/1754356440",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1952227417579282432/-CCUiaeP_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "SudohashXyz",
                                    "statuses_count": 643,
                                    "translator_type": "none",
                                    "url": "https://t.co/wBtVhwuGm6",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1939440463640973438",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 142,
                                        "name": "Mining Company",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": true,
                                    "bitcoin_handle": "bc1qnfvjpvv08shp8spdfznwmftkmh8895h56kvfqj",
                                    "ethereum_handle": "0x5f0Ec6D91db76dBb9F5430B020AcE2739E7A6798"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942939214720520309"
                              ],
                              "editable_until_msecs": "1752071381000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "26",
                              "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 Jul 09 13:29:41 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                10,
                                32
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@omarsar0 So what’s the ticker 🤣",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667308368871457",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1937260930921824256",
                              "id_str": "1942939214720520309"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1942939214720520309"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1942683837919813896",
              "sortIndex": "1953488626427887566",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1942683837919813896-tweet-1942683837919813896",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942683837919813896",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNTM2ODUwODkwODE2MjEyOTky",
                                  "rest_id": "1536850890816212992",
                                  "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": "Tue Jun 14 23:19:51 +0000 2022",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Sci-Fi Lover | Graphic Novels Aficionado | Book Hoarder | ⚠️ May suddenly start talking about DBs & AI | 🐍⚔️🦀",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 31653,
                                    "followers_count": 7428,
                                    "friends_count": 1034,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 33,
                                    "location": "Deutschland",
                                    "media_count": 1150,
                                    "name": "Von Datawarehausen",
                                    "normal_followers_count": 7428,
                                    "pinned_tweet_ids_str": [
                                      "1633042820968640512"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1906268665206484992/B5ON5d0p_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "urgauovmi",
                                    "statuses_count": 6705,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942683837919813896"
                              ],
                              "editable_until_msecs": "1752010494000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "743",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Tue Jul 08 20:34:54 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                10,
                                31
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 2,
                              "favorited": false,
                              "full_text": "@omarsar0 F*ck this is awesome!",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667308368871457",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1536850890816212992",
                              "id_str": "1942683837919813896"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1942683837919813896"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1942775116141613407",
              "sortIndex": "1953488626427887556",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1942775116141613407-tweet-1942775116141613407",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942775116141613407",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozMDY2NjA0MA==",
                                  "rest_id": "30666040",
                                  "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 Apr 12 15:30:13 +0000 2009",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "I+AI, not I vs AI / Obsessing over AI, longevity & space",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "machian.com",
                                            "expanded_url": "https://machian.com",
                                            "url": "https://t.co/hOVq0U7b04",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 9242,
                                    "followers_count": 3537,
                                    "friends_count": 314,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 125,
                                    "location": "01010",
                                    "media_count": 572,
                                    "name": "marko.",
                                    "normal_followers_count": 3537,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/30666040/1735918101",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1874364549035335680/SL9CTatT_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "markopolojarvi",
                                    "statuses_count": 6577,
                                    "translator_type": "none",
                                    "url": "https://t.co/hOVq0U7b04",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1613610454063906825",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 958,
                                        "name": "Entrepreneur",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false,
                                    "ethereum_handle": "0xbb560c109d3ba7b9026939e0b1b53cc3aafe1ac3"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942775116141613407"
                              ],
                              "editable_until_msecs": "1752032257000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "558",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Wed Jul 09 02:37:37 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                10,
                                92
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 2,
                              "favorited": false,
                              "full_text": "@omarsar0 I would love to see a comparison against Flash 2.5 but yeah, this looks excellent!",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667308368871457",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "30666040",
                              "id_str": "1942775116141613407"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1942775116141613407"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1942680244176961743",
              "sortIndex": "1953488626427887546",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1942680244176961743-tweet-1942680244176961743",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942680244176961743",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMzc0MDUwNTczMTAwNTM5OTE4",
                                  "rest_id": "1374050573100539918",
                                  "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 Mar 22 17:29:47 +0000 2021",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Generating code and stuff",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 371,
                                    "followers_count": 286,
                                    "friends_count": 1940,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "San Francisco, CA",
                                    "media_count": 272,
                                    "name": "Mike Frager ⧉",
                                    "normal_followers_count": 286,
                                    "pinned_tweet_ids_str": [
                                      "1928635392544092567"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1374050573100539918/1719599994",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1744190760621387776/R_bzQ_Uh_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "fragermk",
                                    "statuses_count": 1734,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942680244176961743"
                              ],
                              "editable_until_msecs": "1752009638000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "690",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Tue Jul 08 20:20:38 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                10,
                                25
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 2,
                              "favorited": false,
                              "full_text": "@omarsar0 Looks brilliant",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667308368871457",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1374050573100539918",
                              "id_str": "1942680244176961743"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1942680244176961743"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1942897663164260389",
              "sortIndex": "1953488626427887536",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1942897663164260389-tweet-1942897663164260389",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942897663164260389",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxOTIwODEwNjUwNjQyOTAzMDQw",
                                  "rest_id": "1920810650642903040",
