🐦 Twitter Post Details

Viewing enriched Twitter post

@mgoin_

GLM 5.2 DSpark preview is here! ✨ https://t.co/DQOMYEiY1o This is the first DSpark speculator for a non-DeepSeek frontier model, trained with Speculators and running on vLLM nightly for ~1.5Γ— faster decode for GLM-5.2-FP8 on 4Γ—B300. Stronger checkpoints to come!

Media 1

πŸ“Š Media Metadata

{
  "media": [
    {
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2072525522639212825/media_0.jpg",
      "media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2072525522639212825/media_0.jpg",
      "type": "photo",
      "filename": "media_0.jpg"
    }
  ],
  "processed_at": "2026-07-02T05:02:07.522623",
  "pipeline_version": "2.0"
}

πŸ”§ Raw API Response

{
  "type": "tweet",
  "id": "2072525522639212825",
  "url": "https://x.com/mgoin_/status/2072525522639212825",
  "twitterUrl": "https://twitter.com/mgoin_/status/2072525522639212825",
  "text": "GLM 5.2 DSpark preview is here! ✨\nhttps://t.co/DQOMYEiY1o\nThis is the first DSpark speculator for a non-DeepSeek frontier model, trained with Speculators and running on vLLM nightly for ~1.5Γ— faster decode for GLM-5.2-FP8 on 4Γ—B300. Stronger checkpoints to come!",
  "source": "Twitter for iPhone",
  "retweetCount": 7,
  "replyCount": 3,
  "likeCount": 50,
  "quoteCount": 1,
  "viewCount": 6522,
  "createdAt": "Thu Jul 02 03:39:24 +0000 2026",
  "lang": "en",
  "bookmarkCount": 20,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2072525522639212825",
  "displayTextRange": [
    0,
    262
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "mgoin_",
    "url": "https://x.com/mgoin_",
    "twitterUrl": "https://twitter.com/mgoin_",
    "id": "1516059175910092803",
    "name": "Michael Goin",
    "isVerified": false,
    "isBlueVerified": false,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/1743065359811334144/07C98Pb0_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/1516059175910092803/1696607457",
    "description": "maintainer @vllm_project, inference perf @RedHat_AI (acq @neuralmagic), friends call me misha",
    "location": "Boston",
    "followers": 1919,
    "following": 468,
    "status": "",
    "canDm": true,
    "canMediaTag": true,
    "createdAt": "Mon Apr 18 14:21:01 +0000 2022",
    "entities": {
      "description": {},
      "url": {
        "urls": [
          {
            "display_url": "github.com/mgoin",
            "expanded_url": "https://github.com/mgoin",
            "indices": [
              0,
              23
            ],
            "url": "https://t.co/DaVxX0EBOr"
          }
        ]
      }
    },
    "fastFollowersCount": 0,
    "favouritesCount": 8391,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 80,
    "statusesCount": 1155,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "1976452383258648972"
    ],
    "profile_bio": {},
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {},
  "card": {
    "binding_values": [
      {
        "key": "photo_image_full_size_large",
        "value": {
          "image_value": {
            "height": 419,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=jpg&name=800x419",
            "width": 800
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "thumbnail_image",
        "value": {
          "image_value": {
            "height": 150,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=jpg&name=280x150",
            "width": 278
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "description",
        "value": {
          "string_value": "We’re on a journey to advance and democratize artificial intelligence through open source and open science.",
          "type": "STRING"
        }
      },
      {
        "key": "domain",
        "value": {
          "string_value": "huggingface.co",
          "type": "STRING"
        }
      },
      {
        "key": "thumbnail_image_large",
        "value": {
          "image_value": {
            "height": 320,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=jpg&name=800x320_1",
            "width": 593
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "summary_photo_image_small",
        "value": {
          "image_value": {
            "height": 202,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=jpg&name=386x202",
            "width": 386
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "thumbnail_image_original",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=jpg&name=orig",
            "width": 1200
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "site",
        "value": {
          "scribe_key": "publisher_id",
          "type": "USER",
          "user_value": {
            "id_str": "778764142412984320",
            "path": []
          }
        }
      },
      {
        "key": "photo_image_full_size_small",
        "value": {
          "image_value": {
            "height": 202,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=jpg&name=386x202",
            "width": 386
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "summary_photo_image_large",
        "value": {
          "image_value": {
            "height": 419,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=jpg&name=800x419",
            "width": 800
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "thumbnail_image_small",
        "value": {
          "image_value": {
            "height": 78,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=jpg&name=144x144",
            "width": 144
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "thumbnail_image_x_large",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=png&name=2048x2048_2_exp",
            "width": 1200
