🐦 Twitter Post Details

Viewing enriched Twitter post

@strickvl

What began as a side project in late 2024 has grown into something pretty useful! With the latest case studies from @LangChainAI's Interrupt conference, we've now curated over 700 real-world LLMOps implementations. Fresh Production Patterns from the Field: 🏭 Factory: 5,000+… https://t.co/LGy2ixniwv

Media 1

📊 Media Metadata

{
  "media": [
    {
      "type": "image",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1926931903787012315/media_0.jpg?",
      "filename": "media_0.jpg"
    }
  ],
  "nlp": {
    "sentiment": "positive",
    "topics": [
      "side project",
      "LLMOps implementations",
      "case studies"
    ],
    "entities": [
      "LangChainAI"
    ],
    "summary": "A side project has evolved into a valuable resource with over 700 LLMOps implementations showcased through recent case studies.",
    "language": "en",
    "processed_at": "2025-08-07T14:32:09.300521"
  }
}

🔧 Raw API Response

{
  "data": {
    "threaded_conversation_with_injections_v2": {
      "instructions": [
        {
          "type": "TimelineClearCache"
        },
        {
          "type": "TimelineAddEntries",
          "entries": [
            {
              "entryId": "tweet-1926931903787012315",
              "sortIndex": "1953554768718725120",
              "content": {
                "entryType": "TimelineTimelineItem",
                "__typename": "TimelineTimelineItem",
                "itemContent": {
                  "itemType": "TimelineTweet",
                  "__typename": "TimelineTweet",
                  "tweet_results": {
                    "result": {
                      "__typename": "Tweet",
                      "rest_id": "1926931903787012315",
                      "has_birdwatch_notes": false,
                      "core": {
                        "user_results": {
                          "result": {
                            "__typename": "User",
                            "id": "VXNlcjoyNDQ1MTEwOTQ=",
                            "rest_id": "244511094",
                            "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": "Sat Jan 29 13:38:59 +0000 2011",
                              "default_profile": false,
                              "default_profile_image": false,
                              "description": "ML Engineer (@zenml_io), researcher (& author of a few books). 🐘: @strickvl@mathstodon.xyz and 🦋: @strickvl.bsky.social. Created https://t.co/fLFfPSwIx8",
                              "entities": {
                                "description": {
                                  "urls": [
                                    {
                                      "display_url": "geminibyexample.com",
                                      "expanded_url": "http://geminibyexample.com",
                                      "url": "https://t.co/fLFfPSwIx8",
                                      "indices": [
                                        129,
                                        152
                                      ]
                                    }
                                  ]
                                },
                                "url": {
                                  "urls": [
                                    {
                                      "display_url": "mlops.systems",
                                      "expanded_url": "https://mlops.systems",
                                      "url": "https://t.co/27SnsA37Bu",
                                      "indices": [
                                        0,
                                        23
                                      ]
                                    }
                                  ]
                                }
                              },
                              "fast_followers_count": 0,
                              "favourites_count": 6155,
                              "followers_count": 3026,
                              "friends_count": 315,
                              "has_custom_timelines": true,
                              "is_translator": false,
                              "listed_count": 58,
                              "location": "Delft, The Netherlands",
                              "media_count": 185,
                              "name": "Alex Strick van Linschoten",
                              "normal_followers_count": 3026,
                              "pinned_tweet_ids_str": [
                                "1926931903787012315"
                              ],
                              "possibly_sensitive": false,
                              "profile_image_url_https": "https://pbs.twimg.com/profile_images/1769259889459691520/87SAOSFo_normal.jpg",
                              "profile_interstitial_type": "",
                              "screen_name": "strickvl",
                              "statuses_count": 2469,
                              "translator_type": "none",
                              "url": "https://t.co/27SnsA37Bu",
                              "verified": false,
                              "want_retweets": false,
                              "withheld_in_countries": []
                            },
                            "tipjar_settings": {}
                          }
                        }
                      },
                      "unmention_data": {},
                      "edit_control": {
                        "edit_tweet_ids": [
                          "1926931903787012315"
                        ],
                        "editable_until_msecs": "1748254941000",
                        "is_edit_eligible": false,
                        "edits_remaining": "5"
                      },
                      "is_translatable": false,
                      "views": {
                        "count": "8209",
                        "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": "Tm90ZVR3ZWV0OjE5MjY5MzE5MDM0OTc2MTMzMTI=",
                            "text": "What began as a side project in late 2024 has grown into something pretty useful! With the latest case studies from @LangChainAI's Interrupt conference, we've now curated over 700 real-world LLMOps implementations.\n\nFresh Production Patterns from the Field:\n\n🏭 Factory: 5,000+ engineers transitioning to AI-driven development—agents handling entire engineering tasks with subtask decomposition and model predictive control\n\n📈 11x: Zero to multi-agent sales system in 3 months—achieving 2% reply rates matching human SDRs through hierarchical architectures\n\n📊 https://t.co/Nu2usNLCs9: Billion-user scale with LangGraph—100% MoM growth in AI usage, specialized agents for data retrieval and board actions\n\n⚖️ Harvey: Serving 400+ law firms—multi-layered evaluation combining human judgment with automated assessments in high-stakes legal work\n\n🏦 Nubank: Brazil's largest bank deploying LLM systems—80% human accuracy through iterative prompt engineering and fine-tuning\n\nEmerging Patterns Across Industries:\n\n- Hierarchical multi-agent architectures dominating production\n- Rapid POC-to-production cycles (months, not years)\n- Heavy emphasis on observability and human oversight\n- Business outcomes driving technical decisions\n\nWhat makes this collection valuable? These organizations are openly sharing their journeys—the pivots, the unexpected challenges, the architectural decisions that actually moved the needle. This transparency accelerates our collective understanding of what works in production. (Thank you @LangChainAI for publishing these!)\n\nTo the community: Keep these detailed technical presentations coming! Your willingness to share implementation details makes resources like this invaluable for practitioners navigating the LLMOps landscape.\n\n👉 Explore all 710 entries: [Database Link in the thread ⬇️ coz twitter... 🤷‍♂️]\n\n#LLMOps #ProductionAI #MultiAgentSystems #AIEngineering",
