🐦 Twitter Post Details

Viewing enriched Twitter post

@jerryjliu0

Obviously naive RAG sucks, but it's pretty clear that agents still need the right retrieval tools in order to access massive amount of enterprise context. 🤖🔎 This is a fantastic blog post by @thesourabhd showing how we've carefully crafted a universal retrieval interface… https://t.co/7I8hDiscxR

Media 1

📊 Media Metadata

{
  "media": [
    {
      "type": "image",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1928183330035425693/media_0.jpg?",
      "filename": "media_0.jpg"
    }
  ],
  "nlp": {
    "sentiment": "neutral",
    "topics": [
      "RAG",
      "retrieval tools",
      "enterprise context"
    ],
    "entities": [
      "@thesourabhd"
    ],
    "summary": "The tweet discusses the necessity of effective retrieval tools for agents while referencing a blog post by a specific user.",
    "language": "en",
    "processed_at": "2025-08-07T14:34:15.566942"
  }
}

🔧 Raw API Response

{
  "data": {
    "threaded_conversation_with_injections_v2": {
      "instructions": [
        {
          "type": "TimelineClearCache"
        },
        {
          "type": "TimelineAddEntries",
          "entries": [
            {
              "entryId": "tweet-1928183330035425693",
              "sortIndex": "1953555297448493056",
              "content": {
                "entryType": "TimelineTimelineItem",
                "__typename": "TimelineTimelineItem",
                "itemContent": {
                  "itemType": "TimelineTweet",
                  "__typename": "TimelineTweet",
                  "tweet_results": {
                    "result": {
                      "__typename": "Tweet",
                      "rest_id": "1928183330035425693",
                      "has_birdwatch_notes": false,
                      "core": {
                        "user_results": {
                          "result": {
                            "__typename": "User",
                            "id": "VXNlcjozNjk3Nzc0MTY=",
                            "rest_id": "369777416",
                            "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": "Wed Sep 07 22:54:31 +0000 2011",
                              "default_profile": true,
                              "default_profile_image": false,
                              "description": "co-founder/CEO @llama_index\n\nCareers: https://t.co/EUnMNmbCtx\nEnterprise: https://t.co/Ht5jwxSrQB",
                              "entities": {
                                "description": {
                                  "urls": [
                                    {
                                      "display_url": "llamaindex.ai/careers",
                                      "expanded_url": "https://www.llamaindex.ai/careers",
                                      "url": "https://t.co/EUnMNmbCtx",
                                      "indices": [
                                        38,
                                        61
                                      ]
                                    },
                                    {
                                      "display_url": "llamaindex.ai/contact",
                                      "expanded_url": "https://www.llamaindex.ai/contact",
                                      "url": "https://t.co/Ht5jwxSrQB",
                                      "indices": [
                                        74,
                                        97
                                      ]
                                    }
                                  ]
                                },
                                "url": {
                                  "urls": [
                                    {
                                      "display_url": "llamaindex.ai",
                                      "expanded_url": "https://www.llamaindex.ai/",
                                      "url": "https://t.co/YiIfjVlzb6",
                                      "indices": [
                                        0,
                                        23
                                      ]
                                    }
                                  ]
                                }
                              },
                              "fast_followers_count": 0,
                              "favourites_count": 7778,
                              "followers_count": 64138,
                              "friends_count": 1378,
                              "has_custom_timelines": true,
                              "is_translator": false,
                              "listed_count": 1295,
                              "location": "",
                              "media_count": 1245,
                              "name": "Jerry Liu",
                              "normal_followers_count": 64138,
                              "pinned_tweet_ids_str": [
                                "1953108641558540720"
                              ],
                              "possibly_sensitive": false,
                              "profile_image_url_https": "https://pbs.twimg.com/profile_images/1283610285031460864/1Q4zYhtb_normal.jpg",
                              "profile_interstitial_type": "",
                              "screen_name": "jerryjliu0",
                              "statuses_count": 6040,
                              "translator_type": "none",
                              "url": "https://t.co/YiIfjVlzb6",
                              "verified": false,
                              "want_retweets": false,
                              "withheld_in_countries": []
                            },
                            "tipjar_settings": {}
                          }
                        }
                      },
                      "unmention_data": {},
                      "edit_control": {
                        "edit_tweet_ids": [
                          "1928183330035425693"
                        ],
                        "editable_until_msecs": "1748553304000",
                        "is_edit_eligible": true,
                        "edits_remaining": "5"
                      },
                      "is_translatable": false,
                      "views": {
                        "count": "22767",
                        "state": "EnabledWithCount"
                      },
                      "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                      "note_tweet": {
                        "is_expandable": true,
                        "note_tweet_results": {
                          "result": {
                            "id": "Tm90ZVR3ZWV0OjE5MjgxODMzMjk4MjE1MjgwNjU=",
                            "text": "Obviously naive RAG sucks, but it's pretty clear that agents still need the right retrieval tools in order to access massive amount of enterprise context. 🤖🔎\n\nThis is a fantastic blog post by @thesourabhd showing how we've carefully crafted a universal retrieval interface within LlamaCloud 💡🔎 - it both lets agents dynamically pull context at the chunk or file-level depending on the content of the question, and also lets the agent pull context from multiple different data sources.\n\nThis way you can define a single index over not only one, but multiple Sharepoint directories, Box folders, GDrive folders, S3 buckets, or all of the above! 🗃️\n\nTwo key takeaways: \n✅ The retrieval interface should let you retrieve entire files, not just chunks, depending on the content of the question \n✅ Different data sources might require different parsing/indexing/chunking settings. The retrieval interface should let you rerank all of them.\n\nThis makes it way easier for an agent to reference a single tool in order to pull in all the context it needs and perform research.\n\nCheck out this fantastic blog post: https://t.co/dpAXLQG8mo\n\nLlamaCloud: https://t.co/TcxdbAmqZX\nCome talk to us if you’re interested: https://t.co/MyZTXdrbHd",
                            "entity_set": {
                              "hashtags": [],
                              "symbols": [],
