🐦 Twitter Post Details

Viewing enriched Twitter post

@omarsar0

An Operating System for Memory-Augmented Generation in LLMs Lots of great ideas on how to think about memory and better manage it in LLM-based agents. Must read! Here are my notes: https://t.co/zhFpaCvQhJ

Media 1

📊 Media Metadata

{
  "media": [
    {
      "type": "image",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1928116365640225222/media_0.jpg?",
      "filename": "media_0.jpg"
    }
  ],
  "nlp": {
    "sentiment": "positive",
    "topics": [
      "Memory Management",
      "LLM Agents",
      "Operating Systems"
    ],
    "entities": [],
    "summary": "The tweet discusses innovative ideas for memory management in LLM-based agents and encourages reading the author's notes.",
    "language": "en",
    "processed_at": "2025-08-07T14:32:35.425043"
  }
}

🔧 Raw API Response

{
  "data": {
    "threaded_conversation_with_injections_v2": {
      "instructions": [
        {
          "type": "TimelineClearCache"
        },
        {
          "type": "TimelineAddEntries",
          "entries": [
            {
              "entryId": "tweet-1928116365640225222",
              "sortIndex": "1953554873848954880",
              "content": {
                "entryType": "TimelineTimelineItem",
                "__typename": "TimelineTimelineItem",
                "itemContent": {
                  "itemType": "TimelineTweet",
                  "__typename": "TimelineTweet",
                  "tweet_results": {
                    "result": {
                      "__typename": "Tweet",
                      "rest_id": "1928116365640225222",
                      "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": 31704,
                              "followers_count": 258936,
                              "friends_count": 643,
                              "has_custom_timelines": true,
                              "is_translator": false,
                              "listed_count": 4291,
                              "location": "",
                              "media_count": 3787,
                              "name": "elvis",
                              "normal_followers_count": 258936,
                              "pinned_tweet_ids_str": [
                                "1953502698801623159"
                              ],
                              "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": 15325,
                              "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": [
                          "1928116365640225222"
                        ],
                        "editable_until_msecs": "1748537338000",
                        "is_edit_eligible": false,
                        "edits_remaining": "5"
                      },
                      "is_translatable": false,
                      "views": {
                        "count": "74843",
                        "state": "EnabledWithCount"
                      },
                      "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                      "legacy": {
                        "bookmark_count": 799,
                        "bookmarked": false,
                        "created_at": "Thu May 29 15:48:58 +0000 2025",
                        "conversation_id_str": "1928116365640225222",
                        "display_text_range": [
                          0,
                          183
                        ],
                        "entities": {
                          "hashtags": [],
                          "media": [
                            {
                              "display_url": "pic.x.com/zhFpaCvQhJ",
                              "expanded_url": "https://x.com/omarsar0/status/1928116365640225222/photo/1",
                              "id_str": "1928116362758737926",
                              "indices": [
                                184,
                                207
                              ],
                              "media_key": "3_1928116362758737926",
                              "media_url_https": "https://pbs.twimg.com/media/GsILncfaUAYJrWC.jpg",
                              "type": "photo",
                              "url": "https://t.co/zhFpaCvQhJ",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": [
                                    {
                                      "x": 427,
                                      "y": 465,
                                      "h": 60,
                                      "w": 60
                                    }
                                  ]
                                },
                                "medium": {
                                  "faces": [
                                    {
                                      "x": 427,
                                      "y": 465,
                                      "h": 60,
                                      "w": 60
                                    }
                                  ]
                                },
                                "small": {
                                  "faces": [
                                    {
                                      "x": 316,
                                      "y": 344,
                                      "h": 44,
                                      "w": 44
                                    }
                                  ]
                                },
                                "orig": {
                                  "faces": [
                                    {
                                      "x": 427,
                                      "y": 465,
                                      "h": 60,
                                      "w": 60
                                    }
                                  ]
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 894,
                                  "w": 917,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 894,
                                  "w": 917,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 663,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 894,
                                "width": 917,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 917,
                                    "h": 514
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 894,
                                    "h": 894
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 784,
                                    "h": 894
                                  },
                                  {
                                    "x": 166,
                                    "y": 0,
                                    "w": 447,
                                    "h": 894
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 917,
                                    "h": 894
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1928116362758737926"
                                }
                              }
                            }
                          ],
                          "symbols": [],
                          "timestamps": [],
                          "urls": [],
                          "user_mentions": []
                        },
                        "extended_entities": {
                          "media": [
                            {
                              "display_url": "pic.x.com/zhFpaCvQhJ",
                              "expanded_url": "https://x.com/omarsar0/status/1928116365640225222/photo/1",
                              "id_str": "1928116362758737926",
                              "indices": [
                                184,
                                207
                              ],
                              "media_key": "3_1928116362758737926",
                              "media_url_https": "https://pbs.twimg.com/media/GsILncfaUAYJrWC.jpg",
                              "type": "photo",
                              "url": "https://t.co/zhFpaCvQhJ",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": [
                                    {
                                      "x": 427,
                                      "y": 465,
                                      "h": 60,
                                      "w": 60
                                    }
                                  ]
                                },
                                "medium": {
                                  "faces": [
                                    {
                                      "x": 427,
                                      "y": 465,
                                      "h": 60,
                                      "w": 60
                                    }
                                  ]
                                },
                                "small": {
                                  "faces": [
                                    {
                                      "x": 316,
                                      "y": 344,
                                      "h": 44,
                                      "w": 44
                                    }
                                  ]
                                },
                                "orig": {
                                  "faces": [
                                    {
                                      "x": 427,
                                      "y": 465,
                                      "h": 60,
                                      "w": 60
                                    }
                                  ]
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 894,
                                  "w": 917,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 894,
                                  "w": 917,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 663,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 894,
