🐦 Twitter Post Details

Viewing enriched Twitter post

@HamelHusain

How should you go about generating synthetic data for LLM Evals? - How many examples? What should your prompt be? Should you test everything? FAQ #2 from our course https://t.co/97lB8uXm2p https://t.co/liLRhIPjva

Media 1

📊 Media Metadata

{
  "media": [
    {
      "type": "image",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1927514258281021623/media_0.jpg?",
      "filename": "media_0.jpg"
    }
  ],
  "nlp": {
    "sentiment": "neutral",
    "topics": [
      "synthetic data",
      "LLM Evals",
      "course FAQ"
    ],
    "entities": [],
    "summary": "The tweet discusses generating synthetic data for LLM evaluations and poses questions about examples and prompts.",
    "language": "en",
    "processed_at": "2025-08-07T14:45:33.778676"
  },
  "score": 0.576,
  "score_components": {
    "author": 0.09,
    "engagement": 0.11100540440200275,
    "quality": 0.16000000000000003,
    "source": 0.09,
    "nlp": 0.1,
    "recency": 0.025
  },
  "scored_at": "2025-08-09T13:50:03.583622",
  "import_source": "batch_import_aug2025",
  "source_tagged_at": "2025-08-09T13:50:03.583635",
  "enriched": true,
  "enriched_at": "2025-08-09T13:50:03.583638"
}

🔧 Raw API Response

{
  "data": {
    "threaded_conversation_with_injections_v2": {
      "instructions": [
        {
          "type": "TimelineClearCache"
        },
        {
          "type": "TimelineAddEntries",
          "entries": [
            {
              "entryId": "tweet-1927514258281021623",
              "sortIndex": "1953558112443039744",
              "content": {
                "entryType": "TimelineTimelineItem",
                "__typename": "TimelineTimelineItem",
                "itemContent": {
                  "itemType": "TimelineTweet",
                  "__typename": "TimelineTweet",
                  "tweet_results": {
                    "result": {
                      "__typename": "Tweet",
                      "rest_id": "1927514258281021623",
                      "has_birdwatch_notes": false,
                      "core": {
                        "user_results": {
                          "result": {
                            "__typename": "User",
                            "id": "VXNlcjo4MjU3NjY2NDA=",
                            "rest_id": "825766640",
                            "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 Sep 15 18:45:02 +0000 2012",
                              "default_profile": false,
                              "default_profile_image": false,
                              "description": "Evals evals evals https://t.co/Zrmp6LRd9c\n\nAbout Me: https://t.co/P6WyeKkyTa",
                              "entities": {
                                "description": {
                                  "urls": [
                                    {
                                      "display_url": "evals.info",
                                      "expanded_url": "http://evals.info",
                                      "url": "https://t.co/Zrmp6LRd9c",
                                      "indices": [
                                        18,
                                        41
                                      ]
                                    },
                                    {
                                      "display_url": "hamel.dev",
                                      "expanded_url": "https://hamel.dev",
                                      "url": "https://t.co/P6WyeKkyTa",
                                      "indices": [
                                        53,
                                        76
                                      ]
                                    }
                                  ]
                                },
                                "url": {
                                  "urls": [
                                    {
                                      "display_url": "evals.info",
                                      "expanded_url": "http://evals.info",
                                      "url": "https://t.co/Zrmp6LRd9c",
                                      "indices": [
                                        0,
                                        23
                                      ]
                                    }
                                  ]
                                }
                              },
                              "fast_followers_count": 0,
                              "favourites_count": 15032,
                              "followers_count": 37284,
                              "friends_count": 2185,
                              "has_custom_timelines": true,
                              "is_translator": false,
                              "listed_count": 860,
                              "location": "Looking at the data",
                              "media_count": 1354,
                              "name": "Hamel Husain",
                              "normal_followers_count": 37284,
                              "pinned_tweet_ids_str": [
                                "1953244495430205585"
                              ],
                              "possibly_sensitive": false,
                              "profile_banner_url": "https://pbs.twimg.com/profile_banners/825766640/1735797063",
                              "profile_image_url_https": "https://pbs.twimg.com/profile_images/1287206199088173057/ixE4fKy1_normal.jpg",
                              "profile_interstitial_type": "",
                              "screen_name": "HamelHusain",
                              "statuses_count": 14384,
                              "translator_type": "none",
                              "url": "https://t.co/Zrmp6LRd9c",
                              "verified": false,
                              "want_retweets": false,
                              "withheld_in_countries": []
                            },
                            "tipjar_settings": {}
                          }
                        }
                      },
                      "unmention_data": {},
                      "edit_control": {
                        "edit_tweet_ids": [
                          "1927514258281021623"
                        ],
                        "editable_until_msecs": "1748393785000",
                        "is_edit_eligible": false,
                        "edits_remaining": "5"
                      },
                      "is_translatable": false,
                      "views": {
                        "count": "7893",
                        "state": "EnabledWithCount"
                      },
                      "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                      "legacy": {
                        "bookmark_count": 152,
                        "bookmarked": false,
                        "created_at": "Tue May 27 23:56:25 +0000 2025",
                        "conversation_id_str": "1927514258281021623",
                        "display_text_range": [
                          0,
                          195
                        ],
                        "entities": {
                          "hashtags": [],
                          "media": [
                            {
                              "display_url": "pic.x.com/liLRhIPjva",
                              "expanded_url": "https://x.com/HamelHusain/status/1927514258281021623/photo/1",
                              "id_str": "1927513484339666944",
                              "indices": [
                                196,
                                219
                              ],
                              "media_key": "3_1927513484339666944",
                              "media_url_https": "https://pbs.twimg.com/media/Gr_nTTXXYAAT7kd.png",