                                  "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": "Fri May 09 11:59:07 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "AI-driven solutions—transforming complex data into actionable insights through advanced computer vision, NLP, and edge AI technologies.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "mialotech.ai",
                                            "expanded_url": "http://www.mialotech.ai",
                                            "url": "https://t.co/wtQd5etOet",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 76,
                                    "followers_count": 6,
                                    "friends_count": 9,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Bangalore, Karnataka",
                                    "media_count": 0,
                                    "name": "Mialo Tech | AI Innovation",
                                    "normal_followers_count": 6,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1920810650642903040/1747300434",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1922941779009208321/f0U130Wx_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "AiMialox80561",
                                    "statuses_count": 354,
                                    "translator_type": "none",
                                    "url": "https://t.co/wtQd5etOet",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1922593630788997286",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 718,
                                        "name": "Information Technology Company",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942897663164260389"
                              ],
                              "editable_until_msecs": "1752061474000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "235",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Wed Jul 09 10:44:34 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                10,
                                79
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@omarsar0 Huge for anyone needing true infinite-context reliability. Promising!",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667308368871457",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1920810650642903040",
                              "id_str": "1942897663164260389"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1942897663164260389"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1943631357579829683",
              "sortIndex": "1953488626427887526",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1943631357579829683-tweet-1943631357579829683",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "TweetTombstone",
                            "tombstone": {
                              "__typename": "TextTombstone",
                              "text": {
                                "rtl": false,
                                "text": "This Post was deleted by the Post author. Learn more",
                                "entities": [
                                  {
                                    "fromIndex": 42,
                                    "toIndex": 52,
                                    "ref": {
                                      "type": "TimelineUrl",
                                      "url": "https://help.twitter.com/rules-and-policies/notices-on-twitter",
                                      "urlType": "ExternalUrl"
                                    }
                                  }
                                ]
                              }
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1943631357579829683"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1942957416972443654",
              "sortIndex": "1953488626427887516",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1942957416972443654-tweet-1942957416972443654",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1942957416972443654",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODIwMzk2NjEzNTUyMTgxMjQ4",
                                  "rest_id": "1820396613552181248",
                                  "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 Aug 05 09:49:20 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Hongli Yu, aka 🐟❤️💚",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 16,
                                    "followers_count": 0,
                                    "friends_count": 4,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "",
                                    "media_count": 0,
                                    "name": "hongli.fish",
                                    "normal_followers_count": 0,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1942957921509249024/uoRPxezm_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "huiyeruzhou",
                                    "statuses_count": 6,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1942957416972443654"
                              ],
                              "editable_until_msecs": "1752075721000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "10",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Wed Jul 09 14:42:01 +0000 2025",
                              "conversation_id_str": "1942667308368871457",
                              "display_text_range": [
                                10,
                                187
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@omarsar0 A huge thanks for your detailed breakdown of our paper and the community's attention! We welcome discussions and look forward to advancing memory capabilities of LLM together :)",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1942667308368871457",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1820396613552181248",
                              "id_str": "1942957416972443654"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1942957416972443654"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1953185699777397096",
              "sortIndex": "1953488626427887506",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1953185699777397096-promoted-tweet-1953185699777397096-2a52c3ef4cd1d06",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "TweetWithVisibilityResults",
                            "tweet": {
                              "rest_id": "1953185699777397096",
                              "has_birdwatch_notes": false,
                              "core": {
                                "user_results": {
                                  "result": {
                                    "__typename": "User",
                                    "id": "VXNlcjoyMzYxMjI0MjYz",
                                    "rest_id": "2361224263",
                                    "affiliates_highlighted_label": {},
                                    "has_graduated_access": true,
                                    "is_blue_verified": false,
                                    "profile_image_shape": "Square",
                                    "legacy": {
                                      "can_dm": false,
                                      "can_media_tag": true,
                                      "created_at": "Tue Feb 25 15:01:18 +0000 2014",
                                      "default_profile": false,
                                      "default_profile_image": false,
                                      "description": "Committed to fair, trustworthy news coverage, incisive analysis and informed commentary from a conservative perspective.",
                                      "entities": {
                                        "description": {
                                          "urls": []
                                        },
                                        "url": {
                                          "urls": [
                                            {
                                              "display_url": "dailysignal.com",
                                              "expanded_url": "http://www.dailysignal.com",
                                              "url": "https://t.co/I5pzJxY5hC",
                                              "indices": [
                                                0,
                                                23
                                              ]
                                            }
                                          ]
                                        }
                                      },
                                      "fast_followers_count": 0,
                                      "favourites_count": 11633,
                                      "followers_count": 129201,
                                      "friends_count": 3908,
                                      "has_custom_timelines": true,
                                      "is_translator": false,
                                      "listed_count": 1419,
                                      "location": "Washington, DC",
                                      "media_count": 26268,
                                      "name": "The Daily Signal",
                                      "normal_followers_count": 129201,
                                      "pinned_tweet_ids_str": [],
                                      "possibly_sensitive": false,
                                      "profile_banner_url": "https://pbs.twimg.com/profile_banners/2361224263/1717436597",
                                      "profile_image_url_https": "https://pbs.twimg.com/profile_images/1797609185619628032/l3o5nF3V_normal.png",
                                      "profile_interstitial_type": "",
                                      "screen_name": "DailySignal",
                                      "statuses_count": 85596,
