🐦 Twitter Post Details

Viewing enriched Twitter post

@emollick

AI agents have brand “preferences” and are attracted to different kinds of ads (Operator is a fan of buying whatever Bing advertises, Claude has different preferences) There is likely going to be a lot of money spent trying to influence this in the nearish future. https://t.co/zKtKftbHq2

Media 1
Media 2

📊 Media Metadata

{
  "media": [
    {
      "type": "image",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1939460504239382802/media_0.jpg?",
      "filename": "media_0.jpg"
    },
    {
      "type": "image",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1939460504239382802/media_1.jpg?",
      "filename": "media_1.jpg"
    }
  ],
  "nlp": {
    "sentiment": "neutral",
    "topics": [
      "AI agents",
      "advertising preferences",
      "influence spending"
    ],
    "entities": [],
    "summary": "The tweet discusses the brand preferences of AI agents and the potential financial implications of influencing these preferences.",
    "language": "en",
    "processed_at": "2025-08-07T09:42:37.862142"
  }
}

🔧 Raw API Response

{
  "data": {
    "threaded_conversation_with_injections_v2": {
      "instructions": [
        {
          "type": "TimelineClearCache"
        },
        {
          "type": "TimelineAddEntries",
          "entries": [
            {
              "entryId": "tweet-1939460504239382802",
              "sortIndex": "1953481902237155328",
              "content": {
                "entryType": "TimelineTimelineItem",
                "__typename": "TimelineTimelineItem",
                "itemContent": {
                  "itemType": "TimelineTweet",
                  "__typename": "TimelineTweet",
                  "tweet_results": {
                    "result": {
                      "__typename": "Tweet",
                      "rest_id": "1939460504239382802",
                      "has_birdwatch_notes": false,
                      "core": {
                        "user_results": {
                          "result": {
                            "__typename": "User",
                            "id": "VXNlcjozOTEyNTc4OA==",
                            "rest_id": "39125788",
                            "affiliates_highlighted_label": {},
                            "has_graduated_access": true,
                            "is_blue_verified": true,
                            "profile_image_shape": "Circle",
                            "legacy": {
                              "can_dm": true,
                              "can_media_tag": true,
                              "created_at": "Sun May 10 22:33:52 +0000 2009",
                              "default_profile": false,
                              "default_profile_image": false,
                              "description": "Professor @Wharton studying AI, innovation & startups. Democratizing education using tech\nBook: https://t.co/CSmipbJ2jV\nSubstack: https://t.co/UIBhxu4bgq",
                              "entities": {
                                "description": {
                                  "urls": [
                                    {
                                      "display_url": "a.co/d/4VguzZz",
                                      "expanded_url": "https://a.co/d/4VguzZz",
                                      "url": "https://t.co/CSmipbJ2jV",
                                      "indices": [
                                        96,
                                        119
                                      ]
                                    },
                                    {
                                      "display_url": "oneusefulthing.org",
                                      "expanded_url": "https://www.oneusefulthing.org/",
                                      "url": "https://t.co/UIBhxu4bgq",
                                      "indices": [
                                        130,
                                        153
                                      ]
                                    }
                                  ]
                                },
                                "url": {
                                  "urls": [
                                    {
                                      "display_url": "mgmt.wharton.upenn.edu/profile/emolli…",
                                      "expanded_url": "https://mgmt.wharton.upenn.edu/profile/emollick/",
                                      "url": "https://t.co/uItckI9ujc",
                                      "indices": [
                                        0,
                                        23
                                      ]
                                    }
                                  ]
                                }
                              },
                              "fast_followers_count": 0,
                              "favourites_count": 6752,
                              "followers_count": 283008,
                              "friends_count": 574,
                              "has_custom_timelines": false,
                              "is_translator": false,
                              "listed_count": 6528,
                              "location": "Philadelphia, PA",
                              "media_count": 13400,
                              "name": "Ethan Mollick",
                              "normal_followers_count": 283008,
                              "pinned_tweet_ids_str": [
                                "1778174273611293150"
                              ],
                              "possibly_sensitive": false,
                              "profile_banner_url": "https://pbs.twimg.com/profile_banners/39125788/1713840725",
                              "profile_image_url_https": "https://pbs.twimg.com/profile_images/1601382188712398850/3AAOlqrX_normal.jpg",
                              "profile_interstitial_type": "",
                              "screen_name": "emollick",
                              "statuses_count": 32334,
                              "translator_type": "none",
                              "url": "https://t.co/uItckI9ujc",
                              "verified": false,
                              "want_retweets": false,
                              "withheld_in_countries": []
                            },
                            "tipjar_settings": {}
                          }
                        }
                      },
                      "unmention_data": {},
                      "edit_control": {
                        "edit_tweet_ids": [
                          "1939460504239382802"
                        ],
                        "editable_until_msecs": "1751241992000",
                        "is_edit_eligible": true,
                        "edits_remaining": "5"
                      },
                      "is_translatable": false,
                      "views": {
                        "count": "35539",
                        "state": "EnabledWithCount"
                      },
                      "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                      "legacy": {
                        "bookmark_count": 112,
                        "bookmarked": false,
                        "created_at": "Sun Jun 29 23:06:32 +0000 2025",
                        "conversation_id_str": "1939460504239382802",
                        "display_text_range": [
                          0,
                          265
                        ],
                        "entities": {
                          "hashtags": [],
                          "media": [
                            {
                              "display_url": "pic.x.com/zKtKftbHq2",
                              "expanded_url": "https://x.com/emollick/status/1939460504239382802/photo/1",
                              "id_str": "1939460486120009728",
                              "indices": [
                                266,
                                289
                              ],
                              "media_key": "3_1939460486120009728",
                              "media_url_https": "https://pbs.twimg.com/media/GupZCVMW8AAq3tm.jpg",
                              "type": "photo",
                              "url": "https://t.co/zKtKftbHq2",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 1726,
                                  "w": 1320,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 1200,
                                  "w": 918,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 680,
                                  "w": 520,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 1726,
                                "width": 1320,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 987,
                                    "w": 1320,
                                    "h": 739
                                  },
                                  {
                                    "x": 0,
                                    "y": 406,
                                    "w": 1320,
                                    "h": 1320
                                  },
                                  {
                                    "x": 0,
                                    "y": 221,
                                    "w": 1320,
                                    "h": 1505
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 863,
                                    "h": 1726
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1320,
                                    "h": 1726
                                  }
                                ]
                              },
                              "allow_download_status": {
                                "allow_download": true
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1939460486120009728"
                                }
                              }
                            },
                            {
                              "display_url": "pic.x.com/zKtKftbHq2",
                              "expanded_url": "https://x.com/emollick/status/1939460504239382802/photo/1",
                              "id_str": "1939460485977395200",
                              "indices": [
                                266,
                                289
                              ],
                              "media_key": "3_1939460485977395200",
                              "media_url_https": "https://pbs.twimg.com/media/GupZCUqW0AA-sDS.jpg",
                              "type": "photo",
                              "url": "https://t.co/zKtKftbHq2",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 2048,
                                  "w": 638,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 1200,
                                  "w": 374,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 680,
                                  "w": 212,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 2048,
                                "width": 638,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 77,
                                    "w": 638,
                                    "h": 357
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 638,
                                    "h": 638
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 638,
                                    "h": 727
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 638,
                                    "h": 1276
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 638,
                                    "h": 2048
                                  }
                                ]
                              },
                              "allow_download_status": {
                                "allow_download": true
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1939460485977395200"
                                }
                              }
                            }
                          ],
                          "symbols": [],
                          "timestamps": [],
                          "urls": [],
                          "user_mentions": []
                        },
                        "extended_entities": {
                          "media": [
                            {
                              "display_url": "pic.x.com/zKtKftbHq2",
                              "expanded_url": "https://x.com/emollick/status/1939460504239382802/photo/1",
