🐦 Twitter Post Details

Viewing enriched Twitter post

@omarsar0

Training framework Stage 1 (SFT) – uses reformatted ReAct-style data (both short and long reasoning chains) to give the model a solid “cold start.” Progressive filtering ensures only high-quality trajectories are used, emphasizing coherence, tool efficiency, and reflective reasoning. Stage 2 (RL) – builds on the SFT base. The model performs tool-aware rollouts on unused QA pairs. Rewards are computed from task correctness (via LLM-as-Judge, exact match, or test cases), and policy updates improve tool coordination and reasoning robustness.

Media 1
View on Twitter

📊 Media Metadata

{
  "media": [
    {
      "type": "photo",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1958186594114142412/media_0.jpg?",
      "filename": "media_0.jpg"
    }
  ],
  "processed_at": "2025-08-21T05:32:40.209498",
  "pipeline_version": "2.0"
}

🔧 Raw API Response

{
  "type": "tweet",
  "id": "1958186594114142412",
  "url": "https://x.com/omarsar0/status/1958186594114142412",
  "twitterUrl": "https://twitter.com/omarsar0/status/1958186594114142412",
  "text": "Training framework\n\nStage 1 (SFT) – uses reformatted ReAct-style data (both short and long reasoning chains) to give the model a solid “cold start.” Progressive filtering ensures only high-quality trajectories are used, emphasizing coherence, tool efficiency, and reflective reasoning.\n\nStage 2 (RL) – builds on the SFT base. The model performs tool-aware rollouts on unused QA pairs. Rewards are computed from task correctness (via LLM-as-Judge, exact match, or test cases), and policy updates improve tool coordination and reasoning robustness.",
  "source": "Twitter for iPhone",
  "retweetCount": 0,
  "replyCount": 1,
  "likeCount": 5,
  "quoteCount": 0,
  "viewCount": 1149,
  "createdAt": "Wed Aug 20 15:17:20 +0000 2025",
  "lang": "en",
  "bookmarkCount": 0,
  "isReply": true,
  "inReplyToId": "1958186577760526667",
  "conversationId": "1958186531161853995",
  "displayTextRange": [
    0,
    275
  ],
  "inReplyToUserId": "3448284313",
  "inReplyToUsername": "omarsar0",
  "author": {
    "type": "user",
    "userName": "omarsar0",
    "url": "https://x.com/omarsar0",
    "twitterUrl": "https://twitter.com/omarsar0",
    "id": "3448284313",
    "name": "elvis",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
    "description": "",
    "location": "",
    "followers": 260677,
    "following": 659,
    "status": "",
    "canDm": true,
    "canMediaTag": true,
    "createdAt": "Fri Sep 04 12:59:26 +0000 2015",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 31924,
    "hasCustomTimelines": true,
    "isTranslator": true,
    "mediaCount": 3878,
    "statusesCount": 15516,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [
      "1958186531161853995"
    ],
    "profile_bio": {
      "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ↓",
      "entities": {
        "description": {
          "user_mentions": [
            {
              "id_str": "0",
              "indices": [
                24,
                32
              ],
              "name": "",
              "screen_name": "dair_ai"
            }
          ]
        },
        "url": {
          "urls": [
            {
              "display_url": "dair-ai.thinkific.com",
              "expanded_url": "https://dair-ai.thinkific.com/",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/JBU5beHQNs"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null
  },
  "extendedEntities": {
    "media": [
      {
        "display_url": "pic.twitter.com/pxUXLNpoUS",
        "expanded_url": "https://twitter.com/omarsar0/status/1958186594114142412/photo/1",
        "ext_media_availability": {
          "status": "Available"
        },
        "features": {
          "large": {},
          "orig": {}
        },
        "id_str": "1958186590536450048",
        "indices": [
          276,
          299
        ],
        "media_key": "3_1958186590536450048",
        "media_results": {
          "id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARss4FRE28AACgACGyzgVRobAMwAAA==",
          "result": {
            "__typename": "ApiMedia",
            "id": "QXBpTWVkaWE6DAABCgABGyzgVETbwAAKAAIbLOBVGhsAzAAA",
            "media_key": "3_1958186590536450048"
          }
        },
        "media_url_https": "https://pbs.twimg.com/media/GyzgVETbwAAAuxG.jpg",
        "original_info": {
          "focus_rects": [
            {
              "h": 644,
              "w": 1150,
              "x": 115,
              "y": 0
            },
            {
              "h": 644,
              "w": 644,
              "x": 621,
              "y": 0
            },
            {
              "h": 644,
              "w": 565,
              "x": 700,
              "y": 0
            },
            {
              "h": 644,
              "w": 322,
              "x": 882,
              "y": 0
            },
            {
              "h": 644,
              "w": 1265,
              "x": 0,
              "y": 0
            }
          ],
          "height": 644,
          "width": 1265
        },
        "sizes": {
          "large": {
            "h": 644,
            "w": 1265
          }
        },
        "type": "photo",
        "url": "https://t.co/pxUXLNpoUS"
      }
    ]
  },
  "card": null,
  "place": {},
  "entities": {},
  "quoted_tweet": null,
  "retweeted_tweet": null,
  "article": null
}