🐦 Twitter Post Details

Viewing enriched Twitter post

@winglian

If you're using LoRA for RL, it's most likely best to deploy your adapter unmerged. Depending on your learning rate, how many effective train steps, etc, you might be losing much of your training updates to rounding to BF16 when you merge the adapter to the base model. https://t.co/xnqBTHVzOW

Media 1

📊 Media Metadata

{
  "media": [
    {
      "type": "photo",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2115171721913196832/media_0.jpg",
      "filename": "media_0.jpg"
    }
  ],
  "processed_at": "2026-10-27T23:02:38.820141",
  "pipeline_version": "2.0"
}

🔧 Raw API Response

{
  "type": "tweet",
  "id": "2115171721913196832",
  "url": "https://x.com/winglian/status/2115171721913196832",
  "twitterUrl": "https://twitter.com/winglian/status/2115171721913196832",
  "text": "If you're using LoRA for RL, it's most likely best to deploy your adapter unmerged. Depending on your learning rate, how many effective train steps, etc, you might be losing much of your training updates to rounding to BF16 when you merge the adapter to the base model. https://t.co/xnqBTHVzOW",
  "source": "",
  "retweetCount": 2,
  "replyCount": 4,
  "likeCount": 21,
  "quoteCount": 0,
  "viewCount": 1016,
  "createdAt": "Tue Oct 27 20:00:11 +0000 2026",
  "lang": "en",
  "bookmarkCount": 9,
  "isReply": false,
  "inReplyToId": null,
  "conversationId": "2115171721913196832",
  "displayTextRange": [
    0,
    269
  ],
  "inReplyToUserId": null,
  "inReplyToUsername": null,
  "author": {
    "type": "user",
    "userName": "winglian",
    "url": "https://x.com/winglian",
    "twitterUrl": "https://twitter.com/winglian",
    "id": "24802509",
    "name": "Wing Lian (caseus)",
    "isVerified": false,
    "isBlueVerified": true,
    "verifiedType": null,
    "profilePicture": "https://pbs.twimg.com/profile_images/1709990043664715778/FZmSZJaK_normal.jpg",
    "coverPicture": "https://pbs.twimg.com/profile_banners/24802509/1403302292",
    "description": "",
    "location": "Annapolis, MD",
    "followers": 11034,
    "following": 1896,
    "status": "",
    "canDm": true,
    "canMediaTag": true,
    "createdAt": "Tue Mar 17 00:12:21 +0000 2009",
    "entities": {
      "description": {
        "urls": []
      },
      "url": {}
    },
    "fastFollowersCount": 0,
    "favouritesCount": 3442,
    "hasCustomTimelines": true,
    "isTranslator": false,
    "mediaCount": 171,
    "statusesCount": 2978,
    "withheldInCountries": [],
    "affiliatesHighlightedLabel": {},
    "possiblySensitive": false,
    "pinnedTweetIds": [],
    "profile_bio": {
      "description": "@axolotl_ai OSS maintainer. Axolotl AI founder. AI/ML tinkerer. Building tools for everyone.",
      "entities": {
        "description": {
          "user_mentions": [
            {
              "id_str": "",
              "indices": [
                0,
                11
              ],
              "name": "",
              "screen_name": "axolotl_ai"
            }
          ]
        },
        "url": {
          "urls": [
            {
              "display_url": "github.com/winglian/",
              "expanded_url": "https://github.com/winglian/",
              "indices": [
                0,
                23
              ],
              "url": "https://t.co/Ym8RB0dslS"
            }
          ]
        }
      }
    },
    "isAutomated": false,
    "automatedBy": null,
    "protected": false
  },
  "extendedEntities": {
    "media": [
      {
        "allow_download_status": {
          "allow_download": true
        },
        "display_url": "pic.x.com/xnqBTHVzOW",
        "expanded_url": "https://x.com/winglian/status/2115171721913196832/photo/1",
        "ext_master_playlist_only": [],
        "ext_media_availability": {
          "status": "Available"
        },
        "ext_playlists": [],
        "features": {
          "large": {
            "faces": []
          },
          "orig": {
            "faces": []
          }
        },
        "id_str": "2115166857191661568",
        "indices": [
          270,
          293
        ],
        "media_key": "3_2115166857191661568",
        "media_results": {
          "id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAAR1alQzLlqAACgACHVqZeXOWYSAAAA==",
          "result": {
            "__typename": "ApiMedia",
            "id": "QXBpTWVkaWE6DAABCgABHVqVDMuWoAAKAAIdWpl5c5ZhIAAA",
            "media_key": "3_2115166857191661568"
          }
        },
        "media_url_https": "https://pbs.twimg.com/media/HVqVDMuWoAAeBRH.jpg",
        "original_info": {
          "focus_rects": [
            {
              "h": 1344,
              "w": 2400,
              "x": 0,
              "y": 0
            },
            {
              "h": 2400,
              "w": 2400,
              "x": 0,
              "y": 0
            },
            {
              "h": 2736,
              "w": 2400,
              "x": 0,
              "y": 0
            },
            {
              "h": 3000,
              "w": 1500,
              "x": 0,
              "y": 0
            },
            {
              "h": 3000,
              "w": 2400,
              "x": 0,
              "y": 0
            }
          ],
          "height": 3000,
          "width": 2400
        },
        "sizes": {
          "large": {
            "h": 2048,
            "w": 1638
          }
        },
        "type": "photo",
        "url": "https://t.co/xnqBTHVzOW"
      }
    ]
  },
  "card": null,
  "place": {},
  "entities": {},
  "quoted_tweet": null,
  "retweeted_tweet": null,
  "isLimitedReply": false,
  "communityInfo": null,
  "article": null
}