🐦 Twitter Post Details

Viewing enriched Twitter post

@jerryjliu0

The secret sauce to building a spreadsheet/Excel agent is not RAG or text-to-CSV, but giving an agent the right mix of tools to manipulate an Excel file. We recently released an Excel agent capable to doing data transformations and QA over deeply complex Excel files. Here is a… https://t.co/N95Vk5VkKv

Media 1

📊 Media Metadata

{
  "media": [
    {
      "type": "image",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1931383524902453336/media_0.jpg?",
      "filename": "media_0.jpg"
    }
  ],
  "nlp": {
    "sentiment": "positive",
    "topics": [
      "Excel agent",
      "data transformations",
      "QA processes"
    ],
    "entities": [],
    "summary": "The tweet highlights the release of a new Excel agent designed for data transformations and quality assurance in complex Excel files.",
    "language": "en",
    "processed_at": "2025-08-07T11:55:47.028171"
  }
}

🔧 Raw API Response

{
  "data": {
    "threaded_conversation_with_injections_v2": {
      "instructions": [
        {
          "type": "TimelineClearCache"
        },
        {
          "type": "TimelineAddEntries",
          "entries": [
            {
              "entryId": "tweet-1931383524902453336",
              "sortIndex": "1953515402654908416",
              "content": {
                "entryType": "TimelineTimelineItem",
                "__typename": "TimelineTimelineItem",
                "itemContent": {
                  "itemType": "TimelineTweet",
                  "__typename": "TimelineTweet",
                  "tweet_results": {
                    "result": {
                      "__typename": "Tweet",
                      "rest_id": "1931383524902453336",
                      "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": 7776,
                              "followers_count": 64138,
                              "friends_count": 1378,
                              "has_custom_timelines": true,
                              "is_translator": false,
                              "listed_count": 1295,
                              "location": "",
                              "media_count": 1244,
                              "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": 6037,
                              "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": [
                          "1931383524902453336"
                        ],
                        "editable_until_msecs": "1749316290000",
                        "is_edit_eligible": true,
                        "edits_remaining": "5"
                      },
                      "is_translatable": false,
                      "views": {
                        "count": "26113",
                        "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": "Tm90ZVR3ZWV0OjE5MzEzODM1MjQ3ODUwOTA1NjA=",
                            "text": "The secret sauce to building a spreadsheet/Excel agent is not RAG or text-to-CSV, but giving an agent the right mix of tools to manipulate an Excel file.\n\nWe recently released an Excel agent capable to doing data transformations and QA over deeply complex Excel files. Here is a snapshot of the technical architecture 📐🛠️:\n1️⃣ RL-based structure understanding to learn a data model/semantic map of each sheet\n2️⃣ Specialized tools on top of the semantic map to help agents get a layer of understanding over it.\n\nBoth RAG and text-to-CSV techniques suck. The best baseline is just the LLM writing code - but we perform 10-20% better vs. this baseline.\n\nBlog: https://t.co/Opncj6q1VX\n\nIt’s available in private preview, come talk to us if you’re interested! https://t.co/jSuoqbUg39\n\nIn the meantime if you’re interested in parsing other document formats like PDF/Powerpoint, sign up to LlamaCloud: https://t.co/CrsHoZmYmU",
                            "entity_set": {
                              "hashtags": [],
                              "symbols": [],
                              "urls": [
                                {
                                  "display_url": "llamaindex.ai/blog/introduci…",
                                  "expanded_url": "https://www.llamaindex.ai/blog/introducing-the-spreadsheet-agent-in-private-preview",
                                  "url": "https://t.co/Opncj6q1VX",
                                  "indices": [
                                    658,
                                    681
                                  ]
                                },
                                {
                                  "display_url": "llamaindex.ai/contact?utm_ca…",
                                  "expanded_url": "https://www.llamaindex.ai/contact?utm_campaign=excel&utm_medium=jl_socials",
                                  "url": "https://t.co/jSuoqbUg39",
                                  "indices": [
                                    756,
                                    779
                                  ]
                                },
                                {
                                  "display_url": "cloud.llamaindex.ai/?utm_campaign=…",
                                  "expanded_url": "https://cloud.llamaindex.ai/?utm_campaign=excel&utm_medium=jl_socials",
                                  "url": "https://t.co/CrsHoZmYmU",
                                  "indices": [
                                    896,
                                    919
                                  ]
                                }
                              ],
                              "user_mentions": []
                            },
                            "richtext": {
                              "richtext_tags": []
                            },
                            "media": {
                              "inline_media": []
                            }
                          }
                        }
                      },
                      "legacy": {
                        "bookmark_count": 392,
                        "bookmarked": false,
                        "created_at": "Sat Jun 07 16:11:30 +0000 2025",
                        "conversation_id_str": "1931383524902453336",
                        "display_text_range": [
                          0,
                          279
                        ],