                              "type": "photo",
                              "url": "https://t.co/liLRhIPjva",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 958,
                                  "w": 1740,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 661,
                                  "w": 1200,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 374,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 958,
                                "width": 1740,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1711,
                                    "h": 958
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 958,
                                    "h": 958
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 840,
                                    "h": 958
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 479,
                                    "h": 958
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1740,
                                    "h": 958
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1927513484339666944"
                                }
                              }
                            }
                          ],
                          "symbols": [],
                          "timestamps": [],
                          "urls": [
                            {
                              "display_url": "gist.github.com/hamelsmu/2dce1…",
                              "expanded_url": "https://gist.github.com/hamelsmu/2dce18e6507b27cb36248a0ceae5c0ec",
                              "url": "https://t.co/97lB8uXm2p",
                              "indices": [
                                172,
                                195
                              ]
                            }
                          ],
                          "user_mentions": []
                        },
                        "extended_entities": {
                          "media": [
                            {
                              "display_url": "pic.x.com/liLRhIPjva",
                              "expanded_url": "https://x.com/HamelHusain/status/1927514258281021623/photo/1",
                              "id_str": "1927513484339666944",
                              "indices": [
                                196,
                                219
                              ],
                              "media_key": "3_1927513484339666944",
                              "media_url_https": "https://pbs.twimg.com/media/Gr_nTTXXYAAT7kd.png",
                              "type": "photo",
                              "url": "https://t.co/liLRhIPjva",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 958,
                                  "w": 1740,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 661,
                                  "w": 1200,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 374,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 958,
                                "width": 1740,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1711,
                                    "h": 958
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 958,
                                    "h": 958
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 840,
                                    "h": 958
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 479,
                                    "h": 958
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1740,
                                    "h": 958
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1927513484339666944"
                                }
                              }
                            }
                          ]
                        },
                        "favorite_count": 131,
                        "favorited": false,
                        "full_text": "How should you go about generating synthetic data for LLM Evals?  \n\n- How many examples?  What should your prompt be?  Should you test everything?  FAQ #2 from our course\n\nhttps://t.co/97lB8uXm2p https://t.co/liLRhIPjva",
                        "is_quote_status": false,
                        "lang": "en",
                        "possibly_sensitive": false,
                        "possibly_sensitive_editable": true,
                        "quote_count": 1,
                        "reply_count": 4,
                        "retweet_count": 17,
                        "retweeted": false,
                        "user_id_str": "825766640",
                        "id_str": "1927514258281021623"
                      },
                      "quick_promote_eligibility": {
                        "eligibility": "IneligibleNotProfessional"
                      }
                    }
                  },
                  "tweetDisplayType": "SelfThread"
                },
                "clientEventInfo": {
                  "component": "tweet",
                  "element": "tweet"
                }
              }
            },
            {
              "entryId": "conversationthread-1927514604441100551",
              "sortIndex": "1953558112443039734",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1927514604441100551-tweet-1927514604441100551",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1927514604441100551",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjo4MjU3NjY2NDA=",
                                  "rest_id": "825766640",
                                  "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 Sep 15 18:45:02 +0000 2012",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Evals evals evals https://t.co/Zrmp6LRd9c\n\nAbout Me: https://t.co/P6WyeKkyTa",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "evals.info",
                                            "expanded_url": "http://evals.info",
                                            "url": "https://t.co/Zrmp6LRd9c",
                                            "indices": [
                                              18,
                                              41
                                            ]
                                          },
                                          {
                                            "display_url": "hamel.dev",
                                            "expanded_url": "https://hamel.dev",
                                            "url": "https://t.co/P6WyeKkyTa",
                                            "indices": [
                                              53,
                                              76
                                            ]
                                          }
                                        ]
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "evals.info",
                                            "expanded_url": "http://evals.info",
                                            "url": "https://t.co/Zrmp6LRd9c",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 15032,
                                    "followers_count": 37284,
                                    "friends_count": 2185,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 860,
                                    "location": "Looking at the data",
                                    "media_count": 1354,
                                    "name": "Hamel Husain",
                                    "normal_followers_count": 37284,
                                    "pinned_tweet_ids_str": [
                                      "1953244495430205585"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/825766640/1735797063",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1287206199088173057/ixE4fKy1_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "HamelHusain",
                                    "statuses_count": 14384,
                                    "translator_type": "none",