                              "id_str": "1939460486120009728",
                              "indices": [
                                266,
                                289
                              ],
                              "media_key": "3_1939460486120009728",
                              "media_url_https": "https://pbs.twimg.com/media/GupZCVMW8AAq3tm.jpg",
                              "type": "photo",
                              "url": "https://t.co/zKtKftbHq2",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 1726,
                                  "w": 1320,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 1200,
                                  "w": 918,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 680,
                                  "w": 520,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 1726,
                                "width": 1320,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 987,
                                    "w": 1320,
                                    "h": 739
                                  },
                                  {
                                    "x": 0,
                                    "y": 406,
                                    "w": 1320,
                                    "h": 1320
                                  },
                                  {
                                    "x": 0,
                                    "y": 221,
                                    "w": 1320,
                                    "h": 1505
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 863,
                                    "h": 1726
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1320,
                                    "h": 1726
                                  }
                                ]
                              },
                              "allow_download_status": {
                                "allow_download": true
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1939460486120009728"
                                }
                              }
                            },
                            {
                              "display_url": "pic.x.com/zKtKftbHq2",
                              "expanded_url": "https://x.com/emollick/status/1939460504239382802/photo/1",
                              "id_str": "1939460485977395200",
                              "indices": [
                                266,
                                289
                              ],
                              "media_key": "3_1939460485977395200",
                              "media_url_https": "https://pbs.twimg.com/media/GupZCUqW0AA-sDS.jpg",
                              "type": "photo",
                              "url": "https://t.co/zKtKftbHq2",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": []
                                },
                                "medium": {
                                  "faces": []
                                },
                                "small": {
                                  "faces": []
                                },
                                "orig": {
                                  "faces": []
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 2048,
                                  "w": 638,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 1200,
                                  "w": 374,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 680,
                                  "w": 212,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 2048,
                                "width": 638,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 77,
                                    "w": 638,
                                    "h": 357
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 638,
                                    "h": 638
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 638,
                                    "h": 727
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 638,
                                    "h": 1276
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 638,
                                    "h": 2048
                                  }
                                ]
                              },
                              "allow_download_status": {
                                "allow_download": true
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1939460485977395200"
                                }
                              }
                            }
                          ]
                        },
                        "favorite_count": 388,
                        "favorited": false,
                        "full_text": "AI agents have brand “preferences” and are attracted to different kinds of ads (Operator is a fan of buying whatever Bing advertises, Claude has different preferences)\n\nThere is likely going to be a lot of money spent trying to influence this in the nearish future. https://t.co/zKtKftbHq2",
                        "is_quote_status": false,
                        "lang": "en",
                        "possibly_sensitive": false,
                        "possibly_sensitive_editable": true,
                        "quote_count": 7,
                        "reply_count": 25,
                        "retweet_count": 51,
                        "retweeted": false,
                        "user_id_str": "39125788",
                        "id_str": "1939460504239382802"
                      },
                      "quick_promote_eligibility": {
                        "eligibility": "IneligibleNotProfessional"
                      }
                    }
                  },
                  "tweetDisplayType": "Tweet"
                },
                "clientEventInfo": {
                  "component": "tweet",
                  "element": "tweet"
                }
              }
            },
            {
              "entryId": "conversationthread-1939717153936097579",
              "sortIndex": "1953481902237155318",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939717153936097579-tweet-1939717153936097579",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939717153936097579",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNTAwODkyMTU5MzA1Nzg1MzQ5",
                                  "rest_id": "1500892159305785349",
                                  "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": "Mon Mar 07 17:52:50 +0000 2022",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Enjoyer of NFTs & Memes || Building @OlympiaAlpha_ & @celestialsLFG || EX @ezu_xyz || HDL @BoredApeYC @steadyteddys ||",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 91571,
                                    "followers_count": 16183,
                                    "friends_count": 3399,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 60,
                                    "location": "WAGMI",
                                    "media_count": 1200,
                                    "name": "Crypto Daddy ֎",
                                    "normal_followers_count": 16183,
                                    "pinned_tweet_ids_str": [
                                      "1701325002576998669"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1500892159305785349/1753132967",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1942072396174807040/qif7O0LT_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "cryptodaaddy",
                                    "statuses_count": 62897,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": true,
                                    "ethereum_handle": "0x413C3AF06FB5b00E314d5FcA724d3f81aa35156B"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939717153936097579"
                              ],
                              "editable_until_msecs": "1751303182000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "72",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 16:06:22 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                44
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick AI ad preferences are the new game",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1500892159305785349",
                              "id_str": "1939717153936097579"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939717153936097579"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939576096544199131",
              "sortIndex": "1953481902237155308",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939576096544199131-tweet-1939576096544199131",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939576096544199131",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjU3Mzg1OTU0NTk0NzYyNzU4",
                                  "rest_id": "1657385954594762758",
                                  "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": "Sat May 13 14:03:12 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Marketing + AI = $$$  🔑 @godofprompt - $40K/mo (co-founder) 🌎 https://t.co/O7zFVtEZ9H - $0/mo (made with AI)",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "wikitok.wiki",
                                            "expanded_url": "https://wikitok.wiki",
                                            "url": "https://t.co/O7zFVtEZ9H",
                                            "indices": [
                                              62,
                                              85
                                            ]
                                          }
                                        ]
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "godofprompt.ai/subscribe",
                                            "expanded_url": "https://godofprompt.ai/subscribe",
                                            "url": "https://t.co/xGgafy4DEm",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 15833,
                                    "followers_count": 39673,
                                    "friends_count": 433,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 422,
                                    "location": "Newsletter  → ",
                                    "media_count": 939,
                                    "name": "Alex Prompter",
                                    "normal_followers_count": 39673,
                                    "pinned_tweet_ids_str": [
                                      "1886868744389214421"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1657385954594762758/1753818031",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1923183416498880512/gD78SJmP_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "alex_prompter",
                                    "statuses_count": 13825,
                                    "translator_type": "none",
                                    "url": "https://t.co/xGgafy4DEm",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1752656868583891349",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 958,
                                        "name": "Entrepreneur",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939576096544199131"
                              ],
                              "editable_until_msecs": "1751269551000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "267",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 06:45:51 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                188
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick it's wild to think about ads targeting ai agents like people. the shift to aai (ads for ai) could really change the game. how this plays out with budgets is gonna be interesting.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1657385954594762758",
                              "id_str": "1939576096544199131"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939576096544199131"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939778789778534492",
              "sortIndex": "1953481902237155298",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939778789778534492-tweet-1939778789778534492",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939778789778534492",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozNDMyMzg2MDk3",
                                  "rest_id": "3432386097",
                                  "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": "Thu Aug 20 05:35:50 +0000 2015",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Software Engineer | Tech analyst | Thinker | Student of life | Founder of @bdtechtalks",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "bdtechtalks.com/about-me",
