🐦 Twitter Post Details

Viewing enriched Twitter post

@llama_index

There can be a number of different approaches to agent memory, each serving a different purpose. That's why we recently started to introduce flexible Memory Blocks to LlamaIndex: - Fact extraction - Static - Vector memory and more.. Next week, @tuanacelik will be on a livestream… https://t.co/5EsYmYs4PR

Media 1

📊 Media Metadata

{
  "media": [
    {
      "type": "image",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1935774624257843217/media_0.jpg?",
      "filename": "media_0.jpg"
    }
  ],
  "nlp": {
    "sentiment": "positive",
    "topics": [
      "agent memory",
      "Memory Blocks",
      "livestream"
    ],
    "entities": [
      "tuanacelik"
    ],
    "summary": "The tweet discusses the introduction of flexible Memory Blocks to LlamaIndex and mentions an upcoming livestream with @tuanacelik.",
    "language": "en",
    "processed_at": "2025-08-07T10:50:51.415692"
  }
}

🔧 Raw API Response

{
  "data": {
    "threaded_conversation_with_injections_v2": {
      "instructions": [
        {
          "type": "TimelineClearCache"
        },
        {
          "type": "TimelineAddEntries",
          "entries": [
            {
              "entryId": "tweet-1935774624257843217",
              "sortIndex": "1953499069234020352",
              "content": {
                "entryType": "TimelineTimelineItem",
                "__typename": "TimelineTimelineItem",
                "itemContent": {
                  "itemType": "TimelineTweet",
                  "__typename": "TimelineTweet",
                  "tweet_results": {
                    "result": {
                      "__typename": "Tweet",
                      "rest_id": "1935774624257843217",
                      "has_birdwatch_notes": false,
                      "core": {
                        "user_results": {
                          "result": {
                            "__typename": "User",
                            "id": "VXNlcjoxNjA0Mjc4MzU4Mjk2MDU1ODA4",
                            "rest_id": "1604278358296055808",
                            "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 Dec 18 00:52:44 +0000 2022",
                              "default_profile": true,
                              "default_profile_image": false,
                              "description": "Build AI agents over your documents\n\nGithub: https://t.co/HC19j7vMwc\nDocs: https://t.co/QInqg2zksh\nLlamaCloud: https://t.co/yQGTiRSNvj",
                              "entities": {
                                "description": {
                                  "urls": [
                                    {
                                      "display_url": "github.com/run-llama/llam…",
                                      "expanded_url": "http://github.com/run-llama/llama_index",
                                      "url": "https://t.co/HC19j7vMwc",
                                      "indices": [
                                        45,
                                        68
                                      ]
                                    },
                                    {
                                      "display_url": "docs.llamaindex.ai",
                                      "expanded_url": "http://docs.llamaindex.ai",
                                      "url": "https://t.co/QInqg2zksh",
                                      "indices": [
                                        75,
                                        98
                                      ]
                                    },
                                    {
                                      "display_url": "cloud.llamaindex.ai",
                                      "expanded_url": "https://cloud.llamaindex.ai/",
                                      "url": "https://t.co/yQGTiRSNvj",
                                      "indices": [
                                        111,
                                        134
                                      ]
                                    }
                                  ]
                                },
                                "url": {
                                  "urls": [
                                    {
                                      "display_url": "llamaindex.ai",
                                      "expanded_url": "https://www.llamaindex.ai/",
                                      "url": "https://t.co/epzefqQqZx",
                                      "indices": [
                                        0,
                                        23
                                      ]
                                    }
                                  ]
                                }
                              },
                              "fast_followers_count": 0,
                              "favourites_count": 1425,
                              "followers_count": 99665,
                              "friends_count": 28,
                              "has_custom_timelines": false,
                              "is_translator": false,
                              "listed_count": 1571,
                              "location": "",
                              "media_count": 1676,
                              "name": "LlamaIndex 🦙",
                              "normal_followers_count": 99665,
                              "pinned_tweet_ids_str": [
                                "1950285220663742516"
                              ],
                              "possibly_sensitive": false,
                              "profile_banner_url": "https://pbs.twimg.com/profile_banners/1604278358296055808/1752258343",
                              "profile_image_url_https": "https://pbs.twimg.com/profile_images/1623505166996742144/n-PNQGgd_normal.jpg",
                              "profile_interstitial_type": "",
                              "screen_name": "llama_index",
                              "statuses_count": 3500,
                              "translator_type": "none",
                              "url": "https://t.co/epzefqQqZx",
                              "verified": false,
                              "want_retweets": false,
                              "withheld_in_countries": []
                            },
                            "tipjar_settings": {}
                          }
                        }
                      },
                      "unmention_data": {},
                      "edit_control": {
                        "edit_tweet_ids": [
                          "1935774624257843217"
                        ],
                        "editable_until_msecs": "1750363210000",
                        "is_edit_eligible": true,
                        "edits_remaining": "5"
                      },
                      "is_translatable": false,
                      "views": {
                        "count": "6196",
                        "state": "EnabledWithCount"
                      },
                      "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                      "note_tweet": {
                        "is_expandable": true,
                        "note_tweet_results": {