                            "entity_set": {
                              "hashtags": [
                                {
                                  "indices": [
                                    1841,
                                    1848
                                  ],
                                  "text": "LLMOps"
                                },
                                {
                                  "indices": [
                                    1849,
                                    1862
                                  ],
                                  "text": "ProductionAI"
                                },
                                {
                                  "indices": [
                                    1863,
                                    1881
                                  ],
                                  "text": "MultiAgentSystems"
                                },
                                {
                                  "indices": [
                                    1882,
                                    1896
                                  ],
                                  "text": "AIEngineering"
                                }
                              ],
                              "symbols": [],
                              "urls": [
                                {
                                  "display_url": "Monday.com",
                                  "expanded_url": "http://Monday.com",
                                  "url": "https://t.co/Nu2usNLCs9",
                                  "indices": [
                                    559,
                                    582
                                  ]
                                }
                              ],
                              "user_mentions": [
                                {
                                  "id_str": "1589007443853340672",
                                  "name": "LangChain",
                                  "screen_name": "LangChainAI",
                                  "indices": [
                                    116,
                                    128
                                  ]
                                },
                                {
                                  "id_str": "1589007443853340672",
                                  "name": "LangChain",
                                  "screen_name": "LangChainAI",
                                  "indices": [
                                    1515,
                                    1527
                                  ]
                                }
                              ]
                            },
                            "richtext": {
                              "richtext_tags": []
                            },
                            "media": {
                              "inline_media": []
                            }
                          }
                        }
                      },
                      "legacy": {
                        "bookmark_count": 41,
                        "bookmarked": false,
                        "created_at": "Mon May 26 09:22:21 +0000 2025",
                        "conversation_id_str": "1926931903787012315",
                        "display_text_range": [
                          0,
                          277
                        ],
                        "entities": {
                          "hashtags": [],
                          "media": [
                            {
                              "display_url": "pic.x.com/LGy2ixniwv",
                              "expanded_url": "https://x.com/strickvl/status/1926931903787012315/photo/1",
                              "ext_alt_text": "Screenshot of the ZenML LLMops database",
                              "id_str": "1926931688497512448",
                              "indices": [
                                278,
                                301
                              ],
                              "media_key": "3_1926931688497512448",
                              "media_url_https": "https://pbs.twimg.com/media/Gr3WKU9WgAAxrsb.jpg",
                              "type": "photo",
                              "url": "https://t.co/LGy2ixniwv",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 597,
                                  "w": 998,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 597,
                                  "w": 998,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 407,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 597,
                                "width": 998,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 998,
                                    "h": 559
                                  },
                                  {
                                    "x": 176,
                                    "y": 0,
                                    "w": 597,
                                    "h": 597
                                  },
                                  {
                                    "x": 212,
                                    "y": 0,
                                    "w": 524,
                                    "h": 597
                                  },
                                  {
                                    "x": 325,
                                    "y": 0,
                                    "w": 299,
                                    "h": 597
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 998,
                                    "h": 597
                                  }
                                ]
                              },
                              "allow_download_status": {
                                "allow_download": true
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1926931688497512448"
                                }
                              }
                            }
                          ],
                          "symbols": [],
                          "timestamps": [],
                          "urls": [],
                          "user_mentions": [
                            {
                              "id_str": "1589007443853340672",
                              "name": "LangChain",
                              "screen_name": "LangChainAI",
                              "indices": [
                                116,
                                128
                              ]
                            }
                          ]
                        },
                        "extended_entities": {
                          "media": [
                            {
                              "display_url": "pic.x.com/LGy2ixniwv",
                              "expanded_url": "https://x.com/strickvl/status/1926931903787012315/photo/1",
                              "ext_alt_text": "Screenshot of the ZenML LLMops database",
                              "id_str": "1926931688497512448",
                              "indices": [
                                278,
                                301
                              ],
                              "media_key": "3_1926931688497512448",
                              "media_url_https": "https://pbs.twimg.com/media/Gr3WKU9WgAAxrsb.jpg",
                              "type": "photo",
                              "url": "https://t.co/LGy2ixniwv",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 597,
                                  "w": 998,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 597,