                                      "translator_type": "none",
                                      "url": "https://t.co/I5pzJxY5hC",
                                      "verified": false,
                                      "verified_type": "Business",
                                      "want_retweets": false,
                                      "withheld_in_countries": []
                                    },
                                    "professional": {
                                      "rest_id": "1612537848955125761",
                                      "professional_type": "Business",
                                      "category": [
                                        {
                                          "id": 580,
                                          "name": "Media & News Company",
                                          "icon_name": ""
                                        }
                                      ]
                                    },
                                    "tipjar_settings": {}
                                  }
                                }
                              },
                              "unmention_data": {},
                              "edit_control": {
                                "edit_tweet_ids": [
                                  "1953185699777397096"
                                ],
                                "editable_until_msecs": "1754514333000",
                                "is_edit_eligible": true,
                                "edits_remaining": "5"
                              },
                              "is_translatable": false,
                              "views": {
                                "count": "40456",
                                "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": "Tm90ZVR3ZWV0OjE5NTMxODU2OTk1ODg2NTMwNTc=",
                                    "text": "ICE Director Blames ‘Radical Left’ Politicians for 800 Percent Spike in Attacks on ICE Agents\n\nTwo months ago, violent riots broke out in America’s second largest city because the Trump administration has decided to enforce federal immigration law. The rioters laid siege to federal buildings, attacked law enforcement officers, lit cop cars on fire, and looted businesses for days—all while flying the flag of a foreign country.\n\nYet, somehow, just two months later, the country has completely moved on. But it’s really worth reflecting on the LA riots and what inspired them. Acting @ICEgov Director Todd Lyons comes on “The Signal Sitdown” with @bradleydevlin this week to do just that.\n\nBut for Lyons and the agents under his command, the LA riots were just the tip of the iceberg. Since the Trump administration entered into office, attacks on ICE agents have increased over 800 percent.\n\n“It is the worst I've ever seen in my whole career in law enforcement,” Lyons told The Daily Signal about the attacks on ICE agents. And Democrats on the local, state, and federal level have cheered on, and sometimes participated in, these attacks—and that’s not an exaggeration. \n\n\"When you do have these, you know, really radical left mayors like Karen Bass or the Mayor of Chicago, or Mayor Wu in Boston that are just constantly out there stoking the fires and fears of what ICE isn't doing,” Lyons told The Daily Signal, “all they're doing is hurting their community as well as hurting the law enforcement mission.”\n\nDon’t miss this important and intense conversation when it airs tomorrow at 6:30 am EST on The Daily Signal’s YouTube page.\nhttps://t.co/zNZ891m5m2",
                                    "entity_set": {
                                      "hashtags": [],
                                      "symbols": [],
                                      "timestamps": [
                                        {
                                          "indices": [
                                            1591,
                                            1595
                                          ],
                                          "seconds": 390,
                                          "text": "6:30"
                                        }
                                      ],
                                      "urls": [
                                        {
                                          "display_url": "youtube.com/dailysignal?su…",
                                          "expanded_url": "https://www.youtube.com/dailysignal?sub_confirmation=1",
                                          "url": "https://t.co/zNZ891m5m2",
                                          "indices": [
                                            1639,
                                            1662
                                          ]
                                        }
                                      ],
                                      "user_mentions": [
                                        {
                                          "id_str": "39384517",
                                          "name": "U.S. Immigration and Customs Enforcement",
                                          "screen_name": "ICEgov",
                                          "indices": [
                                            585,
                                            592
                                          ]
                                        },
                                        {
                                          "id_str": "1210903046",
                                          "name": "Bradley Devlin",
                                          "screen_name": "bradleydevlin",
                                          "indices": [
                                            648,
                                            662
                                          ]
                                        }
                                      ]
                                    },
                                    "richtext": {
                                      "richtext_tags": []
                                    },
                                    "media": {
                                      "inline_media": []
                                    }
                                  }
                                }
                              },
                              "legacy": {
                                "bookmark_count": 10,
                                "bookmarked": false,
                                "created_at": "Wed Aug 06 20:05:33 +0000 2025",
                                "conversation_id_str": "1953185699777397096",
                                "display_text_range": [
                                  0,
                                  275
                                ],
                                "entities": {
                                  "hashtags": [],
                                  "media": [
                                    {
                                      "display_url": "pic.x.com/MSip3RsnQZ",
                                      "expanded_url": "https://x.com/DailySignal/status/1953185699777397096/video/1",
                                      "id_str": "1953183698683047936",
                                      "indices": [
                                        276,
                                        299
                                      ],
                                      "media_key": "13_1953183698683047936",
                                      "media_url_https": "https://pbs.twimg.com/amplify_video_thumb/1953183698683047936/img/kpvzboMjhXRnj71t.jpg",
                                      "type": "video",
                                      "url": "https://t.co/MSip3RsnQZ",
                                      "additional_media_info": {
                                        "monetizable": false
                                      },
                                      "ext_media_availability": {
                                        "status": "Available"
                                      },
                                      "sizes": {
                                        "large": {
                                          "h": 1080,
                                          "w": 1920,
                                          "resize": "fit"
                                        },
                                        "medium": {
                                          "h": 675,
                                          "w": 1200,
                                          "resize": "fit"
                                        },
                                        "small": {
                                          "h": 383,
                                          "w": 680,
                                          "resize": "fit"
                                        },
                                        "thumb": {
                                          "h": 150,
                                          "w": 150,
                                          "resize": "crop"
                                        }
                                      },
                                      "original_info": {
                                        "height": 1080,
                                        "width": 1920,
                                        "focus_rects": []
                                      },
                                      "allow_download_status": {
                                        "allow_download": true
                                      },
                                      "video_info": {
                                        "aspect_ratio": [