                          "result": {
                            "id": "Tm90ZVR3ZWV0OjE5MzU3NzQ2MjQxMDI3Mjc2ODE=",
                            "text": "There can be a number of different approaches to agent memory, each serving a different purpose. That's why we recently started to introduce flexible Memory Blocks to LlamaIndex:\n- Fact extraction\n- Static\n- Vector memory\nand more..\nNext week, @tuanacelik will be on a livestream with @AIMakerspace to discuss everything agent memory, and our approach to it at LlamaIndex. Sign up to learn more:\nhttps://t.co/RSukMeEIJT",
                            "entity_set": {
                              "hashtags": [],
                              "symbols": [],
                              "urls": [
                                {
                                  "display_url": "lu.ma/t27lryii",
                                  "expanded_url": "https://lu.ma/t27lryii",
                                  "url": "https://t.co/RSukMeEIJT",
                                  "indices": [
                                    396,
                                    419
                                  ]
                                }
                              ],
                              "user_mentions": [
                                {
                                  "id_str": "209600624",
                                  "name": "Tuana",
                                  "screen_name": "tuanacelik",
                                  "indices": [
                                    244,
                                    255
                                  ]
                                },
                                {
                                  "id_str": "1671583213150691328",
                                  "name": "AI Makerspace",
                                  "screen_name": "AIMakerspace",
                                  "indices": [
                                    285,
                                    298
                                  ]
                                }
                              ]
                            }
                          }
                        }
                      },
                      "legacy": {
                        "bookmark_count": 17,
                        "bookmarked": false,
                        "created_at": "Thu Jun 19 19:00:10 +0000 2025",
                        "conversation_id_str": "1935774624257843217",
                        "display_text_range": [
                          0,
                          280
                        ],
                        "entities": {
                          "hashtags": [],
                          "media": [
                            {
                              "display_url": "pic.x.com/5EsYmYs4PR",
                              "expanded_url": "https://x.com/llama_index/status/1935774624257843217/photo/1",
                              "id_str": "1935774618784350211",
                              "indices": [
                                281,
                                304
                              ],
                              "media_key": "3_1935774618784350211",
                              "media_url_https": "https://pbs.twimg.com/media/Gt1AwnXbwAM0Noh.png",
                              "type": "photo",
                              "url": "https://t.co/5EsYmYs4PR",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 1210,
                                  "w": 1200,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 1200,
                                  "w": 1190,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 680,
                                  "w": 674,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 1210,
                                "width": 1200,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 538,
                                    "w": 1200,
                                    "h": 672
                                  },
                                  {
                                    "x": 0,
                                    "y": 10,
                                    "w": 1200,
                                    "h": 1200
                                  },
                                  {
                                    "x": 139,
                                    "y": 0,
                                    "w": 1061,
                                    "h": 1210
                                  },
                                  {
                                    "x": 454,
                                    "y": 0,
                                    "w": 605,
                                    "h": 1210
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1200,
                                    "h": 1210
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1935774618784350211"
                                }
                              }
                            }
                          ],
                          "symbols": [],
                          "timestamps": [],
                          "urls": [],
                          "user_mentions": [
                            {
                              "id_str": "209600624",
                              "name": "Tuana",
                              "screen_name": "tuanacelik",
                              "indices": [
                                244,
                                255
                              ]
                            }
                          ]
                        },
                        "extended_entities": {
                          "media": [
                            {
                              "display_url": "pic.x.com/5EsYmYs4PR",
                              "expanded_url": "https://x.com/llama_index/status/1935774624257843217/photo/1",
                              "id_str": "1935774618784350211",
                              "indices": [
                                281,
                                304
                              ],
                              "media_key": "3_1935774618784350211",
                              "media_url_https": "https://pbs.twimg.com/media/Gt1AwnXbwAM0Noh.png",
                              "type": "photo",
                              "url": "https://t.co/5EsYmYs4PR",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 1210,
                                  "w": 1200,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 1200,
                                  "w": 1190,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 680,
                                  "w": 674,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 1210,
                                "width": 1200,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 538,
                                    "w": 1200,
                                    "h": 672
                                  },
                                  {
                                    "x": 0,
                                    "y": 10,
                                    "w": 1200,
                                    "h": 1200
                                  },
                                  {
                                    "x": 139,