                                "width": 917,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 917,
                                    "h": 514
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 894,
                                    "h": 894
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 784,
                                    "h": 894
                                  },
                                  {
                                    "x": 166,
                                    "y": 0,
                                    "w": 447,
                                    "h": 894
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 917,
                                    "h": 894
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1928116362758737926"
                                }
                              }
                            }
                          ]
                        },
                        "favorite_count": 626,
                        "favorited": false,
                        "full_text": "An Operating System for Memory-Augmented Generation in LLMs\n\nLots of great ideas on how to think about memory and better manage it in LLM-based agents.\n\nMust read!\n\nHere are my notes: https://t.co/zhFpaCvQhJ",
                        "is_quote_status": false,
                        "lang": "en",
                        "possibly_sensitive": false,
                        "possibly_sensitive_editable": true,
                        "quote_count": 12,
                        "reply_count": 8,
                        "retweet_count": 120,
                        "retweeted": false,
                        "user_id_str": "3448284313",
                        "id_str": "1928116365640225222"
                      },
                      "quick_promote_eligibility": {
                        "eligibility": "IneligibleNotProfessional"
                      }
                    }
                  },
                  "tweetDisplayType": "SelfThread"
                },
                "clientEventInfo": {
                  "component": "tweet",
                  "element": "tweet"
                }
              }
            },
            {
              "entryId": "conversationthread-1928116381259813133",
              "sortIndex": "1953554873848954870",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928116381259813133-tweet-1928116381259813133",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928116381259813133",
                            "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": 31704,
                                    "followers_count": 258936,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4291,
                                    "location": "",
                                    "media_count": 3787,
                                    "name": "elvis",
                                    "normal_followers_count": 258936,
                                    "pinned_tweet_ids_str": [
                                      "1953502698801623159"
                                    ],
                                    "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": 15325,
                                    "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": [
                                "1928116381259813133"
                              ],
                              "editable_until_msecs": "1748537342000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2384",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                            "legacy": {
                              "bookmark_count": 10,
                              "bookmarked": false,
                              "created_at": "Thu May 29 15:49:02 +0000 2025",
                              "conversation_id_str": "1928116365640225222",
                              "display_text_range": [
                                0,
                                186
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/O4wi8kU5jC",
                                    "expanded_url": "https://x.com/omarsar0/status/1928116381259813133/photo/1",
                                    "id_str": "1928116378512543747",
                                    "indices": [
                                      187,
                                      210
                                    ],
                                    "media_key": "3_1928116378512543747",
                                    "media_url_https": "https://pbs.twimg.com/media/GsILoXLaUAMmhzM.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/O4wi8kU5jC",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 575,
                                        "w": 1415,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 488,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 276,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 575,
                                      "width": 1415,
                                      "focus_rects": [
                                        {
                                          "x": 388,
                                          "y": 0,
                                          "w": 1027,
                                          "h": 575
                                        },
                                        {
                                          "x": 809,
                                          "y": 0,
                                          "w": 575,
                                          "h": 575
                                        },
                                        {
                                          "x": 844,
                                          "y": 0,
                                          "w": 504,
                                          "h": 575
                                        },
                                        {
                                          "x": 952,
                                          "y": 0,
                                          "w": 288,
                                          "h": 575
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1415,
                                          "h": 575
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928116378512543747"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/O4wi8kU5jC",
                                    "expanded_url": "https://x.com/omarsar0/status/1928116381259813133/photo/1",
                                    "id_str": "1928116378512543747",
                                    "indices": [
                                      187,
                                      210
                                    ],
                                    "media_key": "3_1928116378512543747",
                                    "media_url_https": "https://pbs.twimg.com/media/GsILoXLaUAMmhzM.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/O4wi8kU5jC",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 575,
                                        "w": 1415,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 488,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 276,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 575,
                                      "width": 1415,
                                      "focus_rects": [
                                        {
                                          "x": 388,
                                          "y": 0,
                                          "w": 1027,
                                          "h": 575
                                        },
                                        {
                                          "x": 809,
                                          "y": 0,
                                          "w": 575,
                                          "h": 575
                                        },
                                        {
                                          "x": 844,
                                          "y": 0,
                                          "w": 504,
                                          "h": 575
                                        },
                                        {
                                          "x": 952,
                                          "y": 0,
                                          "w": 288,
                                          "h": 575
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1415,
                                          "h": 575
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928116378512543747"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 23,
                              "favorited": false,
                              "full_text": "It introduces a unified operating system for managing memory in LLMs, addressing a key limitation in current architectures: their lack of structured, persistent, and governable memory... https://t.co/O4wi8kU5jC",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1928116365640225222",
                              "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": 2,
                              "retweet_count": 2,
                              "retweeted": false,
                              "user_id_str": "3448284313",
                              "id_str": "1928116381259813133"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928116381259813133-tweet-1928116394161553576",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928116394161553576",
                            "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": 31704,
                                    "followers_count": 258936,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4291,
                                    "location": "",