                        "entities": {
                          "hashtags": [],
                          "media": [
                            {
                              "display_url": "pic.x.com/N95Vk5VkKv",
                              "expanded_url": "https://x.com/jerryjliu0/status/1931383524902453336/photo/1",
                              "id_str": "1931383503100542976",
                              "indices": [
                                280,
                                303
                              ],
                              "media_key": "3_1931383503100542976",
                              "media_url_https": "https://pbs.twimg.com/media/Gs2nECtbgAA_93W.jpg",
                              "type": "photo",
                              "url": "https://t.co/N95Vk5VkKv",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 1046,
                                  "w": 1166,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 1046,
                                  "w": 1166,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 610,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 1046,
                                "width": 1166,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1166,
                                    "h": 653
                                  },
                                  {
                                    "x": 120,
                                    "y": 0,
                                    "w": 1046,
                                    "h": 1046
                                  },
                                  {
                                    "x": 248,
                                    "y": 0,
                                    "w": 918,
                                    "h": 1046
                                  },
                                  {
                                    "x": 643,
                                    "y": 0,
                                    "w": 523,
                                    "h": 1046
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1166,
                                    "h": 1046
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1931383503100542976"
                                }
                              }
                            }
                          ],
                          "symbols": [],
                          "timestamps": [],
                          "urls": [],
                          "user_mentions": []
                        },
                        "extended_entities": {
                          "media": [
                            {
                              "display_url": "pic.x.com/N95Vk5VkKv",
                              "expanded_url": "https://x.com/jerryjliu0/status/1931383524902453336/photo/1",
                              "id_str": "1931383503100542976",
                              "indices": [
                                280,
                                303
                              ],
                              "media_key": "3_1931383503100542976",
                              "media_url_https": "https://pbs.twimg.com/media/Gs2nECtbgAA_93W.jpg",
                              "type": "photo",
                              "url": "https://t.co/N95Vk5VkKv",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 1046,
                                  "w": 1166,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 1046,
                                  "w": 1166,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 610,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 1046,
                                "width": 1166,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1166,
                                    "h": 653
                                  },
                                  {
                                    "x": 120,
                                    "y": 0,
                                    "w": 1046,
                                    "h": 1046
                                  },
                                  {
                                    "x": 248,
                                    "y": 0,
                                    "w": 918,
                                    "h": 1046
                                  },
                                  {
                                    "x": 643,
                                    "y": 0,
                                    "w": 523,
                                    "h": 1046
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1166,
                                    "h": 1046
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1931383503100542976"
                                }
                              }
                            }
                          ]
                        },
                        "favorite_count": 270,
                        "favorited": false,
                        "full_text": "The secret sauce to building a spreadsheet/Excel agent is not RAG or text-to-CSV, but giving an agent the right mix of tools to manipulate an Excel file.\n\nWe recently released an Excel agent capable to doing data transformations and QA over deeply complex Excel files. Here is a… https://t.co/N95Vk5VkKv",
                        "is_quote_status": false,
                        "lang": "en",
                        "possibly_sensitive": false,
                        "possibly_sensitive_editable": true,
                        "quote_count": 2,
                        "reply_count": 5,
                        "retweet_count": 38,
                        "retweeted": false,
                        "user_id_str": "369777416",
                        "id_str": "1931383524902453336"
                      },
                      "quick_promote_eligibility": {
                        "eligibility": "IneligibleNotProfessional"
                      }
                    }
                  },
                  "tweetDisplayType": "Tweet"
                },
                "clientEventInfo": {
                  "component": "tweet",
                  "element": "tweet"
                }
              }
            },
            {
              "entryId": "conversationthread-1931438497443062260",