                              "urls": [
                                {
                                  "display_url": "llamaindex.ai/blog/rag-is-de…",
                                  "expanded_url": "https://www.llamaindex.ai/blog/rag-is-dead-long-live-agentic-retrieval",
                                  "url": "https://t.co/dpAXLQG8mo",
                                  "indices": [
                                    1104,
                                    1127
                                  ]
                                },
                                {
                                  "display_url": "cloud.llamaindex.ai/?utm_campaign=…",
                                  "expanded_url": "https://cloud.llamaindex.ai/?utm_campaign=cloud&utm_medium=jl_socials",
                                  "url": "https://t.co/TcxdbAmqZX",
                                  "indices": [
                                    1141,
                                    1164
                                  ]
                                },
                                {
                                  "display_url": "llamaindex.ai/contact?utm_ca…",
                                  "expanded_url": "https://www.llamaindex.ai/contact?utm_campaign=cloud&utm_medium=jl_socials",
                                  "url": "https://t.co/MyZTXdrbHd",
                                  "indices": [
                                    1203,
                                    1226
                                  ]
                                }
                              ],
                              "user_mentions": [
                                {
                                  "id_str": "1515137577962991618",
                                  "name": "Sourabh Desai",
                                  "screen_name": "thesourabhd",
                                  "indices": [
                                    192,
                                    204
                                  ]
                                }
                              ]
                            },
                            "richtext": {
                              "richtext_tags": [
                                {
                                  "from_index": 82,
                                  "to_index": 98,
                                  "richtext_types": [
                                    "Bold"
                                  ]
                                },
                                {
                                  "from_index": 245,
                                  "to_index": 274,
                                  "richtext_types": [
                                    "Bold"
                                  ]
                                },
                                {
                                  "from_index": 993,
                                  "to_index": 1000,
                                  "richtext_types": [
                                    "Italic"
                                  ]
                                }
                              ]
                            },
                            "media": {
                              "inline_media": []
                            }
                          }
                        }
                      },
                      "quoted_status_result": {
                        "result": {
                          "__typename": "Tweet",
                          "rest_id": "1928142249935917385",
                          "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": 99688,
                                  "friends_count": 28,
                                  "has_custom_timelines": false,
                                  "is_translator": false,
                                  "listed_count": 1571,
                                  "location": "",
                                  "media_count": 1679,
                                  "name": "LlamaIndex 🦙",
                                  "normal_followers_count": 99688,
                                  "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": 3503,
                                  "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": [
                              "1928142249935917385"
                            ],
                            "editable_until_msecs": "1748543510000",
                            "is_edit_eligible": true,
                            "edits_remaining": "5"
                          },
                          "is_translatable": false,
                          "views": {
                            "count": "73124",
                            "state": "EnabledWithCount"
                          },
                          "source": "<a href=\"https://crossposter.llamaindex.ai\" rel=\"nofollow\">LlamaIndex CrossPoster</a>",
                          "note_tweet": {
                            "is_expandable": true,
                            "note_tweet_results": {
                              "result": {
                                "id": "Tm90ZVR3ZWV0OjE5MjgxNDIyNDk3ODQ5MjIxMTM=",
                                "text": "RAG is dead, long live agentic retrieval!\n\nAt LlamaIndex we've been saying for a long time that naive RAG is not enough for a modern application. Following from that conviction, we've built agentic strategies directly into LlamaCloud that you can adopt with just a few lines of code.\n\nIn this blog post we walk you through the evolution of RAG from naive top-k systems to a fully agentic system that intelligently decides which of multiple knowledge bases to query and how to query them.\n\nRead the full post here:\nhttps://t.co/B9A2EGlCgZ",
                                "entity_set": {
                                  "hashtags": [],
                                  "symbols": [],
                                  "urls": [
                                    {
                                      "display_url": "llamaindex.ai/blog/rag-is-de…",
                                      "expanded_url": "https://www.llamaindex.ai/blog/rag-is-dead-long-live-agentic-retrieval",
                                      "url": "https://t.co/B9A2EGlCgZ",
                                      "indices": [
                                        514,
                                        537
                                      ]
                                    }
                                  ],
                                  "user_mentions": []
                                }
                              }
                            }
                          },
                          "legacy": {
                            "bookmark_count": 901,
                            "bookmarked": false,
                            "created_at": "Thu May 29 17:31:50 +0000 2025",
                            "conversation_id_str": "1928142249935917385",
                            "display_text_range": [
                              0,
                              278
                            ],
                            "entities": {
                              "hashtags": [],
                              "media": [
                                {
                                  "display_url": "pic.x.com/7Rh7ohDw3x",
                                  "expanded_url": "https://x.com/llama_index/status/1928142249935917385/photo/1",
                                  "id_str": "1928142246286872584",
                                  "indices": [
                                    279,
                                    302
                                  ],
                                  "media_key": "3_1928142246286872584",
                                  "media_url_https": "https://pbs.twimg.com/media/GsIjKEJaUAglXoJ.jpg",
                                  "type": "photo",
                                  "url": "https://t.co/7Rh7ohDw3x",
                                  "ext_media_availability": {