                                    "media_count": 3787,
                                    "name": "elvis",
                                    "normal_followers_count": 258936,
                                    "pinned_tweet_ids_str": [
                                      "1953502698801623159"
                                    ],
                                    "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": 15325,
                                    "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": [
                                "1928116394161553576"
                              ],
                              "editable_until_msecs": "1748537345000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2130",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                            "legacy": {
                              "bookmark_count": 3,
                              "bookmarked": false,
                              "created_at": "Thu May 29 15:49:05 +0000 2025",
                              "conversation_id_str": "1928116365640225222",
                              "display_text_range": [
                                0,
                                269
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "favorite_count": 14,
                              "favorited": false,
                              "full_text": "While today's LLMs rely primarily on parametric memory (model weights) and limited short-term context, MemOS proposes a comprehensive memory lifecycle and management infrastructure designed to support continual learning, behavioral consistency, and knowledge evolution.",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1928116381259813133",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "3448284313",
                              "id_str": "1928116394161553576"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928116381259813133-tweet-1928116411177783376",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928116411177783376",
                            "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": 31704,
                                    "followers_count": 258936,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4291,
                                    "location": "",
                                    "media_count": 3787,
                                    "name": "elvis",
                                    "normal_followers_count": 258936,
                                    "pinned_tweet_ids_str": [
                                      "1953502698801623159"
                                    ],
                                    "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": 15325,
                                    "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": [
                                "1928116411177783376"
                              ],
                              "editable_until_msecs": "1748537349000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2079",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5MjgxMTY0MTEwODU1MDg2MTQ=",
                                  "text": "Three-tier memory taxonomy\n\nMemOS distinguishes between parametric memory (long-term weights), activation memory (short-term runtime states), and plaintext memory (editable, external content).\n\nThese types are unified through a shared abstraction called the Memory Cube (MemCube), enabling seamless transformation (e.g., plaintext to parametric) and lifecycle governance.",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 5,
                              "bookmarked": false,
                              "created_at": "Thu May 29 15:49:09 +0000 2025",
                              "conversation_id_str": "1928116365640225222",
                              "display_text_range": [
                                0,
                                281
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/3EQou7PkaW",
                                    "expanded_url": "https://x.com/omarsar0/status/1928116411177783376/photo/1",
                                    "id_str": "1928116408636035079",
                                    "indices": [
                                      282,
                                      305
                                    ],
                                    "media_key": "3_1928116408636035079",
                                    "media_url_https": "https://pbs.twimg.com/media/GsILqHZaUAcah0v.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/3EQou7PkaW",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 546,
                                            "y": 292,
                                            "h": 40,
                                            "w": 40
                                          },
                                          {
                                            "x": 676,
                                            "y": 100,
                                            "h": 226,
                                            "w": 226
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 546,
                                            "y": 292,
                                            "h": 40,
                                            "w": 40
                                          },
                                          {
                                            "x": 676,
                                            "y": 100,
                                            "h": 226,
                                            "w": 226
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 316,
                                            "y": 169,
                                            "h": 23,
                                            "w": 23
                                          },
                                          {
                                            "x": 391,
                                            "y": 57,
                                            "h": 131,
                                            "w": 131
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 546,
                                            "y": 292,
                                            "h": 40,
                                            "w": 40
                                          },
                                          {
                                            "x": 676,
                                            "y": 100,
                                            "h": 226,
                                            "w": 226
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 500,
                                        "w": 1173,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 500,
                                        "w": 1173,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 290,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 500,
                                      "width": 1173,
                                      "focus_rects": [
                                        {
                                          "x": 111,
                                          "y": 0,
                                          "w": 893,
                                          "h": 500
                                        },
                                        {
                                          "x": 307,
                                          "y": 0,
                                          "w": 500,
                                          "h": 500
                                        },
                                        {
                                          "x": 338,
                                          "y": 0,
                                          "w": 439,
                                          "h": 500
                                        },
                                        {
                                          "x": 432,
                                          "y": 0,
                                          "w": 250,
                                          "h": 500
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1173,
                                          "h": 500
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928116408636035079"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/3EQou7PkaW",
                                    "expanded_url": "https://x.com/omarsar0/status/1928116411177783376/photo/1",
                                    "id_str": "1928116408636035079",
                                    "indices": [
                                      282,
                                      305
                                    ],
                                    "media_key": "3_1928116408636035079",
                                    "media_url_https": "https://pbs.twimg.com/media/GsILqHZaUAcah0v.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/3EQou7PkaW",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 546,
                                            "y": 292,
                                            "h": 40,
                                            "w": 40
                                          },
                                          {
                                            "x": 676,
                                            "y": 100,
                                            "h": 226,
                                            "w": 226
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 546,
                                            "y": 292,
                                            "h": 40,
                                            "w": 40
                                          },
                                          {
                                            "x": 676,
                                            "y": 100,
