🐦 Twitter Post Details

Viewing enriched Twitter post

@cohere

In the spirit of transparency and openness, we are releasing the traces so developers can test this out for themselves. We noticed this behaviour without prefilling with the following prompt, but this is rare. If you want to reproduce it, you can use this prompt with prefilling. Open models make for better science and are part of why this problem came to light at all: developers running Qwen3.8 on their own machines spotted the strange links, and having the weights let us study the behaviour in depth. We're encouraged by the thoughtful discussion our research has sparked across the AI and security communities. It's our belief that open-weight models are an important part of the future of AI, and we've recently released several under the Apache 2.0 license. Trace, raw tokens, & minimal reproduction script: https://t.co/7PfPonRVxy

Media 1

📊 Media Metadata

{
  "media": [
    {
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2114849246155260108/media_0.jpg",
      "media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2114849246155260108/media_0.jpg",
      "type": "photo",
      "filename": "media_0.jpg"
    }
  ],
  "processed_at": "2026-10-27T00:01:50.331010",
  "pipeline_version": "2.0"
}

🔧 Raw API Response

{
  "type": "tweet",
  "id": "2114849246155260108",
  "url": "https://x.com/cohere/status/2114849246155260108",
  "twitterUrl": "https://twitter.com/cohere/status/2114849246155260108",
  "text": "In the spirit of transparency and openness, we are releasing the traces so developers can test this out for themselves. We noticed this behaviour without prefilling with the following prompt, but this is rare. If you want to reproduce it, you can use this prompt with prefilling.\n\nOpen models make for better science and are part of why this problem came to light at all: developers running Qwen3.8 on their own machines spotted the strange links, and having the weights let us study the behaviour in depth.\n\nWe're encouraged by the thoughtful discussion our research has sparked across the AI and security communities. It's our belief that open-weight models are an important part of the future of AI, and we've recently released several under the Apache 2.0 license.\n\nTrace, raw tokens, & minimal reproduction script: https://t.co/7PfPonRVxy",
  "source": "",
  "retweetCount": 61,
  "replyCount": 42,
  "likeCount": 501,
  "quoteCount": 47,
  "viewCount": 32101,
  "createdAt": "Mon Oct 26 22:38:46 +0000 2026",
  "lang": "en",
  "bookmarkCount": 185,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2114849246155260108",
  "displayTextRange": [
    0,
    279
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "cohere",
    "url": "https://x.com/cohere",
    "twitterUrl": "https://twitter.com/cohere",
    "id": "1326237414025801729",
    "name": "Cohere",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": "Business",
    "profilePicture": "https://pbs.twimg.com/profile_images/1650250832909152260/760DZ0cv_normal.png",
    "coverPicture": "https://pbs.twimg.com/profile_banners/1326237414025801729/1791468376",
    "description": "",
    "location": "",
    "followers": 124126,
    "following": 47,
    "status": "",
    "canDm": true,
    "canMediaTag": true,
    "createdAt": "Tue Nov 10 18:57:11 +0000 2020",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 4387,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 774,
    "statusesCount": 2214,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "2097707010036822152"
    ],
    "profile_bio": {
      "description": "AI for Empowerment. We build private systems for enterprise, and open-source models for builders, to help people lead better lives.",
      "entities": {
        "description": {},
        "url": {
          "urls": [
            {
              "display_url": "cohere.com",
              "expanded_url": "http://cohere.com",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/9OS2Hs8ILn"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null,
    "protected": false
  },
  "extendedEntities": {},
  "card": {
    "binding_values": [
      {
        "key": "photo_image_full_size_large",
        "value": {
          "image_value": {
            "height": 419,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=jpg&name=800x419",
            "width": 800
          }
        }
      },
      {
        "key": "thumbnail_image",
        "value": {
          "image_value": {
            "height": 150,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=jpg&name=280x150",
            "width": 278
          }
        }
      },
      {
        "key": "description",
        "value": {
          "string_value": "We’re on a journey to advance and democratize artificial intelligence through open source and open science."
        }
      },
      {
        "key": "domain",
        "value": {
          "string_value": "huggingface.co"
        }
      },
      {
        "key": "thumbnail_image_large",
        "value": {
          "image_value": {
            "height": 320,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=jpg&name=800x320_1",
            "width": 593
          }
        }
      },
      {
        "key": "summary_photo_image_small",
        "value": {
          "image_value": {
            "height": 202,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=jpg&name=386x202",
            "width": 386
          }
        }
      },
      {
        "key": "thumbnail_image_original",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=jpg&name=orig",
            "width": 1200
          }
        }
      },
      {
        "key": "site",
        "value": {
          "scribe_key": "publisher_id",