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "photo_image_full_size_original",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=jpg&name=orig",
            "width": 1200
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "vanity_url",
        "value": {
          "scribe_key": "vanity_url",
          "string_value": "huggingface.co",
          "type": "STRING"
        }
      },
      {
        "key": "photo_image_full_size",
        "value": {
          "image_value": {
            "height": 314,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=jpg&name=600x314",
            "width": 600
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "thumbnail_image_color",
        "value": {
          "image_color_value": {
            "palette": [
              {
                "percentage": 23.27,
                "rgb": {
                  "blue": 220,
                  "green": 100,
                  "red": 73
                }
              },
              {
                "percentage": 15.27,
                "rgb": {
                  "blue": 146,
                  "green": 122,
                  "red": 25
                }
              },
              {
                "percentage": 14.81,
                "rgb": {
                  "blue": 81,
                  "green": 130,
                  "red": 188
                }
              },
              {
                "percentage": 14.49,
                "rgb": {
                  "blue": 202,
                  "green": 135,
                  "red": 42
                }
              },
              {
                "percentage": 6.73,
                "rgb": {
                  "blue": 110,
                  "green": 46,
                  "red": 36
                }
              }
            ]
          },
          "type": "IMAGE_COLOR"
        }
      },
      {
        "key": "title",
        "value": {
          "string_value": "RedHatAI/GLM-5.2-speculator.dspark-preview Β· Hugging Face",
          "type": "STRING"
        }
      },
      {
        "key": "summary_photo_image_color",
        "value": {
          "image_color_value": {
            "palette": [
              {
                "percentage": 23.27,
                "rgb": {
                  "blue": 220,
                  "green": 100,
                  "red": 73
                }
              },
              {
                "percentage": 15.27,
                "rgb": {
                  "blue": 146,
                  "green": 122,
                  "red": 25
                }
              },
              {
                "percentage": 14.81,
                "rgb": {
                  "blue": 81,
                  "green": 130,
                  "red": 188
                }
              },
              {
                "percentage": 14.49,
                "rgb": {
                  "blue": 202,
                  "green": 135,
                  "red": 42
                }
              },
              {
                "percentage": 6.73,
                "rgb": {
                  "blue": 110,
                  "green": 46,
                  "red": 36
                }
              }
            ]
          },
          "type": "IMAGE_COLOR"
        }
      },
      {
        "key": "summary_photo_image_x_large",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=png&name=2048x2048_2_exp",
            "width": 1200
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "summary_photo_image",
        "value": {
          "image_value": {
            "height": 314,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=jpg&name=600x314",
            "width": 600
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "photo_image_full_size_color",
        "value": {
          "image_color_value": {
            "palette": [
              {
                "percentage": 23.27,
                "rgb": {
                  "blue": 220,
                  "green": 100,
                  "red": 73
                }
              },
              {
                "percentage": 15.27,
                "rgb": {
                  "blue": 146,
                  "green": 122,
                  "red": 25
                }
              },
              {
                "percentage": 14.81,
                "rgb": {
                  "blue": 81,
                  "green": 130,
                  "red": 188
                }
              },
              {
                "percentage": 14.49,
                "rgb": {
                  "blue": 202,
                  "green": 135,
                  "red": 42
                }
              },
              {
                "percentage": 6.73,
                "rgb": {
                  "blue": 110,
                  "green": 46,
                  "red": 36
                }
              }
            ]
          },
          "type": "IMAGE_COLOR"
        }
      },
      {
        "key": "photo_image_full_size_x_large",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=png&name=2048x2048_2_exp",
            "width": 1200
          },
          "type": "IMAGE"
        }
      },
      {
        "key": "card_url",
        "value": {
          "scribe_key": "card_url",
          "string_value": "https://t.co/DQOMYEiY1o",
          "type": "STRING"
        }
      },
      {
        "key": "summary_photo_image_original",
        "value": {
          "image_value": {
            "height": 648,
            "url": "https://pbs.twimg.com/card_img/2072525048129208320/r1yVaVX_?format=jpg&name=orig",
            "width": 1200
          },
          "type": "IMAGE"
        }
      }
    ],
    "card_platform": {
      "platform": {
        "audience": {
          "name": "production"