                                          16,
                                          9
                                        ],
                                        "duration_millis": 110336,
                                        "variants": [
                                          {
                                            "content_type": "application/x-mpegURL",
                                            "url": "https://video.twimg.com/amplify_video/1953183698683047936/pl/HCJAQvh_u-6-XVLj.m3u8?v=669"
                                          },
                                          {
                                            "bitrate": 256000,
                                            "content_type": "video/mp4",
                                            "url": "https://video.twimg.com/amplify_video/1953183698683047936/vid/avc1/480x270/2CiggN-LAuOUtxE9.mp4"
                                          },
                                          {
                                            "bitrate": 832000,
                                            "content_type": "video/mp4",
                                            "url": "https://video.twimg.com/amplify_video/1953183698683047936/vid/avc1/640x360/7rO9INKUY1liTDTQ.mp4"
                                          },
                                          {
                                            "bitrate": 2176000,
                                            "content_type": "video/mp4",
                                            "url": "https://video.twimg.com/amplify_video/1953183698683047936/vid/avc1/1280x720/IYH-ZBXGdsWjNJiu.mp4"
                                          },
                                          {
                                            "bitrate": 10368000,
                                            "content_type": "video/mp4",
                                            "url": "https://video.twimg.com/amplify_video/1953183698683047936/vid/avc1/1920x1080/9rvS4C57UuNM8yr0.mp4"
                                          }
                                        ]
                                      },
                                      "media_results": {
                                        "result": {
                                          "media_key": "13_1953183698683047936"
                                        }
                                      }
                                    }
                                  ],
                                  "symbols": [],
                                  "timestamps": [],
                                  "urls": [],
                                  "user_mentions": []
                                },
                                "extended_entities": {
                                  "media": [
                                    {
                                      "display_url": "pic.x.com/MSip3RsnQZ",
                                      "expanded_url": "https://x.com/DailySignal/status/1953185699777397096/video/1",
                                      "id_str": "1953183698683047936",
                                      "indices": [
                                        276,
                                        299
                                      ],
                                      "media_key": "13_1953183698683047936",
                                      "media_url_https": "https://pbs.twimg.com/amplify_video_thumb/1953183698683047936/img/kpvzboMjhXRnj71t.jpg",
                                      "type": "video",
                                      "url": "https://t.co/MSip3RsnQZ",
                                      "additional_media_info": {
                                        "monetizable": false
                                      },
                                      "ext_media_availability": {
                                        "status": "Available"
                                      },
                                      "sizes": {
                                        "large": {
                                          "h": 1080,
                                          "w": 1920,
                                          "resize": "fit"
                                        },
                                        "medium": {
                                          "h": 675,
                                          "w": 1200,
                                          "resize": "fit"
                                        },
                                        "small": {
                                          "h": 383,
                                          "w": 680,
                                          "resize": "fit"
                                        },
                                        "thumb": {
                                          "h": 150,
                                          "w": 150,
                                          "resize": "crop"
                                        }
                                      },
                                      "original_info": {
                                        "height": 1080,
                                        "width": 1920,
                                        "focus_rects": []
                                      },
                                      "allow_download_status": {
                                        "allow_download": true
                                      },
                                      "video_info": {
                                        "aspect_ratio": [
                                          16,
                                          9
                                        ],
                                        "duration_millis": 110336,
                                        "variants": [
                                          {
                                            "content_type": "application/x-mpegURL",
                                            "url": "https://video.twimg.com/amplify_video/1953183698683047936/pl/HCJAQvh_u-6-XVLj.m3u8?v=669"
                                          },
                                          {
                                            "bitrate": 256000,
                                            "content_type": "video/mp4",
                                            "url": "https://video.twimg.com/amplify_video/1953183698683047936/vid/avc1/480x270/2CiggN-LAuOUtxE9.mp4"
                                          },
                                          {
                                            "bitrate": 832000,
                                            "content_type": "video/mp4",
                                            "url": "https://video.twimg.com/amplify_video/1953183698683047936/vid/avc1/640x360/7rO9INKUY1liTDTQ.mp4"
                                          },
                                          {
                                            "bitrate": 2176000,
                                            "content_type": "video/mp4",
                                            "url": "https://video.twimg.com/amplify_video/1953183698683047936/vid/avc1/1280x720/IYH-ZBXGdsWjNJiu.mp4"
                                          },
                                          {
                                            "bitrate": 10368000,
                                            "content_type": "video/mp4",
                                            "url": "https://video.twimg.com/amplify_video/1953183698683047936/vid/avc1/1920x1080/9rvS4C57UuNM8yr0.mp4"
                                          }
                                        ]
                                      },
                                      "media_results": {
                                        "result": {
                                          "media_key": "13_1953183698683047936"
                                        }
                                      }
                                    }
                                  ]
                                },
                                "favorite_count": 289,
                                "favorited": false,
                                "full_text": "ICE Director Blames ‘Radical Left’ Politicians for 800 Percent Spike in Attacks on ICE Agents\n\nTwo months ago, violent riots broke out in America’s second largest city because the Trump administration has decided to enforce federal immigration law. The rioters laid siege to… https://t.co/MSip3RsnQZ",
                                "is_quote_status": false,
                                "lang": "en",
                                "possibly_sensitive": false,
                                "possibly_sensitive_editable": true,
                                "quote_count": 4,
                                "reply_count": 23,
                                "retweet_count": 80,
                                "retweeted": false,
                                "user_id_str": "2361224263",
                                "id_str": "1953185699777397096"
                              },
                              "quick_promote_eligibility": {
                                "eligibility": "IneligibleNotProfessional"
                              }
                            },
                            "limitedActionResults": {
                              "limited_actions": [
                                {
                                  "action": "Reply"
                                }
                              ]
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet",
                        "promotedMetadata": {
                          "advertiser_results": {
                            "result": {