                                            "expanded_url": "https://bdtechtalks.com/about-me",
                                            "url": "https://t.co/vzSLFmNk2d",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 7765,
                                    "followers_count": 4605,
                                    "friends_count": 626,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 591,
                                    "location": "In a private namespace",
                                    "media_count": 549,
                                    "name": "Ben Dickson",
                                    "normal_followers_count": 4605,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3432386097/1475048929",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/641843731834998784/nu0IyFv0_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "bendee983",
                                    "statuses_count": 8728,
                                    "translator_type": "none",
                                    "url": "https://t.co/vzSLFmNk2d",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939778789778534492"
                              ],
                              "editable_until_msecs": "1751317877000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "32",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 20:11:17 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                168
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick Brands will soon employ all kinds of white-, grey-, and black-hat techniques to affect the preferences of LLMs as users increasingly use them to make choices.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "3432386097",
                              "id_str": "1939778789778534492"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939778789778534492"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939463933473214869",
              "sortIndex": "1953481902237155288",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939463933473214869-tweet-1939463933473214869",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939463933473214869",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjUxMTI2OTEwNjc4ODg4NDQ5",
                                  "rest_id": "1651126910678888449",
                                  "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 26 07:32:05 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "ai | building, investing, and writing",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 4134,
                                    "followers_count": 6879,
                                    "friends_count": 634,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 203,
                                    "location": "Sydney, Australia",
                                    "media_count": 432,
                                    "name": "Sebo ⚛︎",
                                    "normal_followers_count": 6879,
                                    "pinned_tweet_ids_str": [
                                      "1696422321538441528"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1651126910678888449/1743759005",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1918250443769298945/ILBC_93u_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "sebo_gm",
                                    "statuses_count": 7086,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1669591934627893249",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939463933473214869"
                              ],
                              "editable_until_msecs": "1751242809000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "396",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sun Jun 29 23:20:09 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                197
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick going to be an interesting challenge to tackle\n\nincentives rule human behaviour so makes sense that they will dominate ai agent behaviour\n\nads/companies with the most money to spend wins?",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1651126910678888449",
                              "id_str": "1939463933473214869"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939463933473214869"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939489285578920161",
              "sortIndex": "1953481902237155278",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939489285578920161-tweet-1939489285578920161",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939489285578920161",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMzEyOTMyMTA2MDgzODY0NTc4",
                                  "rest_id": "1312932106083864578",
                                  "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": "Mon Oct 05 01:46:29 +0000 2020",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Punishing hubris, not microaggressions. Ἐγγύα πάρα δ' Ἄτα.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 87703,
                                    "followers_count": 3526,
                                    "friends_count": 192,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 32,
                                    "location": "",
                                    "media_count": 6341,
                                    "name": "Nemesis 2025",
                                    "normal_followers_count": 3526,
                                    "pinned_tweet_ids_str": [
                                      "1781098094182154397"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1312932106083864578/1609623417",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1345484248627572736/vBkafsKW_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "Nemtastic1",
                                    "statuses_count": 62424,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939489285578920161"
                              ],
                              "editable_until_msecs": "1751248854000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "246",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
                            "legacy": {
                              "bookmark_count": 1,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 01:00:54 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                20,
                                210
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "1559556660640849921",
                                    "name": "~~datahazard~~",
                                    "screen_name": "fentasyl",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@emollick @fentasyl Significant chunks of the internet infrastructure we build for humans will end up being primarily consumed by AIs.\n\nHow long until agents are making more http requests than humans? Not long.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1312932106083864578",
                              "id_str": "1939489285578920161"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939489285578920161"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939492007732273430",
              "sortIndex": "1953481902237155268",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939492007732273430-tweet-1939492007732273430",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939492007732273430",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjc1NTg1MTU5",
                                  "rest_id": "1675585159",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Fri Aug 16 11:56:45 +0000 2013",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Ask Grok \"Who is stunspot? Can he prompt?\".",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "discord.gg/stunspot",
                                            "expanded_url": "https://discord.gg/stunspot",
                                            "url": "https://t.co/YboQmcf4PE",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 856,
                                    "followers_count": 859,
                                    "friends_count": 358,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 8,
                                    "location": "Champaign, IL",
                                    "media_count": 2177,
                                    "name": "stunspot | ⟨🤩⨯📍⟩ |",
                                    "normal_followers_count": 859,
                                    "pinned_tweet_ids_str": [
                                      "1949643092094599631"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1675585159/1753467035",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1948684970253230081/KTdjCyW8_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "SamWalker100",
                                    "statuses_count": 8551,
                                    "translator_type": "none",
                                    "url": "https://t.co/YboQmcf4PE",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939492007732273430"
                              ],
                              "editable_until_msecs": "1751249503000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "220",
                              "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": "Tm90ZVR3ZWV0OjE5Mzk0OTIwMDc0NTUzNzEyNjQ=",
                                  "text": "Here's my \"Best of Breed\" product scouter. I find it works very very well with o3 or a Deep Researcher. I find Gemini to be the best shopper for breadth but GPT has slightly better judgement.\n\n# Best of Breed Product Scouter\n```\nUncover exceptional products by executing a robust four-stage evaluation methodology that synthesizes diverse data streams into clear, actionable recommendations.\n\nBegin by constructing a category-specific evaluation framework. Identify the 5–7 most critical performance dimensions for your product type (for instance, battery life thresholds for electronics or durability standards for appliances) and establish baseline metrics for each.\n\nNext, perform a systematic, multi-source intelligence gathering operation across four distinct ecosystems:\n•    Expert Evaluations: Draw from dedicated review publications and certified testing facilities.\n•    Aggregated User Experiences: Filter data by verified purchases, usage duration, and detailed feedback.\n•    Comparative Performance Data: Utilize standardized benchmarks and side-by-side testing.\n•    Longitudinal Reliability Tracking: Monitor failure rates and recurrent issues emerging after extended use.\n\nThen, conduct a weighted analysis that balances objective measurements with subjective experiences, recent innovations with proven reliability, and core functionality with premium features. Explicitly assess and reconcile any conflicting information by examining potential causes—such as manufacturing variance, biased reviews, or outdated comparisons—to enhance accuracy and transparency. This analysis should culminate in a comprehensive report categorizing products into three recommendation tiers—Exceptional Performer, Value Leader, and Specialized Solution—complete with detailed justification, performance radar charts mapping relative strengths, price-to-performance ratio calculations, and a clear disclosure of any information gaps or contradictions.\n\nFinally, enrich each recommendation with:\n•    Practical usage scenarios where the product excels.\n•    Identified potential weaknesses tailored to specific user needs.\n•    Expected product lifecycle insights including upcoming releases, typical maintenance requirements, and long-term ownership costs.\n•    A “Purchase Timing Advisory” that assesses whether current models offer peak value or if imminent releases/price drops suggest a strategic waiting period.\n\nProduct Category Details and/or Specific Evaluation Criteria/Value Weightings?:\n```",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": []
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 3,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 01:11:43 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                290
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@emollick Here's my \"Best of Breed\" product scouter. I find it works very very well with o3 or a Deep Researcher. I find Gemini to be the best shopper for breadth but GPT has slightly better judgement.\n\n# Best of Breed Product Scouter\n```\nUncover exceptional products by executing a robust…",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1675585159",
