@danpacary
I cracked DeepSeek's MLA attention in Rust. Same code. Three models. 15B to 1 trillion parameters. KV cache drops 57x. 128 KB per token becomes 2.25 KB. Builting the full pipeline... https://t.co/M4vG7QlNyj
Viewing enriched Twitter post
I cracked DeepSeek's MLA attention in Rust. Same code. Three models. 15B to 1 trillion parameters. KV cache drops 57x. 128 KB per token becomes 2.25 KB. Builting the full pipeline... https://t.co/M4vG7QlNyj
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2035437977653170220/media_0.jpg",
"media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2035437977653170220/media_0.jpg",
"type": "photo",
"filename": "media_0.jpg"
}
],
"processed_at": "2026-03-22T11:03:19.394287",
"pipeline_version": "2.0"
} {
"type": "tweet",
"id": "2035437977653170220",
"url": "https://x.com/danpacary/status/2035437977653170220",
"twitterUrl": "https://twitter.com/danpacary/status/2035437977653170220",
"text": "I cracked DeepSeek's MLA attention in Rust.\n\nSame code.\nThree models.\n15B to 1 trillion parameters.\n\nKV cache drops 57x.\n128 KB per token becomes 2.25 KB.\n\nBuilting the full pipeline... https://t.co/M4vG7QlNyj",
"source": "Twitter for iPhone",
"retweetCount": 42,
"replyCount": 22,
"likeCount": 502,
"quoteCount": 2,
"viewCount": 24107,
"createdAt": "Sat Mar 21 19:26:45 +0000 2026",
"lang": "en",
"bookmarkCount": 424,
"isReply": false,
"inReplyToId": null,
"conversationId": "2035437977653170220",
"displayTextRange": [
0,
185
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "danpacary",
"url": "https://x.com/danpacary",
"twitterUrl": "https://twitter.com/danpacary",
"id": "1703123765763436545",
"name": "Daniel Isaac",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1906913041117294592/JlcFFK1J_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/1703123765763436545/1709064173",
"description": "",
"location": "Earth",
"followers": 1607,
"following": 197,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Sat Sep 16 19:09:03 +0000 2023",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 3371,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 343,
"statusesCount": 2035,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"2034668970641699009"
],
"profile_bio": {
"description": "idk what Iām doing half the time. but sometimes I design systems for constrained compute\n\ncurrent curiosity: apple silicon / local ai",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": []
},
"url": {
"urls": [
{
"display_url": "danielisaac.co",
"expanded_url": "http://danielisaac.co",
"indices": [
0,
23
],
"url": "https://t.co/A8YuMxFwN2"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {
"media": [
{
"display_url": "pic.twitter.com/M4vG7QlNyj",
"expanded_url": "https://twitter.com/danpacary/status/2035437977653170220/photo/1",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"h": 98,
"w": 98,
"x": 346,
"y": 714
},
{
"h": 96,
"w": 96,
"x": 949,
"y": 164
},
{
"h": 98,
"w": 98,
"x": 1025,
"y": 165
},
{
"h": 103,
"w": 103,
"x": 110,
"y": 411
},
{
"h": 119,
"w": 119,
"x": 910,
"y": 675
}
]
},
"orig": {
"faces": [
{
"h": 98,
"w": 98,
"x": 346,
"y": 714
},
{
"h": 96,
"w": 96,
"x": 949,
"y": 164
},
{
"h": 98,
"w": 98,
"x": 1025,
"y": 165
},
{
"h": 103,
"w": 103,
"x": 110,
"y": 411
},
{
"h": 119,
"w": 119,
"x": 910,
"y": 675
}
]
}
},
"id_str": "2035437974742257664",
"indices": [
186,
209
],
"media_key": "3_2035437974742257664",
"media_results": {
"id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARw/VA3G2lAACgACHD9UDnRbUCwAAA==",
"result": {
"__typename": "ApiMedia",
"id": "QXBpTWVkaWE6DAABCgABHD9UDcbaUAAKAAIcP1QOdFtQLAAA",
"media_key": "3_2035437974742257664"
}
},
"media_url_https": "https://pbs.twimg.com/media/HD9UDcbaUAAysIT.jpg",
"original_info": {
"focus_rects": [
{
"h": 672,
"w": 1200,
"x": 0,
"y": 0
},
{
"h": 855,
"w": 855,
"x": 173,
"y": 0
},
{
"h": 855,
"w": 750,
"x": 225,
"y": 0
},
{
"h": 855,
"w": 428,
"x": 386,
"y": 0
},
{
"h": 855,
"w": 1200,
"x": 0,
"y": 0
}
],
"height": 855,
"width": 1200
},
"sizes": {
"large": {
"h": 855,
"w": 1200
}
},
"type": "photo",
"url": "https://t.co/M4vG7QlNyj"
}
]
},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
}