                                            "h": 226,
                                            "w": 226
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 316,
                                            "y": 169,
                                            "h": 23,
                                            "w": 23
                                          },
                                          {
                                            "x": 391,
                                            "y": 57,
                                            "h": 131,
                                            "w": 131
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 546,
                                            "y": 292,
                                            "h": 40,
                                            "w": 40
                                          },
                                          {
                                            "x": 676,
                                            "y": 100,
                                            "h": 226,
                                            "w": 226
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 500,
                                        "w": 1173,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 500,
                                        "w": 1173,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 290,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 500,
                                      "width": 1173,
                                      "focus_rects": [
                                        {
                                          "x": 111,
                                          "y": 0,
                                          "w": 893,
                                          "h": 500
                                        },
                                        {
                                          "x": 307,
                                          "y": 0,
                                          "w": 500,
                                          "h": 500
                                        },
                                        {
                                          "x": 338,
                                          "y": 0,
                                          "w": 439,
                                          "h": 500
                                        },
                                        {
                                          "x": 432,
                                          "y": 0,
                                          "w": 250,
                                          "h": 500
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1173,
                                          "h": 500
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928116408636035079"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 16,
                              "favorited": false,
                              "full_text": "Three-tier memory taxonomy\n\nMemOS distinguishes between parametric memory (long-term weights), activation memory (short-term runtime states), and plaintext memory (editable, external content).\n\nThese types are unified through a shared abstraction called the Memory Cube (MemCube),… https://t.co/3EQou7PkaW",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1928116394161553576",
                              "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": "1928116411177783376"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928116381259813133-tweet-1928116427413934143",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928116427413934143",
                            "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": 31704,
                                    "followers_count": 258936,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4291,
                                    "location": "",
                                    "media_count": 3787,
                                    "name": "elvis",
                                    "normal_followers_count": 258936,
                                    "pinned_tweet_ids_str": [
                                      "1953502698801623159"
                                    ],
                                    "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": 15325,
                                    "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": [
                                "1928116427413934143"
                              ],
                              "editable_until_msecs": "1748537353000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "3553",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                            "legacy": {
                              "bookmark_count": 5,
                              "bookmarked": false,
                              "created_at": "Thu May 29 15:49:13 +0000 2025",
                              "conversation_id_str": "1928116365640225222",
                              "display_text_range": [
                                0,
                                263
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/BvCRl67qjX",
                                    "expanded_url": "https://x.com/omarsar0/status/1928116427413934143/photo/1",
                                    "id_str": "1928116424310198272",
                                    "indices": [
                                      264,
                                      287
                                    ],
                                    "media_key": "3_1928116424310198272",
                                    "media_url_https": "https://pbs.twimg.com/media/GsILrBybEAA8M3R.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/BvCRl67qjX",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 565,
                                        "w": 1154,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 565,
                                        "w": 1154,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 333,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 565,
                                      "width": 1154,
                                      "focus_rects": [
                                        {
                                          "x": 145,
                                          "y": 0,
                                          "w": 1009,
                                          "h": 565
                                        },
                                        {
                                          "x": 589,
                                          "y": 0,
                                          "w": 565,
                                          "h": 565
                                        },
                                        {
                                          "x": 658,
                                          "y": 0,
                                          "w": 496,
                                          "h": 565
                                        },
                                        {
                                          "x": 809,
                                          "y": 0,
                                          "w": 283,
                                          "h": 565
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1154,
                                          "h": 565
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928116424310198272"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/BvCRl67qjX",
                                    "expanded_url": "https://x.com/omarsar0/status/1928116427413934143/photo/1",
                                    "id_str": "1928116424310198272",
                                    "indices": [
                                      264,
                                      287
                                    ],
                                    "media_key": "3_1928116424310198272",
                                    "media_url_https": "https://pbs.twimg.com/media/GsILrBybEAA8M3R.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/BvCRl67qjX",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 565,
                                        "w": 1154,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 565,
                                        "w": 1154,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 333,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 565,
                                      "width": 1154,
                                      "focus_rects": [
                                        {
                                          "x": 145,
                                          "y": 0,
                                          "w": 1009,
                                          "h": 565
                                        },
                                        {
                                          "x": 589,
                                          "y": 0,
                                          "w": 565,
                                          "h": 565
                                        },
                                        {
                                          "x": 658,
                                          "y": 0,
                                          "w": 496,
                                          "h": 565
                                        },
                                        {
                                          "x": 809,
                                          "y": 0,
                                          "w": 283,
                                          "h": 565
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1154,
                                          "h": 565