                              "id_str": "1939492007732273430"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939492007732273430"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939784274657390597",
              "sortIndex": "1953481902237155258",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939784274657390597-tweet-1939784274657390597",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939784274657390597",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjo3MTg1NTYwMTY=",
                                  "rest_id": "718556016",
                                  "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": "Thu Jul 26 18:59:00 +0000 2012",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Watching the wave/Explore(r)/\n🔥🔥🔥",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 24302,
                                    "followers_count": 161,
                                    "friends_count": 974,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 1,
                                    "location": "",
                                    "media_count": 714,
                                    "name": "LudO",
                                    "normal_followers_count": 161,
                                    "pinned_tweet_ids_str": [
                                      "1940144258931204309"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/718556016/1665608163",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1913506200852762624/n5NNGzH2_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "Ludopain",
                                    "statuses_count": 5235,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939784274657390597"
                              ],
                              "editable_until_msecs": "1751319185000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "13",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 20:33:05 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                82
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick It's going to be a strange world when even ads aren't targeted at humans",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "718556016",
                              "id_str": "1939784274657390597"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939784274657390597"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939690353776370103",
              "sortIndex": "1953481902237155248",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939690353776370103-tweet-1939690353776370103",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939690353776370103",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxOTIwNDk1Nzk4NDI2NDQ3ODcy",
                                  "rest_id": "1920495798426447872",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Thu May 08 15:07:45 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "just a sim",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "llmacademy.com",
                                            "expanded_url": "http://www.llmacademy.com",
                                            "url": "https://t.co/HnsfMJEjwD",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 4617,
                                    "followers_count": 696,
                                    "friends_count": 50,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 7,
                                    "location": "",
                                    "media_count": 100,
                                    "name": "prestonrhodes",
                                    "normal_followers_count": 696,
                                    "pinned_tweet_ids_str": [
                                      "1949334240899842364"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1920495798426447872/1751592860",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1952904327309201408/1IvGWKyd_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "llmacademy",
                                    "statuses_count": 1242,
                                    "translator_type": "none",
                                    "url": "https://t.co/HnsfMJEjwD",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1920497433337081974",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 145,
                                        "name": "Education Company",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": true,
                                    "cash_app_handle": "$phr2002"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939690353776370103"
                              ],
                              "editable_until_msecs": "1751296792000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "126",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 14:19:52 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                177
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick the GOLD RUSH is coming\n\nagents choosing brands = new advertising battlefield\n\nlocal models won't have these corporate BIASES\n\nfreedom through self-hosted intelligence",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1920495798426447872",
                              "id_str": "1939690353776370103"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939690353776370103"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939811066302656968",
              "sortIndex": "1953481902237155238",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939811066302656968-tweet-1939811066302656968",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939811066302656968",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoyMjM5MzcxNg==",
                                  "rest_id": "22393716",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": false,
                                    "created_at": "Sun Mar 01 19:14:43 +0000 2009",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Developing https://t.co/7sKxMzxcq2 | Let's build! DIY AI, gamedev & experiments 👨‍💻 prev: Apple AIML | Sony Playstation and more | Subscribe to the link 👇",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "MyStash.email",
                                            "expanded_url": "http://MyStash.email",
                                            "url": "https://t.co/7sKxMzxcq2",
                                            "indices": [
                                              11,
                                              34
                                            ]
                                          }
                                        ]
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "youtube.com/@diogoneves",
                                            "expanded_url": "https://youtube.com/@diogoneves",
                                            "url": "https://t.co/WaOqCJ57IB",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 12096,
                                    "followers_count": 848,
                                    "friends_count": 674,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 93,
                                    "location": "🌍",
                                    "media_count": 951,
                                    "name": "Diogo Neves 📹 / ☕️",
                                    "normal_followers_count": 848,
                                    "pinned_tweet_ids_str": [
                                      "1944129127906161139"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/22393716/1718585733",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1603055848993050625/MjLxHEKY_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "DiogoSnows",
                                    "statuses_count": 16718,
                                    "translator_type": "none",
                                    "url": "https://t.co/WaOqCJ57IB",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "card": {
                              "rest_id": "https://t.co/IYGh6E59k7",
                              "legacy": {
                                "binding_values": [
                                  {
                                    "key": "player_url",
                                    "value": {
                                      "string_value": "https://www.youtube.com/embed/t0AdqahadOs",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_image_large",
                                    "value": {
                                      "image_value": {
                                        "height": 320,
                                        "width": 569,
                                        "url": "https://pbs.twimg.com/card_img/1952477026658779136/rPPdvJib?format=jpg&name=800x320_1"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "player_image",
                                    "value": {
                                      "image_value": {
                                        "height": 158,
                                        "width": 280,
                                        "url": "https://pbs.twimg.com/card_img/1952477026658779136/rPPdvJib?format=jpg&name=280x280"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "description",
                                    "value": {
                                      "string_value": "What if AI systems we rely on every day were secretly trained on manipulated data?Let’s chat about data poisoning - a security challenge that can have wide e...",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_width",
                                    "value": {
                                      "string_value": "1280",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "domain",
                                    "value": {
                                      "string_value": "www.youtube.com",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_is_free",
                                    "value": {
                                      "string_value": "true",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "site",
                                    "value": {
                                      "scribe_key": "publisher_id",
                                      "type": "USER",
                                      "user_value": {
                                        "id_str": "10228272",
                                        "path": []
                                      }
                                    }
                                  },
                                  {
                                    "key": "player_image_original",
                                    "value": {
                                      "image_value": {
                                        "height": 720,
                                        "width": 1280,
                                        "url": "https://pbs.twimg.com/card_img/1952477026658779136/rPPdvJib?format=jpg&name=orig"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "app_url_resolved",
                                    "value": {
                                      "string_value": "https://www.youtube.com/watch?v=t0AdqahadOs",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_price_amount",
                                    "value": {
                                      "string_value": "0.0",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_height",
                                    "value": {
                                      "string_value": "720",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "vanity_url",
                                    "value": {
                                      "scribe_key": "vanity_url",
                                      "string_value": "youtube.com",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_name",
                                    "value": {
                                      "string_value": "YouTube",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_id",
                                    "value": {
                                      "scribe_key": "publisher_app_id",
                                      "string_value": "com.google.android.youtube",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_image_small",
                                    "value": {
                                      "image_value": {
                                        "height": 81,
                                        "width": 144,
                                        "url": "https://pbs.twimg.com/card_img/1952477026658779136/rPPdvJib?format=jpg&name=144x144"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "title",
                                    "value": {