                                    "url": "https://t.co/Zrmp6LRd9c",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "card": {
                              "rest_id": "https://t.co/zsNroCiS1L",
                              "legacy": {
                                "binding_values": [
                                  {
                                    "key": "photo_image_full_size_large",
                                    "value": {
                                      "image_value": {
                                        "height": 419,
                                        "width": 800,
                                        "url": "https://pbs.twimg.com/card_img/1952789702643171328/K3kalo38?format=jpg&name=800x419"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image",
                                    "value": {
                                      "image_value": {
                                        "height": 146,
                                        "width": 280,
                                        "url": "https://pbs.twimg.com/card_img/1952789702643171328/K3kalo38?format=jpg&name=280x150"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "description",
                                    "value": {
                                      "string_value": "Learn proven approaches for quickly improving AI applications. Build AI that works better than the competition, regardless of the use-case.",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "domain",
                                    "value": {
                                      "string_value": "maven.com",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_large",
                                    "value": {
                                      "image_value": {
                                        "height": 314,
                                        "width": 600,
                                        "url": "https://pbs.twimg.com/card_img/1952789702643171328/K3kalo38?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/1952789702643171328/K3kalo38?format=jpg&name=386x202"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_original",
                                    "value": {
                                      "image_value": {
                                        "height": 837,
                                        "width": 1600,
                                        "url": "https://pbs.twimg.com/card_img/1952789702643171328/K3kalo38?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/1952789702643171328/K3kalo38?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/1952789702643171328/K3kalo38?format=jpg&name=800x419"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_small",
                                    "value": {
                                      "image_value": {
                                        "height": 75,
                                        "width": 144,
                                        "url": "https://pbs.twimg.com/card_img/1952789702643171328/K3kalo38?format=jpg&name=144x144"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_x_large",
                                    "value": {
                                      "image_value": {
                                        "height": 837,
                                        "width": 1600,
                                        "url": "https://pbs.twimg.com/card_img/1952789702643171328/K3kalo38?format=png&name=2048x2048_2_exp"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "photo_image_full_size_original",
                                    "value": {
                                      "image_value": {
                                        "height": 837,
                                        "width": 1600,
                                        "url": "https://pbs.twimg.com/card_img/1952789702643171328/K3kalo38?format=jpg&name=orig"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "vanity_url",
                                    "value": {
                                      "scribe_key": "vanity_url",
                                      "string_value": "maven.com",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "photo_image_full_size",
                                    "value": {
                                      "image_value": {
                                        "height": 314,
                                        "width": 600,
                                        "url": "https://pbs.twimg.com/card_img/1952789702643171328/K3kalo38?format=jpg&name=600x314"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_color",
                                    "value": {
                                      "image_color_value": {
                                        "palette": [
                                          {
                                            "rgb": {
                                              "blue": 29,
                                              "green": 29,
                                              "red": 29
                                            },
                                            "percentage": 81.61
                                          },
                                          {
                                            "rgb": {
                                              "blue": 133,
                                              "green": 119,
                                              "red": 109
                                            },
                                            "percentage": 10.6
                                          },
                                          {
                                            "rgb": {
                                              "blue": 183,
                                              "green": 183,
                                              "red": 183
                                            },
                                            "percentage": 4.37
                                          },
                                          {
                                            "rgb": {
                                              "blue": 68,
                                              "green": 75,
                                              "red": 121
                                            },
                                            "percentage": 1.55
                                          },
                                          {
                                            "rgb": {
                                              "blue": 79,
                                              "green": 64,
                                              "red": 53
                                            },
                                            "percentage": 0.97
                                          }
                                        ]
                                      },
                                      "type": "IMAGE_COLOR"
                                    }
                                  },
                                  {
                                    "key": "title",
                                    "value": {
                                      "string_value": "AI Evals For Engineers & PMs by Hamel Husain and Shreya Shankar on Maven",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "summary_photo_image_color",
                                    "value": {
                                      "image_color_value": {
                                        "palette": [
                                          {
                                            "rgb": {
                                              "blue": 29,
                                              "green": 29,
                                              "red": 29
                                            },