              "sortIndex": "1953515402654908406",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1931438497443062260-tweet-1931438497443062260",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1931438497443062260",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoyNzQ2OTY4MTc=",
                                  "rest_id": "274696817",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": false,
                                    "created_at": "Wed Mar 30 21:35:46 +0000 2011",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Passionate about Low Latency, Distributed Systems | Reactive, Realtime, Local-first Apps | Full-(Multi)-Stack Engineer",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "github.com/xmlking",
                                            "expanded_url": "https://github.com/xmlking",
                                            "url": "https://t.co/xMBjfX6uAf",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 23884,
                                    "followers_count": 275,
                                    "friends_count": 510,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 28,
                                    "location": "Riverside, CA",
                                    "media_count": 232,
                                    "name": "Sumanth Chinthagunta (సుమంత్ చింతగుంట)",
                                    "normal_followers_count": 275,
                                    "pinned_tweet_ids_str": [
                                      "1705696736235470859"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/274696817/1491547717",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1611586410687131650/yBYHhTWS_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "xmlking",
                                    "statuses_count": 3607,
                                    "translator_type": "none",
                                    "url": "https://t.co/xMBjfX6uAf",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1931438497443062260"
                              ],
                              "editable_until_msecs": "1749329396000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "334",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 1,
                              "bookmarked": false,
                              "created_at": "Sat Jun 07 19:49:56 +0000 2025",
                              "conversation_id_str": "1931383524902453336",
                              "display_text_range": [
                                25,
                                73
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "369777416",
                                    "name": "Jerry Liu",
                                    "screen_name": "jerryjliu0",
                                    "indices": [
                                      0,
                                      11
                                    ]
                                  },
                                  {
                                    "id_str": "1604278358296055808",
                                    "name": "LlamaIndex 🦙",
                                    "screen_name": "llama_index",
                                    "indices": [
                                      12,
                                      24
                                    ]
                                  },
                                  {
                                    "id_str": "1549829675614146560",
                                    "name": "Agno",
                                    "screen_name": "AgnoAgi",
                                    "indices": [
                                      25,
                                      33
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@jerryjliu0 @llama_index @AgnoAgi good  use case  to add to agno examples",
                              "in_reply_to_screen_name": "jerryjliu0",
                              "in_reply_to_status_id_str": "1931383524902453336",
                              "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": "274696817",
                              "id_str": "1931438497443062260"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1931438497443062260"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1931561216318537875",
              "sortIndex": "1953515402654908396",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1931561216318537875-tweet-1931561216318537875",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1931561216318537875",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjo3MzIxMjYy",
                                  "rest_id": "7321262",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": false,
                                    "created_at": "Sun Jul 08 02:08:25 +0000 2007",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Quantum. Energy. Frequency. Vibration. Time Loop Observer. Constitutionalist.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 167473,
                                    "followers_count": 3195,
                                    "friends_count": 1449,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4,
                                    "location": "Revealed In Christ",
                                    "media_count": 4422,
                                    "name": "JæL",
                                    "normal_followers_count": 3195,
                                    "pinned_tweet_ids_str": [
                                      "1951459253379801207"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1949840169558777856/g-zVnN5u_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "jael_was_here",
                                    "statuses_count": 65443,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1689783655978189183",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": true
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1931561216318537875"
                              ],
                              "editable_until_msecs": "1749358655000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "210",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sun Jun 08 03:57:35 +0000 2025",
                              "conversation_id_str": "1931383524902453336",
                              "display_text_range": [
                                12,
                                66
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "369777416",