          "user_value": {
            "id_str": "778764142412984320",
            "path": []
          }
        }
      },
      {
        "key": "photo_image_full_size_small",
        "value": {
          "image_value": {
            "height": 202,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=jpg&name=386x202",
            "width": 386
          }
        }
      },
      {
        "key": "summary_photo_image_large",
        "value": {
          "image_value": {
            "height": 419,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=jpg&name=800x419",
            "width": 800
          }
        }
      },
      {
        "key": "thumbnail_image_small",
        "value": {
          "image_value": {
            "height": 78,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=jpg&name=144x144",
            "width": 144
          }
        }
      },
      {
        "key": "thumbnail_image_x_large",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=png&name=2048x2048_2_exp",
            "width": 1200
          }
        }
      },
      {
        "key": "photo_image_full_size_original",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=jpg&name=orig",
            "width": 1200
          }
        }
      },
      {
        "key": "vanity_url",
        "value": {
          "scribe_key": "vanity_url",
          "string_value": "huggingface.co"
        }
      },
      {
        "key": "photo_image_full_size",
        "value": {
          "image_value": {
            "height": 314,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=jpg&name=600x314",
            "width": 600
          }
        }
      },
      {
        "key": "thumbnail_image_color",
        "value": {
          "image_color_value": {
            "palette": [
              {
                "percentage": 31.76,
                "rgb": {
                  "blue": 234,
                  "green": 93,
                  "red": 92
                }
              },
              {
                "percentage": 17.29,
                "rgb": {
                  "blue": 179,
                  "green": 85,
                  "red": 51
                }
              },
              {
                "percentage": 15.4,
                "rgb": {
                  "blue": 185,
                  "green": 71,
                  "red": 156
                }
              },
              {
                "percentage": 9.22,
                "rgb": {
                  "blue": 165,
                  "green": 74,
                  "red": 191
                }
              },
              {
                "percentage": 4.6,
                "rgb": {
                  "blue": 81,
                  "green": 33,
                  "red": 29
                }
              }
            ]
          }
        }
      },
      {
        "key": "title",
        "value": {
          "string_value": "CohereLabs/10-2026-qwen-investigation-traces · Datasets at Hugging Face"
        }
      },
      {
        "key": "summary_photo_image_color",
        "value": {
          "image_color_value": {
            "palette": [
              {
                "percentage": 31.76,
                "rgb": {
                  "blue": 234,
                  "green": 93,
                  "red": 92
                }
              },
              {
                "percentage": 17.29,
                "rgb": {
                  "blue": 179,
                  "green": 85,
                  "red": 51
                }
              },
              {
                "percentage": 15.4,
                "rgb": {
                  "blue": 185,
                  "green": 71,
                  "red": 156
                }
              },
              {
                "percentage": 9.22,
                "rgb": {
                  "blue": 165,
                  "green": 74,
                  "red": 191
                }
              },
              {
                "percentage": 4.6,
                "rgb": {
                  "blue": 81,
                  "green": 33,
                  "red": 29
                }
              }
            ]
          }
        }
      },
      {
        "key": "summary_photo_image_x_large",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=png&name=2048x2048_2_exp",
            "width": 1200
          }
        }
      },
      {
        "key": "summary_photo_image",
        "value": {
          "image_value": {
            "height": 314,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=jpg&name=600x314",
            "width": 600
          }
        }
      },
      {
        "key": "photo_image_full_size_color",
        "value": {
          "image_color_value": {
            "palette": [
              {
                "percentage": 31.76,
                "rgb": {
                  "blue": 234,
                  "green": 93,
                  "red": 92
                }
              },
              {
                "percentage": 17.29,
                "rgb": {
                  "blue": 179,
                  "green": 85,
                  "red": 51
                }
              },
              {
                "percentage": 15.4,
                "rgb": {
                  "blue": 185,
                  "green": 71,
                  "red": 156
                }
              },
              {
                "percentage": 9.22,
                "rgb": {
                  "blue": 165,
                  "green": 74,
                  "red": 191
                }
              },
              {
                "percentage": 4.6,
                "rgb": {
                  "blue": 81,
                  "green": 33,