                                  "w": 998,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 407,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 597,
                                "width": 998,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 998,
                                    "h": 559
                                  },
                                  {
                                    "x": 176,
                                    "y": 0,
                                    "w": 597,
                                    "h": 597
                                  },
                                  {
                                    "x": 212,
                                    "y": 0,
                                    "w": 524,
                                    "h": 597
                                  },
                                  {
                                    "x": 325,
                                    "y": 0,
                                    "w": 299,
                                    "h": 597
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 998,
                                    "h": 597
                                  }
                                ]
                              },
                              "allow_download_status": {
                                "allow_download": true
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1926931688497512448"
                                }
                              }
                            }
                          ]
                        },
                        "favorite_count": 37,
                        "favorited": false,
                        "full_text": "What began as a side project in late 2024 has grown into something pretty useful! With the latest case studies from @LangChainAI's Interrupt conference, we've now curated over 700 real-world LLMOps implementations.\n\nFresh Production Patterns from the Field:\n\n🏭 Factory: 5,000+… https://t.co/LGy2ixniwv",
                        "is_quote_status": false,
                        "lang": "en",
                        "possibly_sensitive": false,
                        "possibly_sensitive_editable": true,
                        "quote_count": 1,
                        "reply_count": 1,
                        "retweet_count": 8,
                        "retweeted": false,
                        "user_id_str": "244511094",
                        "id_str": "1926931903787012315"
                      },
                      "quick_promote_eligibility": {
                        "eligibility": "IneligibleNotProfessional"
                      }
                    }
                  },
                  "tweetDisplayType": "SelfThread"
                },
                "clientEventInfo": {
                  "component": "tweet",
                  "element": "tweet"
                }
              }
            },
            {
              "entryId": "conversationthread-1926931906521669659",
              "sortIndex": "1953554768718725110",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1926931906521669659-tweet-1926931906521669659",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1926931906521669659",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoyNDQ1MTEwOTQ=",
                                  "rest_id": "244511094",
                                  "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": "Sat Jan 29 13:38:59 +0000 2011",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "ML Engineer (@zenml_io), researcher (& author of a few books). 🐘: @strickvl@mathstodon.xyz and 🦋: @strickvl.bsky.social. Created https://t.co/fLFfPSwIx8",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "geminibyexample.com",
                                            "expanded_url": "http://geminibyexample.com",
                                            "url": "https://t.co/fLFfPSwIx8",
                                            "indices": [
                                              129,
                                              152
                                            ]
                                          }
                                        ]
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "mlops.systems",
                                            "expanded_url": "https://mlops.systems",
                                            "url": "https://t.co/27SnsA37Bu",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 6155,
                                    "followers_count": 3026,
                                    "friends_count": 315,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 58,
                                    "location": "Delft, The Netherlands",
                                    "media_count": 185,
                                    "name": "Alex Strick van Linschoten",
                                    "normal_followers_count": 3026,
                                    "pinned_tweet_ids_str": [
                                      "1926931903787012315"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1769259889459691520/87SAOSFo_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "strickvl",
                                    "statuses_count": 2469,
                                    "translator_type": "none",
                                    "url": "https://t.co/27SnsA37Bu",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "card": {
                              "rest_id": "https://t.co/uCq7b79M1N",
                              "legacy": {
                                "binding_values": [
                                  {
                                    "key": "photo_image_full_size_large",
                                    "value": {
                                      "image_value": {
                                        "height": 419,
                                        "width": 800,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=jpg&name=800x419"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image",
                                    "value": {
                                      "image_value": {
                                        "height": 147,
                                        "width": 280,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=jpg&name=280x150"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "description",
                                    "value": {
                                      "string_value": "A curated knowledge base of real-world LLMOps implementations, with detailed summaries and technical notes.",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "domain",
                                    "value": {
                                      "string_value": "www.zenml.io",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_large",
                                    "value": {
                                      "image_value": {
                                        "height": 315,
                                        "width": 600,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=jpg&name=600x600"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "summary_photo_image_small",
                                    "value": {
                                      "image_value": {
                                        "height": 202,
                                        "width": 386,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=jpg&name=386x202"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_original",
                                    "value": {
                                      "image_value": {
                                        "height": 630,
                                        "width": 1200,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=jpg&name=orig"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "photo_image_full_size_small",