                                    "status": "Available"
                                  },
                                  "features": {
                                    "large": {
                                      "faces": []
                                    },
                                    "medium": {
                                      "faces": []
                                    },
                                    "small": {
                                      "faces": []
                                    },
                                    "orig": {
                                      "faces": []
                                    }
                                  },
                                  "sizes": {
                                    "large": {
                                      "h": 1057,
                                      "w": 896,
                                      "resize": "fit"
                                    },
                                    "medium": {
                                      "h": 1057,
                                      "w": 896,
                                      "resize": "fit"
                                    },
                                    "small": {
                                      "h": 680,
                                      "w": 576,
                                      "resize": "fit"
                                    },
                                    "thumb": {
                                      "h": 150,
                                      "w": 150,
                                      "resize": "crop"
                                    }
                                  },
                                  "original_info": {
                                    "height": 1057,
                                    "width": 896,
                                    "focus_rects": [
                                      {
                                        "x": 0,
                                        "y": 0,
                                        "w": 896,
                                        "h": 502
                                      },
                                      {
                                        "x": 0,
                                        "y": 0,
                                        "w": 896,
                                        "h": 896
                                      },
                                      {
                                        "x": 0,
                                        "y": 0,
                                        "w": 896,
                                        "h": 1021
                                      },
                                      {
                                        "x": 132,
                                        "y": 0,
                                        "w": 529,
                                        "h": 1057
                                      },
                                      {
                                        "x": 0,
                                        "y": 0,
                                        "w": 896,
                                        "h": 1057
                                      }
                                    ]
                                  },
                                  "media_results": {
                                    "result": {
                                      "media_key": "3_1928142246286872584"
                                    }
                                  }
                                }
                              ],
                              "symbols": [],
                              "timestamps": [],
                              "urls": [],
                              "user_mentions": []
                            },
                            "extended_entities": {
                              "media": [
                                {
                                  "display_url": "pic.x.com/7Rh7ohDw3x",
                                  "expanded_url": "https://x.com/llama_index/status/1928142249935917385/photo/1",
                                  "id_str": "1928142246286872584",
                                  "indices": [
                                    279,
                                    302
                                  ],
                                  "media_key": "3_1928142246286872584",
                                  "media_url_https": "https://pbs.twimg.com/media/GsIjKEJaUAglXoJ.jpg",
                                  "type": "photo",
                                  "url": "https://t.co/7Rh7ohDw3x",
                                  "ext_media_availability": {
                                    "status": "Available"
                                  },
                                  "features": {
                                    "large": {
                                      "faces": []
                                    },
                                    "medium": {
                                      "faces": []
                                    },
                                    "small": {
                                      "faces": []
                                    },
                                    "orig": {
                                      "faces": []
                                    }
                                  },
                                  "sizes": {
                                    "large": {
                                      "h": 1057,
                                      "w": 896,
                                      "resize": "fit"
                                    },
                                    "medium": {
                                      "h": 1057,
                                      "w": 896,
                                      "resize": "fit"
                                    },
                                    "small": {
                                      "h": 680,
                                      "w": 576,
                                      "resize": "fit"
                                    },
                                    "thumb": {
                                      "h": 150,
                                      "w": 150,
                                      "resize": "crop"
                                    }
                                  },
                                  "original_info": {
                                    "height": 1057,
                                    "width": 896,
                                    "focus_rects": [
                                      {
                                        "x": 0,
                                        "y": 0,
                                        "w": 896,
                                        "h": 502
                                      },
                                      {
                                        "x": 0,
                                        "y": 0,
                                        "w": 896,
                                        "h": 896
                                      },
                                      {
                                        "x": 0,
                                        "y": 0,
                                        "w": 896,
                                        "h": 1021
                                      },
                                      {
                                        "x": 132,
                                        "y": 0,
                                        "w": 529,
                                        "h": 1057
                                      },
                                      {
                                        "x": 0,
                                        "y": 0,
                                        "w": 896,
                                        "h": 1057
                                      }
                                    ]