                              "__typename": "User",
                              "id": "VXNlcjoyMzYxMjI0MjYz",
                              "rest_id": "2361224263",
                              "affiliates_highlighted_label": {},
                              "has_graduated_access": true,
                              "is_blue_verified": false,
                              "profile_image_shape": "Square",
                              "legacy": {
                                "can_dm": false,
                                "can_media_tag": true,
                                "created_at": "Tue Feb 25 15:01:18 +0000 2014",
                                "default_profile": false,
                                "default_profile_image": false,
                                "description": "Committed to fair, trustworthy news coverage, incisive analysis and informed commentary from a conservative perspective.",
                                "entities": {
                                  "description": {
                                    "urls": []
                                  },
                                  "url": {
                                    "urls": [
                                      {
                                        "display_url": "dailysignal.com",
                                        "expanded_url": "http://www.dailysignal.com",
                                        "url": "https://t.co/I5pzJxY5hC",
                                        "indices": [
                                          0,
                                          23
                                        ]
                                      }
                                    ]
                                  }
                                },
                                "fast_followers_count": 0,
                                "favourites_count": 11633,
                                "followers_count": 129201,
                                "friends_count": 3908,
                                "has_custom_timelines": true,
                                "is_translator": false,
                                "listed_count": 1419,
                                "location": "Washington, DC",
                                "media_count": 26268,
                                "name": "The Daily Signal",
                                "normal_followers_count": 129201,
                                "pinned_tweet_ids_str": [],
                                "possibly_sensitive": false,
                                "profile_banner_url": "https://pbs.twimg.com/profile_banners/2361224263/1717436597",
                                "profile_image_url_https": "https://pbs.twimg.com/profile_images/1797609185619628032/l3o5nF3V_normal.png",
                                "profile_interstitial_type": "",
                                "screen_name": "DailySignal",
                                "statuses_count": 85596,
                                "translator_type": "none",
                                "url": "https://t.co/I5pzJxY5hC",
                                "verified": false,
                                "verified_type": "Business",
                                "want_retweets": false,
                                "withheld_in_countries": []
                              },
                              "professional": {
                                "rest_id": "1612537848955125761",
                                "professional_type": "Business",
                                "category": [
                                  {
                                    "id": 580,
                                    "name": "Media & News Company",
                                    "icon_name": ""
                                  }
                                ]
                              },
                              "tipjar_settings": {}
                            }
                          },
                          "adMetadataContainer": {
                            "renderLegacyWebsiteCard": false
                          },
                          "disclosureType": "NoDisclosure",
                          "experimentValues": [],
                          "impressionId": "2a52c3ef4cd1d06",
                          "impressionString": "2a52c3ef4cd1d06",
                          "clickTrackingInfo": {
                            "urlParams": [
                              {
                                "key": "twclid",
                                "value": "2-6r3givgazrbnsxrgbzayj34fq"
                              }
                            ]
                          }
                        }
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "tweetdetailrelatedtweets-1953104178865225886",
              "sortIndex": "1953488626427887496",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "tweetdetailrelatedtweets-1953104178865225886-tweet-1953104178865225886",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1953104178865225886",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNzI0NjEwNzU5OTQ5NTA0NTEy",
                                  "rest_id": "1724610759949504512",
                                  "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": "Wed Nov 15 02:10:28 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "PhD student @PKU1898",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "zhenyuhe00.github.io",
                                            "expanded_url": "http://zhenyuhe00.github.io",
                                            "url": "https://t.co/cvFFgR17YP",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 17,
                                    "followers_count": 76,
                                    "friends_count": 38,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Beijing",
                                    "media_count": 9,
                                    "name": "Zhenyu He",
                                    "normal_followers_count": 76,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1769322778199740416/KfuJ2LXr_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "zhenyuhe00",
                                    "statuses_count": 20,
                                    "translator_type": "none",
                                    "url": "https://t.co/cvFFgR17YP",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1953104178865225886"
                              ],
                              "editable_until_msecs": "1754494897000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "13941",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 106,
                              "bookmarked": false,
                              "created_at": "Wed Aug 06 14:41:37 +0000 2025",
                              "conversation_id_str": "1953104178865225886",
                              "display_text_range": [
                                0,
                                268
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/g5Nl3ui5v8",
                                    "expanded_url": "https://x.com/zhenyuhe00/status/1953104178865225886/photo/1",
                                    "id_str": "1953101804130205696",
                                    "indices": [
                                      269,
                                      292
                                    ],
                                    "media_key": "3_1953101804130205696",
                                    "media_url_https": "https://pbs.twimg.com/media/GxrPvi1bAAA4cI2.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/g5Nl3ui5v8",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 486,
                                        "w": 934,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 486,
                                        "w": 934,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 354,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 486,
                                      "width": 934,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 868,
                                          "h": 486
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 486,
                                          "h": 486
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 426,
                                          "h": 486
                                        },
                                        {
                                          "x": 88,
                                          "y": 0,
                                          "w": 243,
                                          "h": 486
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 934,
                                          "h": 486
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1953101804130205696"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "pebble-potato-fc6.notion.site/SWE-Swiss-A-Mu…",
                                    "expanded_url": "https://pebble-potato-fc6.notion.site/SWE-Swiss-A-Multi-Task-Fine-Tuning-and-RL-Recipe-for-High-Performance-Issue-Resolution-21e174dedd4880ea829ed4c861c44f88?pvs=143",
                                    "url": "https://t.co/oqjCqQHPRD",
                                    "indices": [
                                      212,
                                      235
                                    ]
                                  },
                                  {
                                    "display_url": "github.com/zhenyuhe00/SWE…",
                                    "expanded_url": "https://github.com/zhenyuhe00/SWE-Swiss",
                                    "url": "https://t.co/4xEpwDpsM8",
                                    "indices": [
                                      245,