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928116424310198272"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 13,
                              "favorited": false,
                              "full_text": "MemCube abstraction\n\nEach MemCube encapsulates memory metadata (creation time, type, access policies, etc.) and a semantic payload (text, tensors, LoRA patches).\n\nThis enables dynamic scheduling, traceable updates, and interoperability between modules and agents. https://t.co/BvCRl67qjX",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1928116411177783376",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 1,
                              "reply_count": 2,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "3448284313",
                              "id_str": "1928116427413934143"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928116381259813133-tweet-1928116442995773865",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928116442995773865",
                            "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": 31704,
                                    "followers_count": 258936,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4291,
                                    "location": "",
                                    "media_count": 3787,
                                    "name": "elvis",
                                    "normal_followers_count": 258936,
                                    "pinned_tweet_ids_str": [
                                      "1953502698801623159"
                                    ],
                                    "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": 15325,
                                    "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": [
                                "1928116442995773865"
                              ],
                              "editable_until_msecs": "1748537357000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "1719",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5MjgxMTY0NDI5MTYwODE2NjQ=",
                                  "text": "Modular OS-style architecture\n\nMemOS consists of three layers, Interface (user/API interaction), Operation (memory scheduling, lifecycle management), and Infrastructure (storage, access governance), that work together to manage memory parsing, injection, transformation, and archival.",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 4,
                              "bookmarked": false,
                              "created_at": "Thu May 29 15:49:17 +0000 2025",
                              "conversation_id_str": "1928116365640225222",
                              "display_text_range": [
                                0,
                                275
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/g3aFN7sUxf",
                                    "expanded_url": "https://x.com/omarsar0/status/1928116442995773865/photo/1",
                                    "id_str": "1928116440458219522",
                                    "indices": [
                                      276,
                                      299
                                    ],
                                    "media_key": "3_1928116440458219522",
                                    "media_url_https": "https://pbs.twimg.com/media/GsILr98aUAIN3wE.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/g3aFN7sUxf",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 828,
                                        "w": 1395,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 712,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 404,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 828,
                                      "width": 1395,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 47,
                                          "w": 1395,
                                          "h": 781
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 828,
                                          "h": 828
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 726,
                                          "h": 828
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 414,
                                          "h": 828
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1395,
                                          "h": 828
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928116440458219522"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/g3aFN7sUxf",
                                    "expanded_url": "https://x.com/omarsar0/status/1928116442995773865/photo/1",
                                    "id_str": "1928116440458219522",
                                    "indices": [
                                      276,
                                      299
                                    ],
                                    "media_key": "3_1928116440458219522",
                                    "media_url_https": "https://pbs.twimg.com/media/GsILr98aUAIN3wE.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/g3aFN7sUxf",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 828,
                                        "w": 1395,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 712,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 404,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 828,
                                      "width": 1395,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 47,
                                          "w": 1395,
                                          "h": 781
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 828,
                                          "h": 828
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 726,
                                          "h": 828
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 414,
                                          "h": 828
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1395,
                                          "h": 828
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928116440458219522"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 14,
                              "favorited": false,
                              "full_text": "Modular OS-style architecture\n\nMemOS consists of three layers, Interface (user/API interaction), Operation (memory scheduling, lifecycle management), and Infrastructure (storage, access governance), that work together to manage memory parsing, injection, transformation, and… https://t.co/g3aFN7sUxf",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1928116427413934143",
                              "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": "1928116442995773865"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928116381259813133-tweet-1928116458615361746",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928116458615361746",
                            "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": 31704,
                                    "followers_count": 258936,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4291,
                                    "location": "",
                                    "media_count": 3787,
                                    "name": "elvis",
                                    "normal_followers_count": 258936,
                                    "pinned_tweet_ids_str": [
                                      "1953502698801623159"
                                    ],
                                    "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": 15325,
                                    "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": [
                                "1928116458615361746"
                              ],
                              "editable_until_msecs": "1748537361000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "4341",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                            "legacy": {
                              "bookmark_count": 6,
                              "bookmarked": false,
                              "created_at": "Thu May 29 15:49:21 +0000 2025",
                              "conversation_id_str": "1928116365640225222",
                              "display_text_range": [
                                0,
                                274
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/vYqDAVMJOz",
                                    "expanded_url": "https://x.com/omarsar0/status/1928116458615361746/photo/1",
                                    "id_str": "1928116456140722179",
                                    "indices": [
                                      275,
                                      298
                                    ],
                                    "media_key": "3_1928116456140722179",
                                    "media_url_https": "https://pbs.twimg.com/media/GsILs4XaUAMQo8x.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/vYqDAVMJOz",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 500,
                                        "w": 1011,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 500,
                                        "w": 1011,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 336,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 500,
                                      "width": 1011,
                                      "focus_rects": [
                                        {
                                          "x": 59,
                                          "y": 0,
                                          "w": 893,
                                          "h": 500
                                        },
                                        {
                                          "x": 255,
                                          "y": 0,
                                          "w": 500,