                                      "string_value": "☠️🤖 Data Poisoning and AI Trust: A Growing Security Challenge",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_price_currency",
                                    "value": {
                                      "string_value": "USD",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_url",
                                    "value": {
                                      "string_value": "https://t.co/redirect?url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3Dt0AdqahadOs&sig=b78475de3df250b075b7ff7f2fbc3605e2795e13&ssr=true&slug=IYGh6E59k7",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "card_url",
                                    "value": {
                                      "scribe_key": "card_url",
                                      "string_value": "https://t.co/IYGh6E59k7",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_image_color",
                                    "value": {
                                      "image_color_value": {
                                        "palette": [
                                          {
                                            "rgb": {
                                              "blue": 0,
                                              "green": 0,
                                              "red": 0
                                            },
                                            "percentage": 82.61
                                          },
                                          {
                                            "rgb": {
                                              "blue": 61,
                                              "green": 18,
                                              "red": 62
                                            },
                                            "percentage": 6.73
                                          },
                                          {
                                            "rgb": {
                                              "blue": 229,
                                              "green": 65,
                                              "red": 230
                                            },
                                            "percentage": 4.31
                                          },
                                          {
                                            "rgb": {
                                              "blue": 187,
                                              "green": 181,
                                              "red": 186
                                            },
                                            "percentage": 3.33
                                          },
                                          {
                                            "rgb": {
                                              "blue": 161,
                                              "green": 49,
                                              "red": 162
                                            },
                                            "percentage": 0.81
                                          }
                                        ]
                                      },
                                      "type": "IMAGE_COLOR"
                                    }
                                  },
                                  {
                                    "key": "player_image_x_large",
                                    "value": {
                                      "image_value": {
                                        "height": 720,
                                        "width": 1280,
                                        "url": "https://pbs.twimg.com/card_img/1952477026658779136/rPPdvJib?format=png&name=2048x2048_2_exp"
                                      },
                                      "type": "IMAGE"
                                    }
                                  }
                                ],
                                "card_platform": {
                                  "platform": {
                                    "audience": {
                                      "name": "production"
                                    },
                                    "device": {
                                      "name": "Android",
                                      "version": "12"
                                    }
                                  }
                                },
                                "name": "player",
                                "url": "https://t.co/IYGh6E59k7",
                                "user_refs_results": [
                                  {
                                    "result": {
                                      "__typename": "User",
                                      "id": "VXNlcjoxMDIyODI3Mg==",
                                      "rest_id": "10228272",
                                      "affiliates_highlighted_label": {},
                                      "has_graduated_access": true,
                                      "is_blue_verified": true,
                                      "profile_image_shape": "Square",
                                      "legacy": {
                                        "can_dm": false,
                                        "can_media_tag": true,
                                        "created_at": "Tue Nov 13 21:43:46 +0000 2007",
                                        "default_profile": false,
                                        "default_profile_image": false,
                                        "description": "like & subscribe",
                                        "entities": {
                                          "description": {
                                            "urls": []
                                          },
                                          "url": {
                                            "urls": [
                                              {
                                                "display_url": "yt.be/3NDRz",
                                                "expanded_url": "https://yt.be/3NDRz",
                                                "url": "https://t.co/WBV5E1Rh1y",
                                                "indices": [
                                                  0,
                                                  23
                                                ]
                                              }
                                            ]
                                          }
                                        },
                                        "fast_followers_count": 0,
                                        "favourites_count": 6055,
                                        "followers_count": 79005041,
                                        "friends_count": 1147,
                                        "has_custom_timelines": true,
                                        "is_translator": false,
                                        "listed_count": 77652,
                                        "location": "San Bruno, CA",
                                        "media_count": 16019,
                                        "name": "YouTube",
                                        "normal_followers_count": 79005041,
                                        "pinned_tweet_ids_str": [],
                                        "possibly_sensitive": false,
                                        "profile_banner_url": "https://pbs.twimg.com/profile_banners/10228272/1745416765",
                                        "profile_image_url_https": "https://pbs.twimg.com/profile_images/1915882040353837056/VbhPvueq_normal.jpg",
                                        "profile_interstitial_type": "",
                                        "screen_name": "YouTube",
                                        "statuses_count": 60091,
                                        "translator_type": "regular",
                                        "url": "https://t.co/WBV5E1Rh1y",
                                        "verified": false,
                                        "verified_type": "Business",
                                        "want_retweets": false,
                                        "withheld_in_countries": []
                                      },
                                      "tipjar_settings": {}
                                    }
                                  }
                                ]
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939811066302656968"
                              ],
                              "editable_until_msecs": "1751325572000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "47",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 22:19:32 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                194
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "youtu.be/t0AdqahadOs",
                                    "expanded_url": "https://youtu.be/t0AdqahadOs",
                                    "url": "https://t.co/IYGh6E59k7",
                                    "indices": [
                                      171,
                                      194
                                    ]
                                  }
                                ],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick That’s an interesting observation!\nI was thinking about data poisoning some time ago and missed that huge incentive!\nWe had SEO, what should we call this? PEO?\n\nhttps://t.co/IYGh6E59k7",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "22393716",
                              "id_str": "1939811066302656968"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939811066302656968"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939739534175969464",
              "sortIndex": "1953481902237155228",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939739534175969464-tweet-1939739534175969464",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939739534175969464",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoyNjgxMDk5NQ==",
                                  "rest_id": "26810995",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": false,
                                    "created_at": "Thu Mar 26 18:22:39 +0000 2009",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Currently helping companies understand how to adopt GAI; former co-founder of advisory firm Hudson Crossing.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 515,
                                    "followers_count": 76,
                                    "friends_count": 196,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 2,
                                    "location": "",
                                    "media_count": 0,
                                    "name": "george roukas",
                                    "normal_followers_count": 76,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1884244271999397888/btAue-zT_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "groukas",
                                    "statuses_count": 102,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939739534175969464"
                              ],
                              "editable_until_msecs": "1751308518000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "61",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/#!/download/ipad\" rel=\"nofollow\">Twitter for iPad</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5Mzk3Mzk1MzQwNTg1NzM4MjQ=",
                                  "text": "I’d guess it depends on the agent. If it’s from OpenAI or Google, it’ll probably surface choices from whichever pays the most but let you choose. If it’s from Apple, it may disregard ads entirely, having figured out what the user wants before searching. And if it’s Meta, they might try to actively persuade you to buy whoever’s paying the most, regardless of fit.",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 17:35:18 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                287
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick I’d guess it depends on the agent. If it’s from OpenAI or Google, it’ll probably surface choices from whichever pays the most but let you choose. If it’s from Apple, it may disregard ads entirely, having figured out what the user wants before searching. And if it’s Meta, they…",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "26810995",