        },
        "device": {
          "name": "Swift",
          "version": "12"
        }
      }
    },
    "name": "summary_large_image",
    "url": "https://t.co/DQOMYEiY1o",
    "user_refs_results": [
      {
        "result": {
          "__typename": "User",
          "affiliates_highlighted_label": {},
          "has_graduated_access": true,
          "id": "VXNlcjo3Nzg3NjQxNDI0MTI5ODQzMjA=",
          "is_blue_verified": true,
          "legacy": {
            "blocked_by": false,
            "blocking": false,
            "can_dm": true,
            "can_media_tag": true,
            "created_at": "Thu Sep 22 01:13:35 +0000 2016",
            "default_profile": true,
            "default_profile_image": false,
            "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"
                  }
                ]
              }
            },
            "fast_followers_count": 0,
            "favourites_count": 9173,
            "follow_request_sent": false,
            "followed_by": false,
            "followers_count": 715363,
            "following": false,
            "friends_count": 222,
            "has_custom_timelines": false,
            "is_translator": false,
            "listed_count": 8864,
            "location": "NYC and Paris and 🌏",
            "media_count": 471,
            "muting": false,
            "name": "Hugging Face",
            "needs_phone_verification": false,
            "normal_followers_count": 715363,
            "notifications": false,
            "possibly_sensitive": false,
            "profile_banner_url": "https://pbs.twimg.com/profile_banners/778764142412984320/1731533786",
            "profile_image_url_https": "https://pbs.twimg.com/profile_images/1991559933473497089/mbrRS49P_normal.jpg",
            "profile_interstitial_type": "",
            "protected": false,
            "screen_name": "huggingface",
            "statuses_count": 13836,
            "time_zone": "",
            "translator_type": "none",
            "url": "https://t.co/A337WqHDnG",
            "utc_offset": 0,
            "verified": false,
            "want_retweets": false,
            "withheld_description": "",
            "withheld_scope": ""
          },
          "parody_commentary_fan_label": "None",
          "professional": {
            "category": [
              {
                "icon_name": "IconBriefcaseStroke",
                "id": 713,
                "name": "Science & Technology"
              }
            ],
            "professional_type": "Business",
            "rest_id": "1977499064699699479"
          },
          "profile_image_shape": "Circle",
          "rest_id": "778764142412984320",
          "super_follow_eligible": false,
          "super_followed_by": false,
          "super_following": false,
          "tipjar_settings": {}
        }
      }
    ]
  },
  "place": {},
  "entities": {
    "urls": [
      {
        "display_url": "huggingface.co/RedHatAI/GLM-5…",
        "expanded_url": "https://huggingface.co/RedHatAI/GLM-5.2-speculator.dspark-preview",
        "indices": [
          34,
          57
        ],
        "url": "https://t.co/DQOMYEiY1o"
      }
    ]
  },
  "quoted_tweet": {
    "type": "tweet",
    "id": "2071601331995804050",
    "url": "https://x.com/mgoin_/status/2071601331995804050",
    "twitterUrl": "https://twitter.com/mgoin_/status/2071601331995804050",
    "text": "this means GLM 5.2 DSpark on the way btw",
    "source": "Twitter for iPhone",
    "retweetCount": 11,
    "replyCount": 10,
    "likeCount": 148,
    "quoteCount": 7,
    "viewCount": 25523,
    "createdAt": "Mon Jun 29 14:27:00 +0000 2026",
    "lang": "en",
    "bookmarkCount": 32,
    "isReply": false,
    "inReplyToId": null,
    "conversationId": "2071601331995804050",
    "displayTextRange": [
      0,
      40
    ],
    "inReplyToUserId": null,
    "inReplyToUsername": null,
    "author": {
      "type": "user",
      "userName": "mgoin_",
      "url": "https://x.com/mgoin_",
      "twitterUrl": "https://twitter.com/mgoin_",
      "id": "1516059175910092803",
      "name": "Michael Goin",
      "isVerified": false,
      "isBlueVerified": false,
      "verifiedType": null,
      "profilePicture": "https://pbs.twimg.com/profile_images/1743065359811334144/07C98Pb0_normal.jpg",
      "coverPicture": "https://pbs.twimg.com/profile_banners/1516059175910092803/1696607457",
      "description": "maintainer @vllm_project, inference perf @RedHat_AI (acq @neuralmagic), friends call me misha",
      "location": "Boston",
      "followers": 1919,
      "following": 468,
      "status": "",
      "canDm": true,
      "canMediaTag": true,
      "createdAt": "Mon Apr 18 14:21:01 +0000 2022",
      "entities": {
        "description": {},
        "url": {
          "urls": [
            {
              "display_url": "github.com/mgoin",
              "expanded_url": "https://github.com/mgoin",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/DaVxX0EBOr"
            }
          ]
        }
      },
      "fastFollowersCount": 0,
      "favouritesCount": 8391,
      "hasCustomTimelines": true,
      "isTranslator": false,
      "mediaCount": 80,
      "statusesCount": 1155,
      "withheldInCountries": [],
      "affiliatesHighlightedLabel": {},
      "possiblySensitive": false,
      "pinnedTweetIds": [
        "1976452383258648972"
      ],
      "profile_bio": {},
      "isAutomated": false,
      "automatedBy": null
    },
    "extendedEntities": {},
    "card": null,
    "place": {},
    "entities": {},
    "quoted_tweet": null,
    "retweeted_tweet": null,
    "article": null
  },
  "retweeted_tweet": null,
  "article": null
}