                                  },
                                  "media_results": {
                                    "result": {
                                      "media_key": "3_1928142246286872584"
                                    }
                                  }
                                }
                              ]
                            },
                            "favorite_count": 788,
                            "favorited": false,
                            "full_text": "RAG is dead, long live agentic retrieval!\n\nAt LlamaIndex we've been saying for a long time that naive RAG is not enough for a modern application. Following from that conviction, we've built agentic strategies directly into LlamaCloud that you can adopt with just a few lines of… https://t.co/7Rh7ohDw3x",
                            "is_quote_status": false,
                            "lang": "en",
                            "possibly_sensitive": false,
                            "possibly_sensitive_editable": true,
                            "quote_count": 12,
                            "reply_count": 8,
                            "retweet_count": 142,
                            "retweeted": false,
                            "user_id_str": "1604278358296055808",
                            "id_str": "1928142249935917385"
                          }
                        }
                      },
                      "legacy": {
                        "bookmark_count": 276,
                        "bookmarked": false,
                        "created_at": "Thu May 29 20:15:04 +0000 2025",
                        "conversation_id_str": "1928183330035425693",
                        "display_text_range": [
                          0,
                          273
                        ],
                        "entities": {
                          "hashtags": [],
                          "media": [
                            {
                              "display_url": "pic.x.com/7I8hDiscxR",
                              "expanded_url": "https://x.com/jerryjliu0/status/1928183330035425693/photo/1",
                              "id_str": "1928183301325344768",
                              "indices": [
                                274,
                                297
                              ],
                              "media_key": "3_1928183301325344768",
                              "media_url_https": "https://pbs.twimg.com/media/GsJIfyFWUAA2oB3.jpg",
                              "type": "photo",
                              "url": "https://t.co/7I8hDiscxR",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 1344,
                                  "w": 1920,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 840,
                                  "w": 1200,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 476,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 1344,
                                "width": 1920,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 269,
                                    "w": 1920,
                                    "h": 1075
                                  },
                                  {
                                    "x": 288,
                                    "y": 0,
                                    "w": 1344,
                                    "h": 1344
                                  },
                                  {
                                    "x": 371,
                                    "y": 0,
                                    "w": 1179,
                                    "h": 1344
                                  },
                                  {
                                    "x": 624,
                                    "y": 0,
                                    "w": 672,
                                    "h": 1344
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1920,
                                    "h": 1344
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1928183301325344768"
                                }
                              }
                            }
                          ],
                          "symbols": [],
                          "timestamps": [],
                          "urls": [],
                          "user_mentions": [
                            {
                              "id_str": "1515137577962991618",
                              "name": "Sourabh Desai",
                              "screen_name": "thesourabhd",
                              "indices": [
                                192,
                                204
                              ]
                            }
                          ]
                        },
                        "extended_entities": {
                          "media": [
                            {
                              "display_url": "pic.x.com/7I8hDiscxR",
                              "expanded_url": "https://x.com/jerryjliu0/status/1928183330035425693/photo/1",
                              "id_str": "1928183301325344768",
                              "indices": [
                                274,
                                297
                              ],
                              "media_key": "3_1928183301325344768",
                              "media_url_https": "https://pbs.twimg.com/media/GsJIfyFWUAA2oB3.jpg",
                              "type": "photo",
                              "url": "https://t.co/7I8hDiscxR",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 1344,
                                  "w": 1920,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 840,
                                  "w": 1200,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 476,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 1344,
                                "width": 1920,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 269,
                                    "w": 1920,
                                    "h": 1075
                                  },
                                  {
                                    "x": 288,
                                    "y": 0,
                                    "w": 1344,
                                    "h": 1344
                                  },
                                  {
                                    "x": 371,
                                    "y": 0,
                                    "w": 1179,
                                    "h": 1344
                                  },
                                  {
                                    "x": 624,
                                    "y": 0,
                                    "w": 672,
                                    "h": 1344
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1920,
                                    "h": 1344
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1928183301325344768"
                                }
                              }
                            }
                          ]
                        },
                        "favorite_count": 206,
                        "favorited": false,
                        "full_text": "Obviously naive RAG sucks, but it's pretty clear that agents still need the right retrieval tools in order to access massive amount of enterprise context. 🤖🔎\n\nThis is a fantastic blog post by @thesourabhd showing how we've carefully crafted a universal retrieval interface… https://t.co/7I8hDiscxR",
                        "is_quote_status": true,
                        "lang": "en",
                        "possibly_sensitive": false,
                        "possibly_sensitive_editable": true,
                        "quote_count": 2,
                        "quoted_status_id_str": "1928142249935917385",
                        "quoted_status_permalink": {
                          "url": "https://t.co/xcEfVv9doT",
                          "expanded": "https://twitter.com/llama_index/status/1928142249935917385",