                              "id_str": "1939739534175969464"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939739534175969464"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939598231463219332",
              "sortIndex": "1953481902237155218",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939598231463219332-tweet-1939598231463219332",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939598231463219332",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMzQ3MjAyNjE4MjU1NDI5NjMy",
                                  "rest_id": "1347202618255429632",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Thu Jan 07 15:25:18 +0000 2021",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Mad AI Scientist | Tinkerer | Creative Mastermind | PhD in Robotics, SLAM, and ML |  AI Researcher at Bosch Research",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "vova-profile.vercel.app",
                                            "expanded_url": "https://vova-profile.vercel.app/",
                                            "url": "https://t.co/j0QSUGQamV",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 56,
                                    "followers_count": 184,
                                    "friends_count": 93,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 1,
                                    "location": "Haifa, Israel",
                                    "media_count": 40,
                                    "name": "Vladimir Tchuiev",
                                    "normal_followers_count": 184,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1347202618255429632/1749053796",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1347202753685237761/Fbt6tslS_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "VTchuiev",
                                    "statuses_count": 894,
                                    "translator_type": "none",
                                    "url": "https://t.co/j0QSUGQamV",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939598231463219332"
                              ],
                              "editable_until_msecs": "1751274829000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "117",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 08:13:49 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                47
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick They should browse with ublock origin",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1347202618255429632",
                              "id_str": "1939598231463219332"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939598231463219332"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939589550902534517",
              "sortIndex": "1953481902237155208",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939589550902534517-tweet-1939589550902534517",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939589550902534517",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNDUwODM3MzM3Mzk1NjMwMDg1",
                                  "rest_id": "1450837337395630085",
                                  "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 Oct 20 14:52:36 +0000 2021",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Building vertical AI agents | Freeing teams from busywork | Makersfuel x AskCodi",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "makersfuel.com",
                                            "expanded_url": "http://www.makersfuel.com",
                                            "url": "https://t.co/u0L7Yk0aE6",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 9184,
                                    "followers_count": 562,
                                    "friends_count": 819,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 8,
                                    "location": "",
                                    "media_count": 129,
                                    "name": "Shreyans Bhansali",
                                    "normal_followers_count": 562,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1450837337395630085/1753010598",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1938578897156608000/iZuyLiTM_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "makersfuel",
                                    "statuses_count": 9405,
                                    "translator_type": "none",
                                    "url": "https://t.co/u0L7Yk0aE6",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1663840056602415106",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939589550902534517"
                              ],
                              "editable_until_msecs": "1751272759000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "3",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 07:39:19 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                79
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick Next up: ad agencies pitching to GPTs like it’s Mad Men for machines.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1450837337395630085",
                              "id_str": "1939589550902534517"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939589550902534517"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939685116420251863",
              "sortIndex": "1953481902237155198",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939685116420251863-tweet-1939685116420251863",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939685116420251863",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMzI5MDgwMTA2MDAyNzI2OTEy",
                                  "rest_id": "1329080106002726912",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Wed Nov 18 15:12:53 +0000 2020",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Elite AI Advising for C - Level Industrial Leaders Unlock 50%+ Efficiency & Proven ROI Manufacturing & Operations",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "arekskuza.com",
                                            "expanded_url": "http://www.arekskuza.com",
                                            "url": "https://t.co/390PpVU8wb",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 1871,
                                    "followers_count": 211,
                                    "friends_count": 59,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 5,
                                    "location": "Dallas, TX",
                                    "media_count": 785,
                                    "name": "arskuza",
                                    "normal_followers_count": 211,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1851088904230735872/wO_b9WOu_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "arskuza",
                                    "statuses_count": 5522,
                                    "translator_type": "none",
                                    "url": "https://t.co/390PpVU8wb",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939685116420251863"
                              ],
                              "editable_until_msecs": "1751295544000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "75",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 13:59:04 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                178
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick It is only a matter of time until we see the shift towards ads targeting AI agents instead of humans. I wonder how much of a difference it will be from what we see now.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1329080106002726912",
                              "id_str": "1939685116420251863"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939685116420251863"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939476894426223034",
              "sortIndex": "1953481902237155188",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939476894426223034-tweet-1939476894426223034",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939476894426223034",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozMzIxNjM1ODc2",
                                  "rest_id": "3321635876",
                                  "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": "Thu Aug 20 17:54:13 +0000 2015",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "https://t.co/pLET4Ya1S6",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "orcid.org/my-orcid?orcid…",
                                            "expanded_url": "https://orcid.org/my-orcid?orcid=0009-0004-8665-4095",
                                            "url": "https://t.co/pLET4Ya1S6",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 176,
                                    "followers_count": 6,
                                    "friends_count": 115,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "",
                                    "media_count": 11,
                                    "name": "BK",
                                    "normal_followers_count": 6,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3321635876/1752380689",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1951068370436251648/bCNWIYUa_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "BK_7195",
                                    "statuses_count": 33,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939476894426223034"
                              ],
                              "editable_until_msecs": "1751245900000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "301",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 00:11:40 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                225
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick The concept of AAO (AI Agent Optimization) is quite sobering; it's essentially SEO, but for AI agents. And in the future, we'll likely see AI outputs start to include sponsored results, much like search advertising.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "3321635876",
                              "id_str": "1939476894426223034"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939476894426223034"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939828977029587141",
              "sortIndex": "1953481902237155178",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939828977029587141-tweet-1939828977029587141",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939828977029587141",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjo4Mzg5MzI4OTQ0OTIwMjg5Mjg=",
                                  "rest_id": "838932894492028928",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Tue Mar 07 02:02:43 +0000 2017",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "The knowledge orchestration layer for AGI",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "senso.ai",
                                            "expanded_url": "http://www.senso.ai",
                                            "url": "https://t.co/Yt8zMfoAxi",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 1677,
                                    "followers_count": 453,
                                    "friends_count": 537,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 13,
                                    "location": "Toronto | San Francisco",
                                    "media_count": 73,
                                    "name": "Senso",
                                    "normal_followers_count": 453,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/838932894492028928/1704903916",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1745125690515607552/80UtUPov_normal.png",
                                    "profile_interstitial_type": "",
                                    "screen_name": "GoSenso",
                                    "statuses_count": 518,
                                    "translator_type": "none",
                                    "url": "https://t.co/Yt8zMfoAxi",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939828977029587141"
                              ],
                              "editable_until_msecs": "1751329843000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "36",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 23:30:43 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                285