                                            "percentage": 81.61
                                          },
                                          {
                                            "rgb": {
                                              "blue": 133,
                                              "green": 119,
                                              "red": 109
                                            },
                                            "percentage": 10.6
                                          },
                                          {
                                            "rgb": {
                                              "blue": 183,
                                              "green": 183,
                                              "red": 183
                                            },
                                            "percentage": 4.37
                                          },
                                          {
                                            "rgb": {
                                              "blue": 68,
                                              "green": 75,
                                              "red": 121
                                            },
                                            "percentage": 1.55
                                          },
                                          {
                                            "rgb": {
                                              "blue": 79,
                                              "green": 64,
                                              "red": 53
                                            },
                                            "percentage": 0.97
                                          }
                                        ]
                                      },
                                      "type": "IMAGE_COLOR"
                                    }
                                  },
                                  {
                                    "key": "summary_photo_image_x_large",
                                    "value": {
                                      "image_value": {
                                        "height": 837,
                                        "width": 1600,
                                        "url": "https://pbs.twimg.com/card_img/1952789702643171328/K3kalo38?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/1952789702643171328/K3kalo38?format=jpg&name=600x314"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "photo_image_full_size_color",
                                    "value": {
                                      "image_color_value": {
                                        "palette": [
                                          {
                                            "rgb": {
                                              "blue": 29,
                                              "green": 29,
                                              "red": 29
                                            },
                                            "percentage": 81.61
                                          },
                                          {
                                            "rgb": {
                                              "blue": 133,
                                              "green": 119,
                                              "red": 109
                                            },
                                            "percentage": 10.6
                                          },
                                          {
                                            "rgb": {
                                              "blue": 183,
                                              "green": 183,
                                              "red": 183
                                            },
                                            "percentage": 4.37
                                          },
                                          {
                                            "rgb": {
                                              "blue": 68,
                                              "green": 75,
                                              "red": 121
                                            },
                                            "percentage": 1.55
                                          },
                                          {
                                            "rgb": {
                                              "blue": 79,
                                              "green": 64,
                                              "red": 53
                                            },
                                            "percentage": 0.97
                                          }
                                        ]
                                      },
                                      "type": "IMAGE_COLOR"
                                    }
                                  },
                                  {
                                    "key": "photo_image_full_size_x_large",
                                    "value": {
                                      "image_value": {
                                        "height": 837,
                                        "width": 1600,
                                        "url": "https://pbs.twimg.com/card_img/1952789702643171328/K3kalo38?format=png&name=2048x2048_2_exp"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "card_url",
                                    "value": {
                                      "scribe_key": "card_url",
                                      "string_value": "https://t.co/zsNroCiS1L",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "summary_photo_image_original",
                                    "value": {
                                      "image_value": {
                                        "height": 837,
                                        "width": 1600,
                                        "url": "https://pbs.twimg.com/card_img/1952789702643171328/K3kalo38?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/zsNroCiS1L",
                                "user_refs_results": []
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1927514604441100551"
                              ],
                              "editable_until_msecs": "1748393867000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "1491",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 1,
                              "bookmarked": false,
                              "created_at": "Tue May 27 23:57:47 +0000 2025",
                              "conversation_id_str": "1927514258281021623",
                              "display_text_range": [
                                0,
                                50
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "maven.com/parlance-labs/…",
                                    "expanded_url": "https://maven.com/parlance-labs/evals?promoCode=hamel-ns4591",
                                    "url": "https://t.co/zsNroCiS1L",
                                    "indices": [
                                      27,
                                      50
                                    ]
                                  }
                                ],
                                "user_mentions": []
                              },
                              "favorite_count": 4,
                              "favorited": false,
                              "full_text": "Link to course ($800 off): https://t.co/zsNroCiS1L",
                              "in_reply_to_screen_name": "HamelHusain",
                              "in_reply_to_status_id_str": "1927514258281021623",