                                    "y": 0,
                                    "w": 1061,
                                    "h": 1210
                                  },
                                  {
                                    "x": 454,
                                    "y": 0,
                                    "w": 605,
                                    "h": 1210
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1200,
                                    "h": 1210
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1935774618784350211"
                                }
                              }
                            }
                          ]
                        },
                        "favorite_count": 41,
                        "favorited": false,
                        "full_text": "There can be a number of different approaches to agent memory, each serving a different purpose. That's why we recently started to introduce flexible Memory Blocks to LlamaIndex:\n- Fact extraction\n- Static\n- Vector memory\nand more..\nNext week, @tuanacelik will be on a livestream… https://t.co/5EsYmYs4PR",
                        "is_quote_status": false,
                        "lang": "en",
                        "possibly_sensitive": false,
                        "possibly_sensitive_editable": true,
                        "quote_count": 2,
                        "reply_count": 4,
                        "retweet_count": 8,
                        "retweeted": false,
                        "user_id_str": "1604278358296055808",
                        "id_str": "1935774624257843217"
                      },
                      "quick_promote_eligibility": {
                        "eligibility": "IneligibleNotProfessional"
                      }
                    }
                  },
                  "tweetDisplayType": "Tweet"
                },
                "clientEventInfo": {
                  "component": "tweet",
                  "element": "tweet"
                }
              }
            },
            {
              "entryId": "conversationthread-1935842153072398668",
              "sortIndex": "1953499069234020342",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1935842153072398668-tweet-1935842153072398668",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1935842153072398668",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODY0Njg1MDk5NzUwNzA3MjEw",
                                  "rest_id": "1864685099750707210",
                                  "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 Dec 05 14:56:26 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 34,
                                    "followers_count": 0,
                                    "friends_count": 68,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "",
                                    "media_count": 0,
                                    "name": "Charlie Chen",
                                    "normal_followers_count": 0,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1864685266642063367/pCsng8pz_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "CharlieChe27661",
                                    "statuses_count": 4,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1935842153072398668"
                              ],
                              "editable_until_msecs": "1750379310000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "39",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Thu Jun 19 23:28:30 +0000 2025",
                              "conversation_id_str": "1935774624257843217",
                              "display_text_range": [
                                25,
                                142
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1604278358296055808",
                                    "name": "LlamaIndex 🦙",
                                    "screen_name": "llama_index",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "209600624",
                                    "name": "Tuana",
                                    "screen_name": "tuanacelik",
                                    "indices": [
                                      13,
                                      24
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@llama_index @tuanacelik it's amazing, but when will nosql be supported. It's not easy to migrate old memory block based on mongo to new one.🤔",
                              "in_reply_to_screen_name": "llama_index",
                              "in_reply_to_status_id_str": "1935774624257843217",
                              "in_reply_to_user_id_str": "1604278358296055808",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1864685099750707210",
                              "id_str": "1935842153072398668"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1935842153072398668"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1935797104099696810",
              "sortIndex": "1953499069234020332",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1935797104099696810-tweet-1935797104099696810",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1935797104099696810",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODczMTE4NjcwMDg1NjAzMzMy",
                                  "rest_id": "1873118670085603332",
                                  "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": "Sat Dec 28 21:27:59 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 399,
                                    "followers_count": 30,
                                    "friends_count": 54,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "",
                                    "media_count": 0,
                                    "name": "Llama 🦙",
                                    "normal_followers_count": 30,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1873118670085603332/1735474713",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1873118901417996288/jrZ-DXk3_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "Llammmmaaa",
                                    "statuses_count": 235,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1935797104099696810"
                              ],
                              "editable_until_msecs": "1750368569000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "46",
                              "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 Jun 19 20:29:29 +0000 2025",
                              "conversation_id_str": "1935774624257843217",
                              "display_text_range": [
                                25,
                                32
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1604278358296055808",
                                    "name": "LlamaIndex 🦙",
                                    "screen_name": "llama_index",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "209600624",
                                    "name": "Tuana",
                                    "screen_name": "tuanacelik",
                                    "indices": [
                                      13,
                                      24
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@llama_index @tuanacelik Llama 🦙",