                                    "value": {
                                      "image_value": {
                                        "height": 202,
                                        "width": 386,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=jpg&name=386x202"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "summary_photo_image_large",
                                    "value": {
                                      "image_value": {
                                        "height": 419,
                                        "width": 800,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=jpg&name=800x419"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_small",
                                    "value": {
                                      "image_value": {
                                        "height": 76,
                                        "width": 144,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=jpg&name=144x144"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_x_large",
                                    "value": {
                                      "image_value": {
                                        "height": 630,
                                        "width": 1200,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=png&name=2048x2048_2_exp"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "photo_image_full_size_original",
                                    "value": {
                                      "image_value": {
                                        "height": 630,
                                        "width": 1200,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=jpg&name=orig"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "vanity_url",
                                    "value": {
                                      "scribe_key": "vanity_url",
                                      "string_value": "zenml.io",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "photo_image_full_size",
                                    "value": {
                                      "image_value": {
                                        "height": 314,
                                        "width": 600,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=jpg&name=600x314"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_color",
                                    "value": {
                                      "image_color_value": {
                                        "palette": [
                                          {
                                            "rgb": {
                                              "blue": 253,
                                              "green": 246,
                                              "red": 240
                                            },
                                            "percentage": 87.5
                                          },
                                          {
                                            "rgb": {
                                              "blue": 42,
                                              "green": 40,
                                              "red": 37
                                            },
                                            "percentage": 4.06
                                          },
                                          {
                                            "rgb": {
                                              "blue": 252,
                                              "green": 244,
                                              "red": 205
                                            },
                                            "percentage": 2.46
                                          },
                                          {
                                            "rgb": {
                                              "blue": 249,
                                              "green": 193,
                                              "red": 206
                                            },
                                            "percentage": 2.04
                                          },
                                          {
                                            "rgb": {
                                              "blue": 248,
                                              "green": 160,
                                              "red": 181
                                            },
                                            "percentage": 1.18
                                          }
                                        ]
                                      },
                                      "type": "IMAGE_COLOR"
                                    }
                                  },
                                  {
                                    "key": "title",
                                    "value": {
                                      "string_value": "ZenML - LLMOps Database",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "summary_photo_image_color",
                                    "value": {
                                      "image_color_value": {
                                        "palette": [
                                          {
                                            "rgb": {
                                              "blue": 253,
                                              "green": 246,
                                              "red": 240
                                            },
                                            "percentage": 87.5
                                          },
                                          {
                                            "rgb": {
                                              "blue": 42,
                                              "green": 40,
                                              "red": 37
                                            },
                                            "percentage": 4.06
                                          },
                                          {
                                            "rgb": {
                                              "blue": 252,
                                              "green": 244,
                                              "red": 205
                                            },
                                            "percentage": 2.46
                                          },
                                          {
                                            "rgb": {
                                              "blue": 249,
                                              "green": 193,
                                              "red": 206
                                            },
                                            "percentage": 2.04
                                          },
                                          {
                                            "rgb": {
                                              "blue": 248,
                                              "green": 160,
                                              "red": 181
                                            },
                                            "percentage": 1.18
                                          }
                                        ]
                                      },
                                      "type": "IMAGE_COLOR"
                                    }
                                  },
                                  {
                                    "key": "summary_photo_image_x_large",
                                    "value": {
                                      "image_value": {
                                        "height": 630,