                  "red": 29
                }
              }
            ]
          }
        }
      },
      {
        "key": "photo_image_full_size_x_large",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=png&name=2048x2048_2_exp",
            "width": 1200
          }
        }
      },
      {
        "key": "card_url",
        "value": {
          "scribe_key": "card_url",
          "string_value": "https://t.co/7PfPonRVxy"
        }
      },
      {
        "key": "summary_photo_image_original",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2114849247069650944/bZbviRA0?format=jpg&name=orig",
            "width": 1200
          }
        }
      }
    ],
    "card_platform": {
      "platform": {
        "audience": {
          "name": "production"
        },
        "device": {
          "name": "iPhone",
          "version": "13"
        }
      }
    },
    "name": "summary_large_image",
    "url": "https://t.co/7PfPonRVxy",
    "user_refs_results": [
      {
        "rest_id": "778764142412984320",
        "result": {
          "__typename": "User",
          "action_counts": {
            "favorites_count": 9528
          },
          "avatar": {
            "image_url": "https://pbs.twimg.com/profile_images/1991559933473497089/mbrRS49P_normal.jpg"
          },
          "banner": {
            "image_url": "https://pbs.twimg.com/profile_banners/778764142412984320/1731533786"
          },
          "core": {
            "created_at": "Thu Sep 22 01:13:35 +0000 2016",
            "name": "Hugging Face",
            "screen_name": "huggingface"
          },
          "dm_permissions": {
            "can_dm": true
          },
          "exclusive_tweet_following": false,
          "follow_request_sent": false,
          "identity_profile_labels_highlighted_label": {},
          "location": {
            "location": "NYC and Paris and 🌏"
          },
          "media_permissions": {
            "can_media_tag": true
          },
          "notifications_settings": {
            "notifications_enabled": false
          },
          "pinned_items": {},
          "privacy": {
            "protected": false,
            "suspended": false
          },
          "private_super_following": false,
          "profile_bio": {
            "description": "The AI community building the future. https://t.co/TpiXQMQ9rZ",
            "entities": {
              "description": {
                "urls": [
                  {
                    "display_url": "hf.co/careers",
                    "expanded_url": "http://hf.co/careers",
                    "indices": [
                      38,
                      61
                    ],
                    "url": "https://t.co/TpiXQMQ9rZ"
                  }
                ]
              },
              "url": {
                "urls": [
                  {
                    "display_url": "huggingface.co",
                    "expanded_url": "https://huggingface.co",
                    "indices": [
                      0,
                      23
                    ],
                    "url": "https://t.co/A337WqHDnG"
                  }
                ]
              }
            }
          },
          "profile_image_shape": "Circle",
          "profile_metadata": {
            "profile_interstitial_type": "",
            "profile_link_color": "1DA1F2"
          },
          "profile_translation": {
            "translator_type_enum": "None"
          },
          "properties": {
            "has_extended_profile": false,
            "has_no_screen_name": false
          },
          "relationship_counts": {
            "followers": 829350,
            "following": 227
          },
          "relationship_perspectives": {
            "blocked_by": false,
            "blocking": false,
            "followed_by": false,
            "following": false,
            "live_following": false,
            "muting": false
          },
          "rest_id": "778764142412984320",
          "smart_blocked_by": false,
          "smart_blocking": false,
          "super_follow_eligible": false,
          "super_followed_by": false,
          "super_following": false,
          "tweet_counts": {
            "media_tweets": 482,
            "tweets": 14415
          },
          "verification": {
            "is_blue_verified": true,
            "verified": false
          },
          "website": {
            "url": "https://t.co/A337WqHDnG"
          }
        }
      }
    ]
  },
  "place": {},
  "entities": {
    "hashtags": [],
    "symbols": [],
    "urls": [
      {
        "display_url": "huggingface.co/datasets/Coher…",
        "expanded_url": "https://huggingface.co/datasets/CohereLabs/10-2026-qwen-investigation-traces",
        "indices": [
          820,
          843
        ],
        "url": "https://t.co/7PfPonRVxy"
      }
    ],
    "user_mentions": []
  },
  "quoted_tweet": {
    "type": "tweet",
    "id": "2114773561554731293",
    "url": "",
    "twitterUrl": "",
    "text": "",
    "source": "",
    "retweetCount": 0,
    "replyCount": 0,
    "likeCount": 0,
    "quoteCount": 0,
    "viewCount": 0,
    "createdAt": "",
    "lang": "",
    "bookmarkCount": 0,
    "isReply": false,
    "inReplyToId": null,
    "conversationId": "",
    "displayTextRange": [],
    "inReplyToUserId": null,
    "inReplyToUsername": null,
    "author": {},
    "extendedEntities": {},
    "card": null,
    "place": {},
    "entities": {},
    "quoted_tweet": null,
    "retweeted_tweet": null,
    "isLimitedReply": false,
    "communityInfo": null,
    "article": null
  },
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "communityInfo": null,
  "article": null
}