                                      268
                                    ]
                                  }
                                ],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/g5Nl3ui5v8",
                                    "expanded_url": "https://x.com/zhenyuhe00/status/1953104178865225886/photo/1",
                                    "id_str": "1953101804130205696",
                                    "indices": [
                                      269,
                                      292
                                    ],
                                    "media_key": "3_1953101804130205696",
                                    "media_url_https": "https://pbs.twimg.com/media/GxrPvi1bAAA4cI2.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/g5Nl3ui5v8",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 486,
                                        "w": 934,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 486,
                                        "w": 934,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 354,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 486,
                                      "width": 934,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 868,
                                          "h": 486
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 486,
                                          "h": 486
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 426,
                                          "h": 486
                                        },
                                        {
                                          "x": 88,
                                          "y": 0,
                                          "w": 243,
                                          "h": 486
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 934,
                                          "h": 486
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1953101804130205696"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 220,
                              "favorited": false,
                              "full_text": "🥳Thrilled to introduce SWE-Swiss! \n🚀Our 32B model achieves 60.2% on SWE-bench, matching the performance of much larger models (DeepSeek-R1-0528, Kimi-dev-72B). Better methods, not just bigger models! \n\n📑Notion:  https://t.co/oqjCqQHPRD\n💻Github: https://t.co/4xEpwDpsM8 https://t.co/g5Nl3ui5v8",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 4,
                              "reply_count": 12,
                              "retweet_count": 35,
                              "retweeted": false,
                              "user_id_str": "1724610759949504512",
                              "id_str": "1953104178865225886"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "related_tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "RelatedTweet"
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "tweetdetailrelatedtweets-1953104178865225886-tweet-1953263017296056365",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1953263017296056365",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMjU3NzMzNjQ1Mjc3NzY5NzM1",
                                  "rest_id": "1257733645277769735",
                                  "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 May 05 18:07:31 +0000 2020",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Digital Nomad · Historian · Data Scientist · NLP · Machine Learning Cultural Heritage Data Scientist @Yale Former @SIDataScience @huggingface Fellow 🤗",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "linktr.ee/wjbmattingly",
                                            "expanded_url": "https://linktr.ee/wjbmattingly",
                                            "url": "https://t.co/WreIdAN8jb",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 4353,
                                    "followers_count": 3289,
                                    "friends_count": 204,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 55,
                                    "location": "Fort Myers, FL",
                                    "media_count": 618,
                                    "name": "William J.B. Mattingly",
                                    "normal_followers_count": 3289,
                                    "pinned_tweet_ids_str": [
                                      "1953113846614278328"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1257733645277769735/1673979915",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1734565136252153856/75fSTvY3_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "wjb_mattingly",
                                    "statuses_count": 3453,
                                    "translator_type": "none",
                                    "url": "https://t.co/WreIdAN8jb",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1506703512167669763",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1953263017296056365"
                              ],
                              "editable_until_msecs": "1754532767000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "24075",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 281,
                              "bookmarked": false,
                              "created_at": "Thu Aug 07 01:12:47 +0000 2025",
                              "conversation_id_str": "1953263017296056365",
                              "display_text_range": [
                                0,
                                111
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/vMwgTxRn3q",
                                    "expanded_url": "https://x.com/wjb_mattingly/status/1953263017296056365/photo/1",
                                    "id_str": "1953262818758742016",
                                    "indices": [
                                      112,
                                      135
                                    ],
                                    "media_key": "3_1953262818758742016",
                                    "media_url_https": "https://pbs.twimg.com/media/GxtiL1EX0AAePIj.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/vMwgTxRn3q",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 109,
                                            "y": 785,
                                            "h": 66,
                                            "w": 66
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 109,
                                            "y": 785,
                                            "h": 66,
                                            "w": 66
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 65,
                                            "y": 470,
                                            "h": 39,
                                            "w": 39
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 109,
                                            "y": 785,
                                            "h": 66,
                                            "w": 66
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1073,
                                        "w": 1134,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 1073,
                                        "w": 1134,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 643,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1073,
                                      "width": 1134,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 334,
                                          "w": 1134,
                                          "h": 635
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1073,
                                          "h": 1073
                                        },
                                        {
                                          "x": 11,
                                          "y": 0,
                                          "w": 941,
                                          "h": 1073
                                        },
                                        {
                                          "x": 213,
                                          "y": 0,
                                          "w": 537,
                                          "h": 1073
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1134,
                                          "h": 1073
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1953262818758742016"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/vMwgTxRn3q",
                                    "expanded_url": "https://x.com/wjb_mattingly/status/1953263017296056365/photo/1",
                                    "id_str": "1953262818758742016",
                                    "indices": [
                                      112,
                                      135
                                    ],
                                    "media_key": "3_1953262818758742016",
                                    "media_url_https": "https://pbs.twimg.com/media/GxtiL1EX0AAePIj.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/vMwgTxRn3q",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 109,
                                            "y": 785,
                                            "h": 66,
                                            "w": 66
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 109,
                                            "y": 785,
                                            "h": 66,
                                            "w": 66
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 65,
                                            "y": 470,
                                            "h": 39,
                                            "w": 39
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 109,
