@winglian
1.8x Faster GRPO! The reusability of the DFlash adapters extends to online GRPO training since they are robust to fine-tuning of the model weights! https://t.co/T4cvAY2EZS
🐦 Twitter Post Details
Viewing enriched Twitter post
📊 Media Metadata
{
"media": [
{
"type": "photo",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2044049053546172506/media_0.jpg",
"filename": "media_0.jpg"
}
],
"processed_at": "2026-04-14T14:29:34.852539",
"pipeline_version": "2.0"
}🔧 Raw API Response
{
"type": "tweet",
"id": "2044049053546172506",
"url": "https://x.com/winglian/status/2044049053546172506",
"twitterUrl": "https://twitter.com/winglian/status/2044049053546172506",
"text": "1.8x Faster GRPO! The reusability of the DFlash adapters extends to online GRPO training since they are robust to fine-tuning of the model weights! https://t.co/T4cvAY2EZS",
"source": "Twitter for iPhone",
"retweetCount": 3,
"replyCount": 0,
"likeCount": 21,
"quoteCount": 2,
"viewCount": 1340,
"createdAt": "Tue Apr 14 13:44:05 +0000 2026",
"lang": "en",
"bookmarkCount": 6,
"isReply": false,
"inReplyToId": null,
"conversationId": "2044049053546172506",
"displayTextRange": [
0,
147
],
"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": 10721,
"following": 1858,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Tue Mar 17 00:12:21 +0000 2009",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 3320,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 164,
"statusesCount": 2921,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [],
"profile_bio": {
"description": "@axolotl_ai OSS maintainer. Axolotl AI founder. AI/ML tinkerer. Building tools for everyone.",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": [
{
"id_str": "0",
"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
},
"extendedEntities": {
"media": [
{
"allow_download_status": {
"allow_download": true
},
"display_url": "pic.twitter.com/T4cvAY2EZS",
"expanded_url": "https://twitter.com/winglian/status/2044049053546172506/photo/1",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"orig": {
"faces": []
}
},
"id_str": "2044048099153457152",
"indices": [
148,
171
],
"media_key": "3_2044048099153457152",
"media_results": {
"id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARxd6uqV2rAACgACHF3ryMwX0FoAAA==",
"result": {
"__typename": "ApiMedia",
"id": "QXBpTWVkaWE6DAABCgABHF3q6pXasAAKAAIcXevIzBfQWgAA",
"media_key": "3_2044048099153457152"
}
},
"media_url_https": "https://pbs.twimg.com/media/HF3q6pXasAAxVrz.jpg",
"original_info": {
"focus_rects": [
{
"h": 672,
"w": 1200,
"x": 0,
"y": 0
},
{
"h": 675,
"w": 675,
"x": 263,
"y": 0
},
{
"h": 675,
"w": 592,
"x": 304,
"y": 0
},
{
"h": 675,
"w": 338,
"x": 431,
"y": 0
},
{
"h": 675,
"w": 1200,
"x": 0,
"y": 0
}
],
"height": 675,
"width": 1200
},
"sizes": {
"large": {
"h": 675,
"w": 1200
}
},
"type": "photo",
"url": "https://t.co/T4cvAY2EZS"
}
]
},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"quoted_tweet": {
"type": "tweet",
"id": "2043731370598347066",
"url": "https://x.com/winglian/status/2043731370598347066",
"twitterUrl": "https://twitter.com/winglian/status/2043731370598347066",
"text": "The beauty of DFlash is that it reuses the hidden states of the active model, so the you can use DFlash adapters for the base models with post-trained models like Carnice 9B/27B by @kaiostephens and Ornstein by @DJLougen and get these local ~4x speedups for you local @NousResearch Hermes Agent. In testing, the average acceptance rate of Carnice 9B is ~7.5 tokens using the z-lab/Qwen3.5-9B-DFlash adapter. @zhijianliu_",
"source": "Twitter for iPhone",
"retweetCount": 6,
"replyCount": 4,
"likeCount": 62,
"quoteCount": 1,
"viewCount": 6956,
"createdAt": "Mon Apr 13 16:41:44 +0000 2026",
"lang": "en",
"bookmarkCount": 40,
"isReply": false,
"inReplyToId": null,
"conversationId": "2043731370598347066",
"displayTextRange": [
0,
267
],
"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": 10721,
"following": 1858,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Tue Mar 17 00:12:21 +0000 2009",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 3320,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 164,
"statusesCount": 2921,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [],
"profile_bio": {
"description": "@axolotl_ai OSS maintainer. Axolotl AI founder. AI/ML tinkerer. Building tools for everyone.",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": [
{
"id_str": "0",
"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
},
"extendedEntities": {},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": [
{
"id_str": "623020086",
"indices": [
181,
194
],
"name": "kaios",
"screen_name": "kaiostephens"
},
{
"id_str": "2002044000216465408",
"indices": [
211,
220
],
"name": "Daniel Lougen, M.S.",
"screen_name": "DJLougen"
},
{
"id_str": "1318419526132862976",
"indices": [
268,
281
],
"name": "Nous Research",
"screen_name": "NousResearch"
},
{
"id_str": "935720735707926528",
"indices": [
409,
421
],
"name": "Zhijian Liu",
"screen_name": "zhijianliu_"
}
]
},
"quoted_tweet": {
"type": "tweet",
"id": "2043471459121521117",
"url": "",
"twitterUrl": "",
"text": "",
"source": "Twitter for iPhone",
"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
},
"retweeted_tweet": null,
"isLimitedReply": false,
"communityInfo": null,
"article": null
}