                                          "h": 500
                                        },
                                        {
                                          "x": 286,
                                          "y": 0,
                                          "w": 439,
                                          "h": 500
                                        },
                                        {
                                          "x": 380,
                                          "y": 0,
                                          "w": 250,
                                          "h": 500
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1011,
                                          "h": 500
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928116456140722179"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/vYqDAVMJOz",
                                    "expanded_url": "https://x.com/omarsar0/status/1928116458615361746/photo/1",
                                    "id_str": "1928116456140722179",
                                    "indices": [
                                      275,
                                      298
                                    ],
                                    "media_key": "3_1928116456140722179",
                                    "media_url_https": "https://pbs.twimg.com/media/GsILs4XaUAMQo8x.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/vYqDAVMJOz",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 500,
                                        "w": 1011,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 500,
                                        "w": 1011,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 336,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 500,
                                      "width": 1011,
                                      "focus_rects": [
                                        {
                                          "x": 59,
                                          "y": 0,
                                          "w": 893,
                                          "h": 500
                                        },
                                        {
                                          "x": 255,
                                          "y": 0,
                                          "w": 500,
                                          "h": 500
                                        },
                                        {
                                          "x": 286,
                                          "y": 0,
                                          "w": 439,
                                          "h": 500
                                        },
                                        {
                                          "x": 380,
                                          "y": 0,
                                          "w": 250,
                                          "h": 500
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1011,
                                          "h": 500
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1928116456140722179"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 17,
                              "favorited": false,
                              "full_text": "Closed-loop execution flow\n\nEvery interaction (e.g., prompt response) can trigger memory operations governed by scheduling rules and lifecycle policies.\n\nRetrieved memory can be injected into generation, stored in archives, or transformed into other types for long-term use. https://t.co/vYqDAVMJOz",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1928116442995773865",
                              "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": 3,
                              "retweeted": false,
                              "user_id_str": "3448284313",
                              "id_str": "1928116458615361746"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1928116381259813133-tweet-1928116471185670632",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928116471185670632",
                            "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": 31704,
                                    "followers_count": 258936,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4291,
                                    "location": "",
                                    "media_count": 3787,
                                    "name": "elvis",
                                    "normal_followers_count": 258936,
                                    "pinned_tweet_ids_str": [
                                      "1953502698801623159"
                                    ],
                                    "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": 15325,
                                    "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": [
                                "1928116471185670632"
                              ],
                              "editable_until_msecs": "1748537364000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "4183",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5MjgxMTY0NzEwMjIxMTI3NzM=",
                                  "text": "Vision for a memory-centric future\n\nThe paper proposes “memory training” as the next frontier beyond pretraining and finetuning, enabling models that learn continuously.\n\nFuture work includes cross-model memory sharing, self-evolving memory blocks, and a decentralized memory marketplace.\n\nOverall, the paper covers ideas ranging from stateless generators to adaptive, memory-empowered agents capable of remembering, reasoning, and evolving over time.\n\nPaper: https://t.co/avQOwTBp2m",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [
                                      {
                                        "display_url": "arxiv.org/abs/2505.22101",
                                        "expanded_url": "https://arxiv.org/abs/2505.22101",
                                        "url": "https://t.co/avQOwTBp2m",
                                        "indices": [
                                          460,
                                          483
                                        ]
                                      }
                                    ],
                                    "user_mentions": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 18,
                              "bookmarked": false,
                              "created_at": "Thu May 29 15:49:24 +0000 2025",
                              "conversation_id_str": "1928116365640225222",
                              "display_text_range": [
                                0,
                                276
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "favorite_count": 21,
                              "favorited": false,
                              "full_text": "Vision for a memory-centric future\n\nThe paper proposes “memory training” as the next frontier beyond pretraining and finetuning, enabling models that learn continuously.\n\nFuture work includes cross-model memory sharing, self-evolving memory blocks, and a decentralized memory…",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1928116458615361746",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 4,
                              "retweeted": false,
                              "user_id_str": "3448284313",
                              "id_str": "1928116471185670632"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928116427413934143"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928164627663216974",
              "sortIndex": "1953554873848954860",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928164627663216974-tweet-1928164627663216974",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928164627663216974",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMjU4MDI1OTM0",
                                  "rest_id": "1258025934",
                                  "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 Mar 10 21:54:07 +0000 2013",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "obsessions are AI and memetic whatever",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 11206,
                                    "followers_count": 113,
                                    "friends_count": 134,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 3,
                                    "location": "Toronto, Canada",
                                    "media_count": 130,
                                    "name": "Will",
                                    "normal_followers_count": 113,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1258025934/1703265465",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1904504528923168768/eZzcSaor_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "RoughlyTweeting",
                                    "statuses_count": 1661,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "card": {
                              "rest_id": "https://t.co/mQVpTxd8kE",
                              "legacy": {
                                "binding_values": [
                                  {
                                    "key": "thumbnail_image",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 144,
                                        "width": 144,
                                        "url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=jpg&name=144x144_2"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "description",
                                    "value": {
                                      "string_value": "Large Language Models (LLMs) have emerged as foundational infrastructure in the pursuit of Artificial General Intelligence (AGI). Despite their remarkable capabilities in language perception and...",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "domain",