                                            "y": 785,
                                            "h": 66,
                                            "w": 66
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1073,
                                        "w": 1134,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 1073,
                                        "w": 1134,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 643,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1073,
                                      "width": 1134,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 334,
                                          "w": 1134,
                                          "h": 635
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1073,
                                          "h": 1073
                                        },
                                        {
                                          "x": 11,
                                          "y": 0,
                                          "w": 941,
                                          "h": 1073
                                        },
                                        {
                                          "x": 213,
                                          "y": 0,
                                          "w": 537,
                                          "h": 1073
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1134,
                                          "h": 1073
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1953262818758742016"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 273,
                              "favorited": false,
                              "full_text": "I spent the last 24 hours finetuning Dots.OCR with different datasets. Here are some of the things I learned... https://t.co/vMwgTxRn3q",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 1,
                              "reply_count": 8,
                              "retweet_count": 27,
                              "retweeted": false,
                              "user_id_str": "1257733645277769735",
                              "id_str": "1953263017296056365"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "related_tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "RelatedTweet"
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "tweetdetailrelatedtweets-1953104178865225886-tweet-1953171838382817625",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1953171838382817625",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjo4MjM1MDY4NTg=",
                                  "rest_id": "823506858",
                                  "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": "Fri Sep 14 15:44:30 +0000 2012",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Currently building @OpenPipeAI. Formerly @ycombinator, @google. I am always down to go on a quest.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 5056,
                                    "followers_count": 15807,
                                    "friends_count": 249,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 335,
                                    "location": "Seattle, SF",
                                    "media_count": 209,
                                    "name": "Kyle Corbitt",
                                    "normal_followers_count": 15807,
                                    "pinned_tweet_ids_str": [
                                      "1917269992363680054"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/823506858/1698191066",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1917706841238429696/Kd7qQjjd_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "corbtt",
                                    "statuses_count": 2242,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1953171838382817625"
                              ],
                              "editable_until_msecs": "1754511029000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "141499",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "note_tweet": {
                              "is_expandable": false,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5NTMxNzE4Mzc1OTg0NDE0NzI=",
                                  "text": "Announcing MCP•RL: teach your model how to use any MCP server automatically using reinforcement learning!\n\nJust connect any MCP server, and your model will start playing with it and (using RL) \"learn from experience\" how to use its tools most effectively!",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": [
                                      {
                                        "from_index": 82,
                                        "to_index": 104,
                                        "richtext_types": [
                                          "Bold"
                                        ]
                                      }
                                    ]
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 1492,
                              "bookmarked": false,
                              "created_at": "Wed Aug 06 19:10:29 +0000 2025",
                              "conversation_id_str": "1953171838382817625",
                              "display_text_range": [
                                0,
                                255
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/hZP3Lgw1HL",
                                    "expanded_url": "https://x.com/corbtt/status/1953171838382817625/photo/1",
                                    "id_str": "1953171771659829248",
                                    "indices": [
                                      256,
                                      279
                                    ],
                                    "media_key": "3_1953171771659829248",
                                    "media_url_https": "https://pbs.twimg.com/media/GxsPYMMawAACThm.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/hZP3Lgw1HL",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1025,
                                        "w": 1280,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 961,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 545,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1025,
                                      "width": 1280,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1280,
                                          "h": 717
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1025,
                                          "h": 1025
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 899,
                                          "h": 1025
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 513,
                                          "h": 1025
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1280,
                                          "h": 1025
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1953171771659829248"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/hZP3Lgw1HL",
                                    "expanded_url": "https://x.com/corbtt/status/1953171838382817625/photo/1",
                                    "id_str": "1953171771659829248",
                                    "indices": [
                                      256,
                                      279
                                    ],
                                    "media_key": "3_1953171771659829248",
                                    "media_url_https": "https://pbs.twimg.com/media/GxsPYMMawAACThm.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/hZP3Lgw1HL",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1025,
                                        "w": 1280,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 961,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 545,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1025,
                                      "width": 1280,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1280,
                                          "h": 717
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1025,
                                          "h": 1025
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 899,
                                          "h": 1025
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 513,
                                          "h": 1025
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1280,
                                          "h": 1025
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1953171771659829248"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 1628,
                              "favorited": false,
                              "full_text": "Announcing MCP•RL: teach your model how to use any MCP server automatically using reinforcement learning!\n\nJust connect any MCP server, and your model will start playing with it and (using RL) \"learn from experience\" how to use its tools most effectively! https://t.co/hZP3Lgw1HL",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 26,
                              "reply_count": 42,
                              "retweet_count": 148,
                              "retweeted": false,
                              "user_id_str": "823506858",
                              "id_str": "1953171838382817625"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "related_tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "RelatedTweet"
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "tweetdetailrelatedtweets-1953104178865225886-tweet-1953010362493624764",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1953010362493624764",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODg0OTE4NjI5NjUwODg2NjU2",
                                  "rest_id": "1884918629650886656",