                              "in_reply_to_user_id_str": "825766640",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "825766640",
                              "id_str": "1927514604441100551"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1927514604441100551"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1927522864485286294",
              "sortIndex": "1953558112443039724",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1927522864485286294-tweet-1927522864485286294",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1927522864485286294",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoyODg4OTgzMzI=",
                                  "rest_id": "288898332",
                                  "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 Apr 27 17:04:35 +0000 2011",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "CEO @scorecardai | Prev Sim @Waymo, @Uber & Rockets @SpaceX",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 213,
                                    "followers_count": 551,
                                    "friends_count": 474,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 24,
                                    "location": "San Francisco, CA",
                                    "media_count": 71,
                                    "name": "dare",
                                    "normal_followers_count": 551,
                                    "pinned_tweet_ids_str": [
                                      "1940944427884957856"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/676677785507618816/05e773gb_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "dariusemrani",
                                    "statuses_count": 534,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1590998159504785408",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1927522864485286294"
                              ],
                              "editable_until_msecs": "1748395837000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "111",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Wed May 28 00:30:37 +0000 2025",
                              "conversation_id_str": "1927514258281021623",
                              "display_text_range": [
                                13,
                                153
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "825766640",
                                    "name": "Hamel Husain",
                                    "screen_name": "HamelHusain",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  },
                                  {
                                    "id_str": "825766640",
                                    "name": "Hamel Husain",
                                    "screen_name": "HamelHusain",
                                    "indices": [
                                      22,
                                      34
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@HamelHusain Spot on, @HamelHusain 👍\n\nMy knee-jerk was “synthetic data comes last,” but your bullet on anchoring evals to live failures has mollified me.",
                              "in_reply_to_screen_name": "HamelHusain",
                              "in_reply_to_status_id_str": "1927514258281021623",
                              "in_reply_to_user_id_str": "825766640",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "288898332",
                              "id_str": "1927522864485286294"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1927522864485286294"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1927555437622099996",
              "sortIndex": "1953558112443039714",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1927555437622099996-tweet-1927555437622099996",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1927555437622099996",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozMzc0MjYx",
                                  "rest_id": "3374261",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Tue Apr 03 23:53:06 +0000 2007",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Living the dream. @pydatala, @peacecorps, @scikit_yb   also slow triathlete but getting faster. Deep into automotive data and AI @carvana",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "nathandanielsen.com",
                                            "expanded_url": "https://www.nathandanielsen.com/",
                                            "url": "https://t.co/gSqCzvHgXc",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 6168,
                                    "followers_count": 511,
                                    "friends_count": 586,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 15,
                                    "location": "Pasadena, CA",
                                    "media_count": 119,
                                    "name": "Nathan Danielsen",
                                    "normal_followers_count": 511,
                                    "pinned_tweet_ids_str": [
                                      "1480327578820878337"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3374261/1556974558",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1354285967893360645/SfQ32DG5_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "Nate_somewhere",
                                    "statuses_count": 694,
                                    "translator_type": "none",
                                    "url": "https://t.co/gSqCzvHgXc",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1927555437622099996"
                              ],
                              "editable_until_msecs": "1748403603000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "81",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Wed May 28 02:40:03 +0000 2025",
                              "conversation_id_str": "1927514258281021623",
                              "display_text_range": [
                                13,
                                181
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "825766640",
                                    "name": "Hamel Husain",
                                    "screen_name": "HamelHusain",
                                    "indices": [
                                      0,
                                      12
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@HamelHusain I normally generate 3-5 failing examples per general failure mode plus some sanity check examples that the OG prompt would never generate just to have those guardrails.",
                              "in_reply_to_screen_name": "HamelHusain",
                              "in_reply_to_status_id_str": "1927514258281021623",
                              "in_reply_to_user_id_str": "825766640",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "3374261",
                              "id_str": "1927555437622099996"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1927555437622099996"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "cursor-showmorethreads-1953558112443039713",
              "sortIndex": "1953558112443039713",
              "content": {
                "entryType": "TimelineTimelineCursor",
                "__typename": "TimelineTimelineCursor",
                "value": "DAAFCgABGxxuwLw__98LAAIAAABIRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUFRYXYrL1ZNaGJCbGhxLzZGSUJGdUVIR3NBTmRUaFdnQndhditnQmFGZEF0dz09CAADAAAABwAA",
                "cursorType": "ShowMoreThreads",
                "displayTreatment": {
                  "actionText": "Show probable spam"
                }
              }
            }
          ]
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Top"
        }
      ],
      "metadata": {
        "reader_mode_config": {
          "is_reader_mode_available": true
        },
        "scribeConfig": {
          "page": "ranked_replies"
        }
      }
    }
  }
}