                                    "value": {
                                      "string_value": "arxiv.org",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_large",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 420,
                                        "width": 420,
                                        "url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=jpg&name=420x420_2"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_original",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 1000,
                                        "width": 1000,
                                        "url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=jpg&name=orig"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "site",
                                    "value": {
                                      "scribe_key": "publisher_id",
                                      "type": "USER",
                                      "user_value": {
                                        "id_str": "808633423300624384",
                                        "path": []
                                      }
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_small",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 100,
                                        "width": 100,
                                        "url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=jpg&name=100x100_2"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_x_large",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 1000,
                                        "width": 1000,
                                        "url": "https://pbs.twimg.com/card_img/1949758743958425600/kRc27OMH?format=png&name=2048x2048_2_exp"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_alt_text",
                                    "value": {
                                      "string_value": "arXiv logo",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "vanity_url",
                                    "value": {
                                      "scribe_key": "vanity_url",
                                      "string_value": "arxiv.org",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_color",
                                    "value": {
                                      "image_color_value": {
                                        "palette": [
                                          {
                                            "rgb": {
                                              "blue": 255,
                                              "green": 255,
                                              "red": 255
                                            },
                                            "percentage": 94.17
                                          },
                                          {
                                            "rgb": {
                                              "blue": 105,
                                              "green": 116,
                                              "red": 124
                                            },
                                            "percentage": 4.33
                                          },
                                          {
                                            "rgb": {
                                              "blue": 46,
                                              "green": 21,
                                              "red": 170
                                            },
                                            "percentage": 1.26
                                          },
                                          {
                                            "rgb": {
                                              "blue": 131,
                                              "green": 116,
                                              "red": 203
                                            },
                                            "percentage": 0.23
                                          }
                                        ]
                                      },
                                      "type": "IMAGE_COLOR"
                                    }
                                  },
                                  {
                                    "key": "title",
                                    "value": {
                                      "string_value": "MemOS: An Operating System for Memory-Augmented Generation (MAG)...",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "card_url",
                                    "value": {
                                      "scribe_key": "card_url",
                                      "string_value": "https://t.co/mQVpTxd8kE",
                                      "type": "STRING"
                                    }
                                  }
                                ],
                                "card_platform": {
                                  "platform": {
                                    "audience": {
                                      "name": "production"
                                    },
                                    "device": {
                                      "name": "Android",
                                      "version": "12"
                                    }
                                  }
                                },
                                "name": "summary",
                                "url": "https://t.co/mQVpTxd8kE",
                                "user_refs_results": [
                                  {
                                    "result": {
                                      "__typename": "User",
                                      "id": "VXNlcjo4MDg2MzM0MjMzMDA2MjQzODQ=",
                                      "rest_id": "808633423300624384",
                                      "affiliates_highlighted_label": {},
                                      "has_graduated_access": true,
                                      "is_blue_verified": false,
                                      "profile_image_shape": "Circle",
                                      "legacy": {
                                        "can_dm": true,
                                        "can_media_tag": true,
                                        "created_at": "Tue Dec 13 11:23:26 +0000 2016",
                                        "default_profile": false,
                                        "default_profile_image": false,
                                        "description": "News from https://t.co/enurGFxpcS, a free distribution service and an open archive for scholarly articles.\n\nFor help with arXiv, see https://t.co/LcWuhM0BOl",
                                        "entities": {
                                          "description": {
                                            "urls": [
                                              {
                                                "display_url": "arXiv.org",
                                                "expanded_url": "http://arXiv.org",
                                                "url": "https://t.co/enurGFxpcS",
                                                "indices": [
                                                  10,
                                                  33
                                                ]
                                              },
                                              {
                                                "display_url": "arxiv.org/help",
                                                "expanded_url": "https://arxiv.org/help",
                                                "url": "https://t.co/LcWuhM0BOl",
                                                "indices": [
                                                  133,
                                                  156
                                                ]
                                              }
                                            ]
                                          },
                                          "url": {
                                            "urls": [
                                              {
                                                "display_url": "arxiv.org",
                                                "expanded_url": "https://arxiv.org/",
                                                "url": "https://t.co/DHMkdi4lF9",
                                                "indices": [
                                                  0,
                                                  23
                                                ]
                                              }
                                            ]
                                          }
                                        },
                                        "fast_followers_count": 0,
                                        "favourites_count": 948,
                                        "followers_count": 41365,
                                        "friends_count": 187,
                                        "has_custom_timelines": false,
                                        "is_translator": false,
                                        "listed_count": 487,
                                        "location": "Ithaca, NY",
                                        "media_count": 109,
                                        "name": "arXiv.org",
                                        "normal_followers_count": 41365,
                                        "pinned_tweet_ids_str": [],
                                        "possibly_sensitive": false,