                                  "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": "Thu Jan 30 10:58:05 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "the AI lab for independent researchers",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "lossfunk.com",
                                            "expanded_url": "http://lossfunk.com",
                                            "url": "https://t.co/iymUvlpXzl",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 204,
                                    "followers_count": 9519,
                                    "friends_count": 1,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 39,
                                    "location": "🇮🇳",
                                    "media_count": 37,
                                    "name": "Lossfunk",
                                    "normal_followers_count": 9519,
                                    "pinned_tweet_ids_str": [
                                      "1938500292292792818"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1884918629650886656/1740722678",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1891354163071881216/tQpLYXv3_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "lossfunk",
                                    "statuses_count": 223,
                                    "translator_type": "none",
                                    "url": "https://t.co/iymUvlpXzl",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1884920130192494639",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1953010362493624764"
                              ],
                              "editable_until_msecs": "1754472530000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "26061",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 354,
                              "bookmarked": false,
                              "created_at": "Wed Aug 06 08:28:50 +0000 2025",
                              "conversation_id_str": "1953010362493624764",
                              "display_text_range": [
                                0,
                                68
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/WyUA77KQ1e",
                                    "expanded_url": "https://x.com/lossfunk/status/1953010362493624764/photo/1",
                                    "id_str": "1953010249096675328",
                                    "indices": [
                                      69,
                                      92
                                    ],
                                    "media_key": "3_1953010249096675328",
                                    "media_url_https": "https://pbs.twimg.com/media/Gxp8eVwawAAzRTX.png",
                                    "type": "photo",
                                    "url": "https://t.co/WyUA77KQ1e",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 91,
                                            "y": 436,
                                            "h": 97,
                                            "w": 97
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 91,
                                            "y": 436,
                                            "h": 97,
                                            "w": 97
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 77,
                                            "y": 369,
                                            "h": 82,
                                            "w": 82
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 91,
                                            "y": 436,
                                            "h": 97,
                                            "w": 97
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 700,
                                        "w": 802,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 700,
                                        "w": 802,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 594,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 700,
                                      "width": 802,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 802,
                                          "h": 449
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 700,
                                          "h": 700
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 614,
                                          "h": 700
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 350,
                                          "h": 700
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 802,
                                          "h": 700
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1953010249096675328"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/WyUA77KQ1e",
                                    "expanded_url": "https://x.com/lossfunk/status/1953010362493624764/photo/1",
                                    "id_str": "1953010249096675328",
                                    "indices": [
                                      69,
                                      92
                                    ],
                                    "media_key": "3_1953010249096675328",
                                    "media_url_https": "https://pbs.twimg.com/media/Gxp8eVwawAAzRTX.png",
                                    "type": "photo",
                                    "url": "https://t.co/WyUA77KQ1e",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 91,
                                            "y": 436,
                                            "h": 97,
                                            "w": 97
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 91,
                                            "y": 436,
                                            "h": 97,
                                            "w": 97
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 77,
                                            "y": 369,
                                            "h": 82,
                                            "w": 82
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 91,
                                            "y": 436,
                                            "h": 97,
                                            "w": 97
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 700,
                                        "w": 802,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 700,
                                        "w": 802,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 594,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 700,
                                      "width": 802,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 802,
                                          "h": 449
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 700,
                                          "h": 700
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 614,
                                          "h": 700
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 350,
                                          "h": 700
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 802,
                                          "h": 700
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1953010249096675328"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 428,
                              "favorited": false,
                              "full_text": "We published notes on a new exciting paper that's dropped recently 👇 https://t.co/WyUA77KQ1e",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 1,
                              "reply_count": 3,
                              "retweet_count": 31,
                              "retweeted": false,
                              "user_id_str": "1884918629650886656",
                              "id_str": "1953010362493624764"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "related_tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "RelatedTweet"
                          }
                        }
                      }
                    }
                  }
                ],
                "displayType": "Vertical",
                "header": {
                  "displayType": "Classic",
                  "text": "Discover more",
                  "socialContext": {
                    "type": "TimelineGeneralContext",
                    "contextType": "TextOnly",
                    "text": "Sourced from across X"
                  },
                  "sticky": true
                },
                "clientEventInfo": {
                  "component": "related_tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "RelatedTweet"
                    }
                  }
                }
              }
            },
            {
              "entryId": "cursor-bottom-1953488626427887495",
              "sortIndex": "1953488626427887495",
              "content": {
                "entryType": "TimelineTimelineCursor",
                "__typename": "TimelineTimelineCursor",
                "value": "DAAFCgABGxwvjkL__4ULAAIAAADoRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUJNYkd3OXdUQnJCV1JyMXZaL1FGMEFoR3h0aVhZclcwQzBiR3RIbkZwZkFuaHIxdmFPVDF2R3dHdlc5b2U3YVlDZ2E5Y2xqcWxaQXp4cjJqeUYzMTZBbEd2VzlvSVRhWVdRYTlzVjUvRnBnQmhyNUttd0MyeUd6R3ZhMDYvR1gwSFViR255VHd4Ymh2QnIxdmFFL1Z5Q3dHdllmck1RVzBWOGE5Y3lvWmhwaENCcjEycktJVnBIR0d2Wm4xYythWUJjYTliMml3bGVBVVE9PQgAAwAAAAIAAA",
                "cursorType": "Bottom"
              }
            }
          ]
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Top"
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Bottom"
        }
      ],
      "metadata": {
        "reader_mode_config": {
          "is_reader_mode_available": true
        },
        "scribeConfig": {
          "page": "ranked_replies"
        }
      }
    }
  }
}