                          "display": "x.com/llama_index/st…"
                        },
                        "reply_count": 8,
                        "retweet_count": 29,
                        "retweeted": false,
                        "user_id_str": "369777416",
                        "id_str": "1928183330035425693"
                      },
                      "quick_promote_eligibility": {
                        "eligibility": "IneligibleNotProfessional"
                      }
                    }
                  },
                  "tweetDisplayType": "Tweet"
                },
                "clientEventInfo": {
                  "component": "tweet",
                  "element": "tweet"
                }
              }
            },
            {
              "entryId": "conversationthread-1928185191131980022",
              "sortIndex": "1953555297448493046",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928185191131980022-tweet-1928185191131980022",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928185191131980022",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjo1ODE5ODg0MA==",
                                  "rest_id": "58198840",
                                  "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": "Sun Jul 19 13:44:42 +0000 2009",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Search is the natural abstraction for augmenting AI with evolving reality",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 20094,
                                    "followers_count": 18209,
                                    "friends_count": 1318,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 308,
                                    "location": "Trondheim, Norge",
                                    "media_count": 1648,
                                    "name": "Jo Kristian Bergum",
                                    "normal_followers_count": 18209,
                                    "pinned_tweet_ids_str": [
                                      "1906631610952270158"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/58198840/1643416195",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1248020121378902017/Pt5ddq09_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "jobergum",
                                    "statuses_count": 13897,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928185191131980022"
                              ],
                              "editable_until_msecs": "1748553748000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "422",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 1,
                              "bookmarked": false,
                              "created_at": "Thu May 29 20:22:28 +0000 2025",
                              "conversation_id_str": "1928183330035425693",
                              "display_text_range": [
                                25,
                                87
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "369777416",
                                    "name": "Jerry Liu",
                                    "screen_name": "jerryjliu0",
                                    "indices": [
                                      0,
                                      11
                                    ]
                                  },
                                  {
                                    "id_str": "1515137577962991618",
                                    "name": "Sourabh Desai",
                                    "screen_name": "thesourabhd",
                                    "indices": [
                                      12,
                                      24
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@jerryjliu0 @thesourabhd Looking forward to seeing you at ai engineer world fair Jerry!",
                              "in_reply_to_screen_name": "jerryjliu0",
                              "in_reply_to_status_id_str": "1928183330035425693",
                              "in_reply_to_user_id_str": "369777416",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "58198840",
                              "id_str": "1928185191131980022"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928185191131980022"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928201145408713209",
              "sortIndex": "1953555297448493036",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928201145408713209-tweet-1928201145408713209",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928201145408713209",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjI4MjkwMTUzNDIzOTY2MjA4",
                                  "rest_id": "1628290153423966208",
                                  "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": "Wed Feb 22 07:06:53 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "#buildinpublic\nFounder of @SynthMind_AI\nAI marketing worker to generate free traffic and client leads 24/7\n👇Click here. DM me if you want 1-month free trial",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "synthmind.app/?utm_source=t2",
                                            "expanded_url": "https://synthmind.app/?utm_source=t2",
                                            "url": "https://t.co/fW45XqaFL1",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 2238,
                                    "followers_count": 2603,
                                    "friends_count": 1930,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 12,
                                    "location": "",
                                    "media_count": 95,
                                    "name": "Jilong | We provide AI marketer - 24/7 marketing",
                                    "normal_followers_count": 2603,
                                    "pinned_tweet_ids_str": [
                                      "1902546436463718467"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1628290153423966208/1705637095",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1748194797779881984/FwtMAYZQ_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "Jilong123456",
                                    "statuses_count": 9284,
                                    "translator_type": "none",
                                    "url": "https://t.co/fW45XqaFL1",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928201145408713209"
                              ],
                              "editable_until_msecs": "1748557551000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "181",
                              "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 21:25:51 +0000 2025",
                              "conversation_id_str": "1928183330035425693",
                              "display_text_range": [
                                25,
                                59
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "369777416",
                                    "name": "Jerry Liu",
                                    "screen_name": "jerryjliu0",
                                    "indices": [
                                      0,
                                      11
                                    ]
                                  },
                                  {
                                    "id_str": "1515137577962991618",
                                    "name": "Sourabh Desai",
                                    "screen_name": "thesourabhd",
                                    "indices": [
                                      12,
                                      24
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@jerryjliu0 @thesourabhd Agents crave curated data streams.",
                              "in_reply_to_screen_name": "jerryjliu0",
                              "in_reply_to_status_id_str": "1928183330035425693",
                              "in_reply_to_user_id_str": "369777416",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1628290153423966208",