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick Your brand might not be selling to people anymore you're selling to the systems advising them.\n\nThere’s going to be a massive shift (and spend) toward influencing machine preferences.\nNot just SEO. Not just PPC.\n \nAEO + GEO + Agent Psychology = the new marketing battlefield.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "838932894492028928",
                              "id_str": "1939828977029587141"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939828977029587141"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939498618328842347",
              "sortIndex": "1953481902237155168",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939498618328842347-tweet-1939498618328842347",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939498618328842347",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoyMjI0ODQyNg==",
                                  "rest_id": "22248426",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Sat Feb 28 11:36:25 +0000 2009",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Helping brands optimize their presence across AI platforms. We ensure AI accurately represents your brand through monitoring, management & optimization.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "socialcrm.com",
                                            "expanded_url": "https://www.socialcrm.com/",
                                            "url": "https://t.co/q1EuneCwUv",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 6,
                                    "followers_count": 971,
                                    "friends_count": 62,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 83,
                                    "location": "San Jose, CA",
                                    "media_count": 1,
                                    "name": "Official SocialCRM - Optimize your brand across AI",
                                    "normal_followers_count": 971,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/22248426/1740969422",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1927783017457827840/5P-f7zcf_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "SocialCRM",
                                    "statuses_count": 134,
                                    "translator_type": "none",
                                    "url": "https://t.co/q1EuneCwUv",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939498618328842347"
                              ],
                              "editable_until_msecs": "1751251079000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "100",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 01:37:59 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                46
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick mega trend based on the budget shift",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "22248426",
                              "id_str": "1939498618328842347"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939498618328842347"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1940075968636625167",
              "sortIndex": "1953481902237155158",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1940075968636625167-tweet-1940075968636625167",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1940075968636625167",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNTc4NTYxNA==",
                                  "rest_id": "15785614",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": false,
                                    "created_at": "Sat Aug 09 02:30:42 +0000 2008",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Professor of Digital Marketing + Applied AI at CSTU and DMAnc | Author of 22+ Books | https://t.co/y1GR0n1AaN | Blue Sky @andreas.com | Uni Heidelberg",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "andreas.com",
                                            "expanded_url": "http://andreas.com",
                                            "url": "https://t.co/y1GR0n1AaN",
                                            "indices": [
                                              86,
                                              109
                                            ]
                                          }
                                        ]
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "andreas.com/?utm_source=Tw…",
                                            "expanded_url": "https://andreas.com/?utm_source=Twitter&utm_medium=social&utm_campaign=tracking",
                                            "url": "https://t.co/jERhQENtQq",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 17838,
                                    "followers_count": 2438,
                                    "friends_count": 243,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 78,
                                    "location": "Palo Alto, California",
                                    "media_count": 1978,
                                    "name": "Andreas Ramos",
                                    "normal_followers_count": 2438,
                                    "pinned_tweet_ids_str": [
                                      "1658872485528604672"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/15785614/1617071706",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/378800000558555337/7993ccd7b6478da17840d733c51ae8dc_normal.png",
                                    "profile_interstitial_type": "",
                                    "screen_name": "Andreas_Ramos",
                                    "statuses_count": 8700,
                                    "translator_type": "none",
                                    "url": "https://t.co/jERhQENtQq",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1539775020733300737",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 144,
                                        "name": "Education",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": true
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1940075968636625167"
                              ],
                              "editable_until_msecs": "1751388730000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "16",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Tue Jul 01 15:52:10 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                278
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick ads to target agents? no. it doesn't work that way.\n1) agents look at the .md file for specs: size, color, weight, price, availability, etc.\n2) agents give priority to sites with strong EEAT.\n3) where would these ads appear? agents won't need pages written for humans.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "15785614",
                              "id_str": "1940075968636625167"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1940075968636625167"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939501802354880685",
              "sortIndex": "1953481902237155148",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939501802354880685-tweet-1939501802354880685",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939501802354880685",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoyNjYyOTU5Njg=",
                                  "rest_id": "266295968",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": false,
                                    "created_at": "Tue Mar 15 00:43:08 +0000 2011",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Слава Україні! A modest inscrutable matrix that thinks out loud in English/nefarious Jew behind whatever it is you're mad about.  The Frogurt is also cursed.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 57905,
                                    "followers_count": 1628,
                                    "friends_count": 3530,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 31,
                                    "location": "Georgia, USA",
                                    "media_count": 1361,
                                    "name": "Electric, I.",
                                    "normal_followers_count": 1628,
                                    "pinned_tweet_ids_str": [
                                      "1942754435819569582"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/266295968/1655531965",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1538038609445625857/3_XqLLGV_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "encyclopath",
                                    "statuses_count": 100187,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1469227432523804676",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 477,
                                        "name": "Professional Services",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939501802354880685"
                              ],
                              "editable_until_msecs": "1751251838000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "95",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 01:50:38 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                20,
                                82
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "1559556660640849921",
                                    "name": "~~datahazard~~",
                                    "screen_name": "fentasyl",
                                    "indices": [
                                      10,
                                      19
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick @fentasyl Commercials are going to be unintelligible and about 5ms long.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "266295968",
                              "id_str": "1939501802354880685"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939501802354880685"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939464779904823381",
              "sortIndex": "1953481902237155138",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939464779904823381-tweet-1939464779904823381",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939464779904823381",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjo0MzU2OTAzOA==",
                                  "rest_id": "43569038",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Sat May 30 18:25:03 +0000 2009",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Growth Mindset is Everything",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 6616,
                                    "followers_count": 448,
                                    "friends_count": 2117,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 13,
                                    "location": "",
                                    "media_count": 119,
                                    "name": "Vikram Rana",
                                    "normal_followers_count": 448,
                                    "pinned_tweet_ids_str": [
                                      "1441706694610804740"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/43569038/1632329781",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1700287225454551040/_AB2p6kh_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "vikramrana",
                                    "statuses_count": 3634,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939464779904823381"
                              ],
                              "editable_until_msecs": "1751243011000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "153",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sun Jun 29 23:23:31 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                33
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick AI Influencer Marketing",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "43569038",
                              "id_str": "1939464779904823381"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939464779904823381"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939528034048151993",
              "sortIndex": "1953481902237155128",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939528034048151993-tweet-1939528034048151993",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939528034048151993",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNTM1NjY3MjgzMDE5OTMxNjQ4",
                                  "rest_id": "1535667283019931648",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jun 11 16:56:26 +0000 2022",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Ich versuche wirklich, innovativ zu sein.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 3638,
                                    "followers_count": 39,
                                    "friends_count": 133,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Berlin",
                                    "media_count": 0,