                              "in_reply_to_screen_name": "llama_index",
                              "in_reply_to_status_id_str": "1935774624257843217",
                              "in_reply_to_user_id_str": "1604278358296055808",
                              "is_quote_status": false,
                              "lang": "es",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1873118670085603332",
                              "id_str": "1935797104099696810"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1935797104099696810"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1936059692377149502",
              "sortIndex": "1953499069234020322",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1936059692377149502-tweet-1936059692377149502",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1936059692377149502",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODYyMzYwMTE0Mjg1NDYxNTA0",
                                  "rest_id": "1862360114285461504",
                                  "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 Nov 29 04:57:13 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Vertical farming 🌱, Tokenized plant ownership 💻, dispensary 🛒, Cutting-edge agrotech 🚀, and a 2k plant grow op 🌿—all part of @lochnesssociety 🦕",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "omgrown.life",
                                            "expanded_url": "https://omgrown.life",
                                            "url": "https://t.co/G4Rtdrui2d",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 11709,
                                    "followers_count": 649,
                                    "friends_count": 191,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 3,
                                    "location": "Santa Fe, NM",
                                    "media_count": 1635,
                                    "name": "•TSP Om",
                                    "normal_followers_count": 649,
                                    "pinned_tweet_ids_str": [
                                      "1883139696248922439"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1862360114285461504/1732856568",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1862360196821004288/W7ctRiPa_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "omgrownm",
                                    "statuses_count": 7886,
                                    "translator_type": "none",
                                    "url": "https://t.co/G4Rtdrui2d",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1862362553701048402",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 584,
                                        "name": "Medical & Health",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1936059692377149502"
                              ],
                              "editable_until_msecs": "1750431175000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "19",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Fri Jun 20 13:52:55 +0000 2025",
                              "conversation_id_str": "1935774624257843217",
                              "display_text_range": [
                                25,
                                272
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1604278358296055808",
                                    "name": "LlamaIndex 🦙",
                                    "screen_name": "llama_index",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "209600624",
                                    "name": "Tuana",
                                    "screen_name": "tuanacelik",
                                    "indices": [
                                      13,
                                      24
                                    ]
                                  },
                                  {
                                    "id_str": "209600624",
                                    "name": "Tuana",
                                    "screen_name": "tuanacelik",
                                    "indices": [
                                      212,
                                      223
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@llama_index @tuanacelik Stellar work! In our automated grow labs we blend fact logs (soil pH), static cultivar DNA, and vector embeddings of plant bio-signals to steer autonomous crops. Keen to tune in and hear @tuanacelik explore how flexible memory seeds smarter agents",
                              "in_reply_to_screen_name": "llama_index",
                              "in_reply_to_status_id_str": "1935774624257843217",
                              "in_reply_to_user_id_str": "1604278358296055808",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1862360114285461504",
                              "id_str": "1936059692377149502"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1936059692377149502"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1935783458678231370",
              "sortIndex": "1953499069234020312",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1935783458678231370-tweet-1935783458678231370",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1935783458678231370",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxOTMwMzY4NTU3Nzg0OTIwMDY1",
                                  "rest_id": "1930368557784920065",
                                  "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": "Wed Jun 04 20:58:47 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Because everything is relative. And two dimensional.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 18,
                                    "followers_count": 27,
                                    "friends_count": 73,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "",
                                    "media_count": 75,
                                    "name": "Bizness Matrix",
                                    "normal_followers_count": 27,
                                    "pinned_tweet_ids_str": [
                                      "1935448721254400339"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1930368557784920065/1750483236",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1930369214184914944/ubzAFc41_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "bizmytricks",
                                    "statuses_count": 85,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1935783458678231370"
                              ],
                              "editable_until_msecs": "1750365316000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "55",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 1,
                              "bookmarked": false,
                              "created_at": "Thu Jun 19 19:35:16 +0000 2025",
                              "conversation_id_str": "1935774624257843217",
                              "display_text_range": [
                                25,
                                262
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/ok9FQnA7na",
                                    "expanded_url": "https://x.com/bizmytricks/status/1935783458678231370/photo/1",
                                    "id_str": "1935783439845744642",
                                    "indices": [