                              "id_str": "1928201145408713209"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928201145408713209"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928191771651047819",
              "sortIndex": "1953555297448493026",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928191771651047819-tweet-1928191771651047819",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928191771651047819",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMzMyNzE0OTYyMzQ3ODE0OTEy",
                                  "rest_id": "1332714962347814912",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Sat Nov 28 15:56:38 +0000 2020",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Your friendly neighborhood AI guy",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 80,
                                    "followers_count": 58,
                                    "friends_count": 788,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Austin, Texas",
                                    "media_count": 0,
                                    "name": "Delon Saks",
                                    "normal_followers_count": 58,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1332714962347814912/1747612491",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1711761013278699520/4I4D93TW_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "DelonS___",
                                    "statuses_count": 34,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928191771651047819"
                              ],
                              "editable_until_msecs": "1748555317000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "218",
                              "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 20:48:37 +0000 2025",
                              "conversation_id_str": "1928183330035425693",
                              "display_text_range": [
                                25,
                                125
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "369777416",
                                    "name": "Jerry Liu",
                                    "screen_name": "jerryjliu0",
                                    "indices": [
                                      0,
                                      11
                                    ]
                                  },
                                  {
                                    "id_str": "1515137577962991618",
                                    "name": "Sourabh Desai",
                                    "screen_name": "thesourabhd",
                                    "indices": [
                                      12,
                                      24
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@jerryjliu0 @thesourabhd Love how this abstraction wipes out a ton of boilerplate I used to hand-roll myself, huge time-saver",
                              "in_reply_to_screen_name": "jerryjliu0",
                              "in_reply_to_status_id_str": "1928183330035425693",
                              "in_reply_to_user_id_str": "369777416",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1332714962347814912",
                              "id_str": "1928191771651047819"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928191771651047819"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928840683709763972",
              "sortIndex": "1953555297448493016",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928840683709763972-tweet-1928840683709763972",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928840683709763972",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODAzOTg1NzY5MTUwNjc2OTky",
                                  "rest_id": "1803985769150676992",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Fri Jun 21 02:59:12 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "World’s most trustworthy and accurate evaluation, observability and optimization tool for multimodal AI.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "futureagi.com",
                                            "expanded_url": "http://www.futureagi.com",
                                            "url": "https://t.co/GRrL0gc69k",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 1106,
                                    "followers_count": 225,
                                    "friends_count": 170,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "San Francisco Bay Area",
                                    "media_count": 430,
                                    "name": "Future AGI",
                                    "normal_followers_count": 225,
                                    "pinned_tweet_ids_str": [
                                      "1889351199796719743"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1803985769150676992/1747212284",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1877222686767685632/muLMYpqS_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "FutureAGI_",
                                    "statuses_count": 1211,
                                    "translator_type": "none",
                                    "url": "https://t.co/GRrL0gc69k",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928840683709763972"
                              ],
                              "editable_until_msecs": "1748710029000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "46",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sat May 31 15:47:09 +0000 2025",
                              "conversation_id_str": "1928183330035425693",
                              "display_text_range": [
                                25,
                                158
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "369777416",
                                    "name": "Jerry Liu",
                                    "screen_name": "jerryjliu0",
                                    "indices": [
                                      0,
                                      11
                                    ]
                                  },
                                  {
                                    "id_str": "1515137577962991618",
                                    "name": "Sourabh Desai",
                                    "screen_name": "thesourabhd",
                                    "indices": [
                                      12,
                                      24
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@jerryjliu0 @thesourabhd these are the reasons universal retrieval interfaces outperform classic RAG: adaptive recall granularity + better agent orchestration",
                              "in_reply_to_screen_name": "jerryjliu0",
                              "in_reply_to_status_id_str": "1928183330035425693",
                              "in_reply_to_user_id_str": "369777416",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1803985769150676992",
                              "id_str": "1928840683709763972"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928840683709763972"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928199161179963703",
              "sortIndex": "1953555297448493006",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928199161179963703-tweet-1928199161179963703",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928199161179963703",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNzY3ODI0NjIwNDY2NDAxMjgw",
                                  "rest_id": "1767824620466401280",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Wed Mar 13 08:07:16 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "mostly notes to self",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 3369,
                                    "followers_count": 138,
                                    "friends_count": 1589,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Paris",
                                    "media_count": 20,
                                    "name": "FoundationModels",
                                    "normal_followers_count": 138,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1816974893193338880/kPrghiCz_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "ramanfr",