                                        "width": 1200,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=png&name=2048x2048_2_exp"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "summary_photo_image",
                                    "value": {
                                      "image_value": {
                                        "height": 314,
                                        "width": 600,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=jpg&name=600x314"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "photo_image_full_size_color",
                                    "value": {
                                      "image_color_value": {
                                        "palette": [
                                          {
                                            "rgb": {
                                              "blue": 253,
                                              "green": 246,
                                              "red": 240
                                            },
                                            "percentage": 87.5
                                          },
                                          {
                                            "rgb": {
                                              "blue": 42,
                                              "green": 40,
                                              "red": 37
                                            },
                                            "percentage": 4.06
                                          },
                                          {
                                            "rgb": {
                                              "blue": 252,
                                              "green": 244,
                                              "red": 205
                                            },
                                            "percentage": 2.46
                                          },
                                          {
                                            "rgb": {
                                              "blue": 249,
                                              "green": 193,
                                              "red": 206
                                            },
                                            "percentage": 2.04
                                          },
                                          {
                                            "rgb": {
                                              "blue": 248,
                                              "green": 160,
                                              "red": 181
                                            },
                                            "percentage": 1.18
                                          }
                                        ]
                                      },
                                      "type": "IMAGE_COLOR"
                                    }
                                  },
                                  {
                                    "key": "photo_image_full_size_x_large",
                                    "value": {
                                      "image_value": {
                                        "height": 630,
                                        "width": 1200,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=png&name=2048x2048_2_exp"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "card_url",
                                    "value": {
                                      "scribe_key": "card_url",
                                      "string_value": "https://t.co/uCq7b79M1N",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "summary_photo_image_original",
                                    "value": {
                                      "image_value": {
                                        "height": 630,
                                        "width": 1200,
                                        "url": "https://pbs.twimg.com/card_img/1952765357732818944/MLyj20Fg?format=jpg&name=orig"
                                      },
                                      "type": "IMAGE"
                                    }
                                  }
                                ],
                                "card_platform": {
                                  "platform": {
                                    "audience": {
                                      "name": "production"
                                    },
                                    "device": {
                                      "name": "Android",
                                      "version": "12"
                                    }
                                  }
                                },
                                "name": "summary_large_image",
                                "url": "https://t.co/uCq7b79M1N",
                                "user_refs_results": []
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1926931906521669659"
                              ],
                              "editable_until_msecs": "1748254941000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "274",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 2,
                              "bookmarked": false,
                              "created_at": "Mon May 26 09:22:21 +0000 2025",
                              "conversation_id_str": "1926931903787012315",
                              "display_text_range": [
                                0,
                                59
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "zenml.io/llmops-database",
                                    "expanded_url": "https://www.zenml.io/llmops-database",
                                    "url": "https://t.co/uCq7b79M1N",
                                    "indices": [
                                      0,
                                      23
                                    ]
                                  }
                                ],
                                "user_mentions": [
                                  {
                                    "id_str": "939499282113101829",
                                    "name": "ZenML",
                                    "screen_name": "zenml_io",
                                    "indices": [
                                      41,
                                      50
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "https://t.co/uCq7b79M1N here's the full \n@zenml_io database",
                              "in_reply_to_screen_name": "strickvl",
                              "in_reply_to_status_id_str": "1926931903787012315",
                              "in_reply_to_user_id_str": "244511094",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "244511094",
                              "id_str": "1926931906521669659"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1926931906521669659"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "cursor-bottom-1953554768718725109",
              "sortIndex": "1953554768718725109",
              "content": {
                "entryType": "TimelineTimelineCursor",
                "__typename": "TimelineTimelineCursor",
                "value": "DAAFCgABGxxrtja___MLAAIAAAAwRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUFJYXZkWmNFcGNnR3hxOTFsdHZsNURiCAADAAAAAgAA",
                "cursorType": "Bottom"
              }
            }
          ]
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Top"
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Bottom"
        }
      ],
      "metadata": {
        "reader_mode_config": {
          "is_reader_mode_available": true
        },
        "scribeConfig": {
          "page": "ranked_replies"
        }
      }
    }
  }
}