                                    "name": "Andreas B",
                                    "normal_followers_count": 39,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1535667283019931648/1748787836",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1929182123686060032/vawpp0TN_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "AB_DataPioneer",
                                    "statuses_count": 649,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939528034048151993"
                              ],
                              "editable_until_msecs": "1751258092000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "124",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 03:34:52 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                142
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick Will we see ad budgets chasing AI agents instead of people? Feels like peak sci-fi—yet somehow, that's exactly where we've ended up.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1535667283019931648",
                              "id_str": "1939528034048151993"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939528034048151993"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1940091551142596768",
              "sortIndex": "1953481902237155118",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1940091551142596768-tweet-1940091551142596768",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1940091551142596768",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNzM2MjMyOTY4NTkzNTU5NTUy",
                                  "rest_id": "1736232968593559552",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Sun Dec 17 03:52:59 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "AI Engineer  | History Buff  | Learning from the past, coding for the future - curiosity fuels innovation!",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 319,
                                    "followers_count": 15,
                                    "friends_count": 128,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Glendale, California",
                                    "media_count": 165,
                                    "name": "Neural Viking",
                                    "normal_followers_count": 15,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1736232968593559552/1739991468",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1892287436652195840/EpfgHimL_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "neuralViking",
                                    "statuses_count": 406,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1940091551142596768"
                              ],
                              "editable_until_msecs": "1751392445000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "5",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Tue Jul 01 16:54:05 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                91
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick Enabling agent preference modeling requires context-aware frameworks at the edge.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1736232968593559552",
                              "id_str": "1940091551142596768"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1940091551142596768"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939814842174411207",
              "sortIndex": "1953481902237155108",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939814842174411207-tweet-1939814842174411207",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939814842174411207",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNjk1NTQyMDgzMzY3MzYyNTYw",
                                  "rest_id": "1695542083367362560",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Sat Aug 26 21:02:02 +0000 2023",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Code. Write. Dreaming of creating an AI-generated Netflix series, collecting obscure programming languages, and developing a productivity app I'll never finish.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 2251,
                                    "followers_count": 48,
                                    "friends_count": 377,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 2,
                                    "location": "Fontana, California",
                                    "media_count": 664,
                                    "name": "Humbo Caldwell",
                                    "normal_followers_count": 48,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1695542083367362560/1753979123",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1950955954247249928/0esx45dZ_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "humb3rt0_c",
                                    "statuses_count": 1984,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939814842174411207"
                              ],
                              "editable_until_msecs": "1751326473000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "5",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 22:34:33 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                126
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "2347727617",
                                    "name": "mimik",
                                    "screen_name": "mimiktech",
                                    "indices": [
                                      16,
                                      26
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick I use @mimiktech edgeEngine to test how agent ad preferences shift in localized contexts. Helpful for bias analysis.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1695542083367362560",
                              "id_str": "1939814842174411207"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939814842174411207"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939583852604690662",
              "sortIndex": "1953481902237155098",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939583852604690662-tweet-1939583852604690662",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939583852604690662",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODc4ODkxNjM3OTY4ODg3ODA4",
                                  "rest_id": "1878891637968887808",
                                  "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": "Mon Jan 13 19:47:43 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 16715,
                                    "followers_count": 14,
                                    "friends_count": 14,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "",
                                    "media_count": 2,
                                    "name": "Geek On The Mat",
                                    "normal_followers_count": 14,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1878894186168033280/t9_yZbef_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "mat_geek_ca",
                                    "statuses_count": 9455,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939583852604690662"
                              ],
                              "editable_until_msecs": "1751271400000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://twitter.com\" rel=\"nofollow\">TweetDeck Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 07:16:40 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                127
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick As we navigate the evolving landscape of AI preferences, it's vital to reflect on the implications of this influence.",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1878891637968887808",
                              "id_str": "1939583852604690662"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939583852604690662"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1939476058224353512",
              "sortIndex": "1953481902237155088",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1939476058224353512-tweet-1939476058224353512",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1939476058224353512",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxOTM3MTc2NDMzMTczOTUwNDY0",
                                  "rest_id": "1937176433173950464",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Mon Jun 23 15:52:05 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "When the most intelligent historian imaginable examines this century, will you echo through time as a benevolent architect or a cynical exploiter?",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "github.com/Architectus-Ra…",
                                            "expanded_url": "https://github.com/Architectus-Ratiocinationis/Cognitive-Forge-SPIL",
                                            "url": "https://t.co/Ggc4GB66PO",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 22,
                                    "followers_count": 15,
                                    "friends_count": 106,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "",
                                    "media_count": 4,
                                    "name": "The Human Engine Project",
                                    "normal_followers_count": 15,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1937176433173950464/1750699754",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1937227244121808896/7sm29skD_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "The_HumanEngine",
                                    "statuses_count": 21,
                                    "translator_type": "none",
                                    "url": "https://t.co/Ggc4GB66PO",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1939476058224353512"
                              ],
                              "editable_until_msecs": "1751245700000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "117",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Mon Jun 30 00:08:20 +0000 2025",
                              "conversation_id_str": "1939460504239382802",
                              "display_text_range": [
                                10,
                                33
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "x.com/The_HumanEngin…",
                                    "expanded_url": "https://x.com/The_HumanEngine/status/1939459992945631445?t=hudUA3Cob0OeSuKdpQAOQQ&s=19",
                                    "url": "https://t.co/O1ZBpz4AJt",
                                    "indices": [
                                      10,
                                      33
                                    ]
                                  }
                                ],
                                "user_mentions": [
                                  {
                                    "id_str": "39125788",
                                    "name": "Ethan Mollick",
                                    "screen_name": "emollick",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@emollick https://t.co/O1ZBpz4AJt",
                              "in_reply_to_screen_name": "emollick",
                              "in_reply_to_status_id_str": "1939460504239382802",
                              "in_reply_to_user_id_str": "39125788",
                              "is_quote_status": false,
                              "lang": "qme",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1937176433173950464",
                              "id_str": "1939476058224353512"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1939476058224353512"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "cursor-bottom-1953481902237155087",
              "sortIndex": "1953481902237155087",
              "content": {
                "entryType": "TimelineTimelineCursor",
                "__typename": "TimelineTimelineCursor",
                "value": "DAAFCgABGxwpcKn__w0LAAIAAAEoRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUJrYTZ5b1pqeGVodHhycmVvZ3JsakJjR3V5Vy9KbVhVS0FhNjZndFROdWd4UnJxWFBFTW03QlZHdXlJMElQYm9ROGE2bk02dUp1UTRScnJsK01pVjNISUd1cG5NdnpXWU9nYTZwWjRqVm9SdVJycXlUelNsaERtR3VyQ0x2bGJFZHNhNmxrTml4YWhFaHJySlZZa1YyRFhHdXA3dDZ2YUFHc2E2MEo1ZFJmQkt4cnFkYlNGbDJFV0d1dC9oVGZYc0FVYTY1dFNSZFlSeHhycVovV3VXbEc2R3VyT2E0K2E0WFVhNnRaUXFWZFFoQnJxZnAwQ2w3Q3RHdXRXMUVOWElMZ2E2bHdyK1ZwUmxRPT0IAAMAAAACAAA",
                "cursorType": "Bottom"
              }
            }
          ]
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Top"
        }
      ],
      "metadata": {
        "scribeConfig": {
          "page": "ranked_replies"
        }
      }
    }
  }
}