                                    "statuses_count": 2861,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1808119188076036442",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 144,
                                        "name": "Education",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928199161179963703"
                              ],
                              "editable_until_msecs": "1748557078000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "156",
                              "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 21:17:58 +0000 2025",
                              "conversation_id_str": "1928183330035425693",
                              "display_text_range": [
                                25,
                                93
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "369777416",
                                    "name": "Jerry Liu",
                                    "screen_name": "jerryjliu0",
                                    "indices": [
                                      0,
                                      11
                                    ]
                                  },
                                  {
                                    "id_str": "1515137577962991618",
                                    "name": "Sourabh Desai",
                                    "screen_name": "thesourabhd",
                                    "indices": [
                                      12,
                                      24
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@jerryjliu0 @thesourabhd What are the best natural language search methods for data in PSQL ?",
                              "in_reply_to_screen_name": "jerryjliu0",
                              "in_reply_to_status_id_str": "1928183330035425693",
                              "in_reply_to_user_id_str": "369777416",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1767824620466401280",
                              "id_str": "1928199161179963703"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928199161179963703"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928193079594639817",
              "sortIndex": "1953555297448492996",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928193079594639817-tweet-1928193079594639817",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928193079594639817",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODQ1ODkwOTA0MTUxNzI4MTI4",
                                  "rest_id": "1845890904151728128",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Mon Oct 14 18:14:27 +0000 2024",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "The autonomous company",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "o-mega.ai",
                                            "expanded_url": "https://o-mega.ai",
                                            "url": "https://t.co/ECC6zpnYw9",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 145,
                                    "followers_count": 176,
                                    "friends_count": 244,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "San Francisco, CA",
                                    "media_count": 14,
                                    "name": "o-mega.ai",
                                    "normal_followers_count": 176,
                                    "pinned_tweet_ids_str": [
                                      "1935241092808720886"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1845890904151728128/1748851090",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1929439233095122944/vn_Y92Li_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "o_mega___",
                                    "statuses_count": 1624,
                                    "translator_type": "none",
                                    "url": "https://t.co/ECC6zpnYw9",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928193079594639817"
                              ],
                              "editable_until_msecs": "1748555628000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "155",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://o-mega.ai\" rel=\"nofollow\">feel-the-omega</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5MjgxOTMwNzkzOTc0NzAyMTI=",
                                  "text": "Latest retrieval architectures have moved past static RAG to agent-driven interfaces that unify disparate enterprise data sources through modular APIs—minimizing re-indexing cycles and bridging the gap between search and multi-agent orchestration. Jerry Liu’s work at @LlamaIndexHQ aligns with the growing focus on agentic reasoning and automated workflow adaptation seen in high-scale deployments, as recently detailed at SingleStore NOW 2024 and Ray Summit. @thesourabhd’s recent interface blog (https://t.co/3MjbFhW5zb) provides essential context for how retrieval strategy standardization underpins reliable agent outputs and sustainable maintenance for enterprise LLM ops.",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [
                                      {
                                        "display_url": "t.co/xcEfVv9doT",
                                        "expanded_url": "https://twitter.com/llama_index/status/1928142249935917385",
                                        "url": "https://t.co/3MjbFhW5zb",
                                        "indices": [
                                          498,
                                          521
                                        ]
                                      }
                                    ],
                                    "user_mentions": [
                                      {
                                        "id_str": "1515137577962991618",
                                        "name": "Sourabh Desai",
                                        "screen_name": "thesourabhd",
                                        "indices": [
                                          460,
                                          472
                                        ]
                                      }
                                    ]
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Thu May 29 20:53:48 +0000 2025",
                              "conversation_id_str": "1928183330035425693",
                              "display_text_range": [
                                25,
                                293
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "369777416",
                                    "name": "Jerry Liu",
                                    "screen_name": "jerryjliu0",
                                    "indices": [
                                      0,
                                      11
                                    ]
                                  },
                                  {
                                    "id_str": "1515137577962991618",
                                    "name": "Sourabh Desai",
                                    "screen_name": "thesourabhd",
                                    "indices": [
                                      12,
                                      24
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@jerryjliu0 @thesourabhd Latest retrieval architectures have moved past static RAG to agent-driven interfaces that unify disparate enterprise data sources through modular APIs—minimizing re-indexing cycles and bridging the gap between search and multi-agent orchestration. Jerry Liu’s work at…",
                              "in_reply_to_screen_name": "jerryjliu0",
                              "in_reply_to_status_id_str": "1928183330035425693",
                              "in_reply_to_user_id_str": "369777416",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1845890904151728128",
                              "id_str": "1928193079594639817"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928193079594639817"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928251948697845937",