                                      263,
                                      286
                                    ],
                                    "media_key": "3_1935783439845744642",
                                    "media_url_https": "https://pbs.twimg.com/media/Gt1IyEYW4AIppmG.png",
                                    "type": "photo",
                                    "url": "https://t.co/ok9FQnA7na",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 279,
                                            "y": 636,
                                            "h": 49,
                                            "w": 49
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 231,
                                            "y": 527,
                                            "h": 40,
                                            "w": 40
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 131,
                                            "y": 298,
                                            "h": 23,
                                            "w": 23
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 279,
                                            "y": 636,
                                            "h": 49,
                                            "w": 49
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1410,
                                        "w": 1448,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 1169,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 662,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1410,
                                      "width": 1448,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1448,
                                          "h": 811
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1410,
                                          "h": 1410
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1237,
                                          "h": 1410
                                        },
                                        {
                                          "x": 190,
                                          "y": 0,
                                          "w": 705,
                                          "h": 1410
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1448,
                                          "h": 1410
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1935783439845744642"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "1604278358296055808",
                                    "name": "LlamaIndex 🦙",
                                    "screen_name": "llama_index",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "209600624",
                                    "name": "Tuana",
                                    "screen_name": "tuanacelik",
                                    "indices": [
                                      13,
                                      24
                                    ]
                                  }
                                ]
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/ok9FQnA7na",
                                    "expanded_url": "https://x.com/bizmytricks/status/1935783458678231370/photo/1",
                                    "id_str": "1935783439845744642",
                                    "indices": [
                                      263,
                                      286
                                    ],
                                    "media_key": "3_1935783439845744642",
                                    "media_url_https": "https://pbs.twimg.com/media/Gt1IyEYW4AIppmG.png",
                                    "type": "photo",
                                    "url": "https://t.co/ok9FQnA7na",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 279,
                                            "y": 636,
                                            "h": 49,
                                            "w": 49
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 231,
                                            "y": 527,
                                            "h": 40,
                                            "w": 40
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 131,
                                            "y": 298,
                                            "h": 23,
                                            "w": 23
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 279,
                                            "y": 636,
                                            "h": 49,
                                            "w": 49
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1410,
                                        "w": 1448,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 1169,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 662,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1410,
                                      "width": 1448,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1448,
                                          "h": 811
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1410,
                                          "h": 1410
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1237,
                                          "h": 1410
                                        },
                                        {
                                          "x": 190,
                                          "y": 0,
                                          "w": 705,
                                          "h": 1410
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1448,
                                          "h": 1410
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1935783439845744642"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@llama_index @tuanacelik Thank you for sharing your approach to agent memory. For reference, we have prepared a business matrix mapping various memory types by Retention (Fleeting vs Enduring) and Fidelity (Fuzzy vs Exact), benchmarked against a vector DB entry. https://t.co/ok9FQnA7na",
                              "in_reply_to_screen_name": "llama_index",
                              "in_reply_to_status_id_str": "1935774624257843217",
                              "in_reply_to_user_id_str": "1604278358296055808",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1930368557784920065",
                              "id_str": "1935783458678231370"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1935783458678231370"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "cursor-bottom-1953499069234020311",
              "sortIndex": "1953499069234020311",
              "content": {
                "entryType": "TimelineTimelineCursor",
                "__typename": "TimelineTimelineCursor",
                "value": "DAAFCgABGxw5Daq__9ULAAIAAABQRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUFVYTNYNHVneHVSVEJyZFFNTzhHcUFSR3QxSXpLaVgwVW9hM2tRSVZCZVFQaHJkVlRXN0Y2Q3EIAAMAAAACAAA",
                "cursorType": "Bottom"
              }
            }
          ]
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Top"
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Bottom"
        }
      ],
      "metadata": {
        "scribeConfig": {
          "page": "ranked_replies"
        }
      }
    }
  }
}