                                    "name": "Jerry Liu",
                                    "screen_name": "jerryjliu0",
                                    "indices": [
                                      0,
                                      11
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@jerryjliu0 Yes. \nBuilt my own tools for these purposes last week.",
                              "in_reply_to_screen_name": "jerryjliu0",
                              "in_reply_to_status_id_str": "1931383524902453336",
                              "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": "7321262",
                              "id_str": "1931561216318537875"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1931561216318537875"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1931734361595842864",
              "sortIndex": "1953515402654908386",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1931734361595842864-tweet-1931734361595842864",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "TweetTombstone",
                            "tombstone": {
                              "__typename": "TextTombstone",
                              "text": {
                                "rtl": false,
                                "text": "This Post is unavailable. Learn more",
                                "entities": [
                                  {
                                    "fromIndex": 26,
                                    "toIndex": 36,
                                    "ref": {
                                      "type": "TimelineUrl",
                                      "url": "https://help.twitter.com/rules-and-policies/notices-on-twitter",
                                      "urlType": "ExternalUrl"
                                    }
                                  }
                                ]
                              }
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1931734361595842864"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1931390394396492155",
              "sortIndex": "1953515402654908376",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1931390394396492155-tweet-1931390394396492155",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1931390394396492155",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozNDM5NDU3NQ==",
                                  "rest_id": "34394575",
                                  "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": "Wed Apr 22 20:54:14 +0000 2009",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Head of IT Ops - Automation @Cognizant; Ex-Exec committee member @imcmontessori Karnataka chapter; Ex-Secretary @kans_india; Own views; QT≠reply.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "j.mp/prem_k",
                                            "expanded_url": "http://j.mp/prem_k",
                                            "url": "https://t.co/8X3zvPAafQ",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 21546,
                                    "followers_count": 4545,
                                    "friends_count": 2208,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 622,
                                    "location": "Bengaluru, India",
                                    "media_count": 1726,
                                    "name": "Prem Kumar Aparanji 🤖👶🏼🐘",
                                    "normal_followers_count": 4545,
                                    "pinned_tweet_ids_str": [
                                      "1538078059945152512"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/34394575/1355847398",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1666775973361258498/PS5SvTUT_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "prem_k",
                                    "statuses_count": 56803,
                                    "translator_type": "none",
                                    "url": "https://t.co/8X3zvPAafQ",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1481010704610394114",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1931390394396492155"
                              ],
                              "editable_until_msecs": "1749317928000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "711",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sat Jun 07 16:38:48 +0000 2025",
                              "conversation_id_str": "1931383524902453336",
                              "display_text_range": [
                                12,
                                113
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "369777416",
                                    "name": "Jerry Liu",
                                    "screen_name": "jerryjliu0",
                                    "indices": [
                                      0,
                                      11
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@jerryjliu0 Can it help me fill loads of Excel templates for estimations, forecasting, pricing, etc calculations?",
                              "in_reply_to_screen_name": "jerryjliu0",
                              "in_reply_to_status_id_str": "1931383524902453336",
                              "in_reply_to_user_id_str": "369777416",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "34394575",
                              "id_str": "1931390394396492155"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1931390394396492155"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "cursor-showmorethreads-1953515402654908375",
              "sortIndex": "1953515402654908375",
              "content": {
                "entryType": "TimelineTimelineCursor",
                "__typename": "TimelineTimelineCursor",
                "value": "DAAFCgABGxxH6JZ__9ULAAIAAABQRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUFVYXphY1ZQdHBBV0JyTnJWU3Ntc0Y3R3M3bUtzZFdFVEFhemtpeFFKYUFreHJOMlJTSm02SDAIAAMAAAAHAAA",
                "cursorType": "ShowMoreThreads",
                "displayTreatment": {
                  "actionText": "Show probable spam"
                }
              }
            }
          ]
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Top"
        }
      ],
      "metadata": {
        "scribeConfig": {
          "page": "ranked_replies"
        }
      }
    }
  }
}