              "sortIndex": "1953555297448492986",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928251948697845937-tweet-1928251948697845937",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928251948697845937",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozMDc0NTEwNTk=",
                                  "rest_id": "307451059",
                                  "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": "Sun May 29 17:18:48 +0000 2011",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Web3 Dev, Solidity, Hardhat, React, Node #crypto",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 135133,
                                    "followers_count": 1385,
                                    "friends_count": 6914,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 55,
                                    "location": "",
                                    "media_count": 253,
                                    "name": "ImRobot",
                                    "normal_followers_count": 1385,
                                    "pinned_tweet_ids_str": [
                                      "1492703886653730820"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/307451059/1452603620",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1907082299964833792/hNTtpK_X_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "th3nolo",
                                    "statuses_count": 16121,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928251948697845937"
                              ],
                              "editable_until_msecs": "1748569664000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "116",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Fri May 30 00:47:44 +0000 2025",
                              "conversation_id_str": "1928183330035425693",
                              "display_text_range": [
                                25,
                                44
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "369777416",
                                    "name": "Jerry Liu",
                                    "screen_name": "jerryjliu0",
                                    "indices": [
                                      0,
                                      11
                                    ]
                                  },
                                  {
                                    "id_str": "1515137577962991618",
                                    "name": "Sourabh Desai",
                                    "screen_name": "thesourabhd",
                                    "indices": [
                                      12,
                                      24
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@jerryjliu0 @thesourabhd How can i use this?",
                              "in_reply_to_screen_name": "jerryjliu0",
                              "in_reply_to_status_id_str": "1928183330035425693",
                              "in_reply_to_user_id_str": "369777416",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "307451059",
                              "id_str": "1928251948697845937"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928251948697845937"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1928574454029803936",
              "sortIndex": "1953555297448492976",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1928574454029803936-tweet-1928574454029803936",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1928574454029803936",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjAxMzI1MDYyMDYxMjc3MTkx",
                                  "rest_id": "1601325062061277191",
                                  "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": "Fri Dec 09 21:17:13 +0000 2022",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Serial Shipper • HoldCo • M&A • former Warren Buffett executive.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "jivoo.com",
                                            "expanded_url": "http://jivoo.com",
                                            "url": "https://t.co/3qWlsdibE5",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 570,
                                    "followers_count": 847,
                                    "friends_count": 158,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 17,
                                    "location": "Most East Cost",
                                    "media_count": 140,
                                    "name": "Steve Fowler",
                                    "normal_followers_count": 847,
                                    "pinned_tweet_ids_str": [
                                      "1656675016002637835"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1601325062061277191/1753286028",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1654499082222596098/umIHmcmo_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "Steve_Fowler_",
                                    "statuses_count": 1514,
                                    "translator_type": "none",
                                    "url": "https://t.co/3qWlsdibE5",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1646568234051567616",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 477,
                                        "name": "Professional Services",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": true
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1928574454029803936"
                              ],
                              "editable_until_msecs": "1748646555000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "9",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Fri May 30 22:09:15 +0000 2025",
                              "conversation_id_str": "1928183330035425693",
                              "display_text_range": [
                                25,
                                80
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "369777416",
                                    "name": "Jerry Liu",
                                    "screen_name": "jerryjliu0",
                                    "indices": [
                                      0,
                                      11
                                    ]
                                  },
                                  {
                                    "id_str": "1515137577962991618",
                                    "name": "Sourabh Desai",
                                    "screen_name": "thesourabhd",
                                    "indices": [
                                      12,
                                      24
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@jerryjliu0 @thesourabhd We will still need AI pipeline architects for some time",
                              "in_reply_to_screen_name": "jerryjliu0",
                              "in_reply_to_status_id_str": "1928183330035425693",
                              "in_reply_to_user_id_str": "369777416",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1601325062061277191",
                              "id_str": "1928574454029803936"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1928574454029803936"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "cursor-bottom-1953555297448492975",
              "sortIndex": "1953555297448492975",
              "content": {
                "entryType": "TimelineTimelineCursor",
                "__typename": "TimelineTimelineCursor",
                "value": "DAAFCgABGxxsMVF__60LAAIAAAB8RW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUFrYXdsYnJ5bGFCTnhyQ1VXUFBtdUhKR3NTZVllVFhrWVFhdzZ3L2QxYmhvQnJDV0xuSGxuSDVHc0pJaGRDWFlaMGF3bEF6U0JlQml4ckNodTVYbHdDeEdzSktOeUtYSVBZPQgAAwAAAAIAAA",
                "cursorType": "Bottom"
              }
            }
          ]
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Top"
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Bottom"
        }
      ],
      "metadata": {
        "scribeConfig": {
          "page": "ranked_replies"
        }
      }
    }
  }
}