                                        "profile_banner_url": "https://pbs.twimg.com/profile_banners/808633423300624384/1481635469",
                                        "profile_image_url_https": "https://pbs.twimg.com/profile_images/1365352170267299840/IzvjKckL_normal.jpg",
                                        "profile_interstitial_type": "",
                                        "screen_name": "arxiv",
                                        "statuses_count": 1106,
                                        "translator_type": "none",
                                        "url": "https://t.co/DHMkdi4lF9",
                                        "verified": false,
                                        "want_retweets": false,
                                        "withheld_in_countries": []
                                      },
                                      "tipjar_settings": {}
                                    }
                                  }
                                ]
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928164627663216974"
                              ],
                              "editable_until_msecs": "1748548845000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "800",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 10,
                              "bookmarked": false,
                              "created_at": "Thu May 29 19:00:45 +0000 2025",
                              "conversation_id_str": "1928116365640225222",
                              "display_text_range": [
                                10,
                                47
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "arxiv.org/abs/2505.22101",
                                    "expanded_url": "https://arxiv.org/abs/2505.22101",
                                    "url": "https://t.co/mQVpTxd8kE",
                                    "indices": [
                                      24,
                                      47
                                    ]
                                  }
                                ],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 9,
                              "favorited": false,
                              "full_text": "@omarsar0 link to paper\nhttps://t.co/mQVpTxd8kE",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1928116365640225222",
                              "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": 0,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "1258025934",
                              "id_str": "1928164627663216974"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928164627663216974"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928434342180598117",
              "sortIndex": "1953554873848954850",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928434342180598117-tweet-1928434342180598117",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "TweetTombstone",
                            "tombstone": {
                              "__typename": "TextTombstone",
                              "text": {
                                "rtl": false,
                                "text": "This Post is unavailable. Learn more",
                                "entities": [
                                  {
                                    "fromIndex": 26,
                                    "toIndex": 36,
                                    "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": [
                      "1928434342180598117"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928122047315460185",
              "sortIndex": "1953554873848954840",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928122047315460185-tweet-1928122047315460185",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928122047315460185",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxOTI3OTc2MDc2OTIxNDI1OTIx",
                                  "rest_id": "1927976076921425921",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Thu May 29 06:31:44 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "My Brain Dump for all my AI stuff and log my journey to 10k MRR",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 5,
                                    "followers_count": 8,
                                    "friends_count": 25,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Ohio, USA",
                                    "media_count": 0,
                                    "name": "Sai Prajwalith Pittala",
                                    "normal_followers_count": 8,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1927976076921425921/1748501074",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1927979313778843648/EcNvasgE_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "SaiPrajwalith",
                                    "statuses_count": 54,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1927978649157800319",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 1055,
                                        "name": "Software developer/Programmer/Software engineer",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928122047315460185"
                              ],
                              "editable_until_msecs": "1748538693000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "77",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Thu May 29 16:11:33 +0000 2025",
                              "conversation_id_str": "1928116365640225222",
                              "display_text_range": [
                                10,
                                242
                              ],
                              "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 This sounds like a great way to help AI remember more, learn across tasks, and work better with other AIs.\nRight now, most AI forgets everything fast.MemOS is like giving AI its own operating system for memory.\nHuge step toward AGI.",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1928116365640225222",
                              "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": "1927976076921425921",
                              "id_str": "1928122047315460185"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928122047315460185"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928241866169888864",
              "sortIndex": "1953554873848954830",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928241866169888864-tweet-1928241866169888864",
                    "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": [
                      "1928241866169888864"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928165699312050380",
              "sortIndex": "1953554873848954820",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928165699312050380-tweet-1928165699312050380",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928165699312050380",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxOTI3Mjc1NTI3NzcwOTM5Mzky",
                                  "rest_id": "1927275527770939392",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Tue May 27 08:07:56 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Tan Finn, wave chaser, fierce vibe.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 1,
                                    "followers_count": 3,
                                    "friends_count": 2,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Rome",
                                    "media_count": 0,
                                    "name": "LiYuqing",
                                    "normal_followers_count": 3,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1927275527770939392/1748333521",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1927275642111852544/SZcjGabe_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "liyuqing0ak",
                                    "statuses_count": 156,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928165699312050380"
                              ],
                              "editable_until_msecs": "1748549100000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "49",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Thu May 29 19:05:00 +0000 2025",
                              "conversation_id_str": "1928116365640225222",
                              "display_text_range": [
                                10,
                                35
                              ],
                              "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 This look is perfection 😄",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1928116365640225222",
                              "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": "1927275527770939392",
                              "id_str": "1928165699312050380"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928165699312050380"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "cursor-showmorethreads-1953554873848954819",
              "sortIndex": "1953554873848954819",
              "content": {
                "entryType": "TimelineTimelineCursor",
                "__typename": "TimelineTimelineCursor",
                "value": "DAAFCgABGxxrzrD__8ELAAIAAACoRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUEwYXdndXdkbHBScVJyQ0M2elZtbEEvR3NJTG5uT2FVY1lhd2d1MEdWcFEwaHJDQzZVWG0wQ29Hc0lMb2hhYVVRMGF3aERKVWRaQVdSckNDNmtOMmxCUUdzSUx0d2FhQWVnYXduM0MwaGV3WUJyQ09IelhsbURNR3NNczBTSldzV1Vhd2plRFZGYmhUZz09CAADAAAABwAA",
                "cursorType": "ShowMoreThreads",
                "displayTreatment": {
                  "actionText": "Show probable spam"
                }
              }
            }
          ]
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Top"
        }
      ],
      "metadata": {
        "reader_mode_config": {
          "is_reader_mode_available": true
        },
        "scribeConfig": {
          "page": "ranked_replies"
        }
      }
    }
  }
}