Viewing enriched Twitter post
Your LLM is a 40-ton truck screaming downhill. Context is your cargo. Mid ride, good luck steering token drift. RL, CoT, ICL, scaling… can’t fight attention bottlenecks or leave pre-training main roads. Yet another reason for a post-transformer design: https://t.co/lh1TcX0kFY https://t.co/i27Vi1YpSU
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1996941581455065102/media_0.jpg?",
"media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1996941581455065102/media_0.jpg?",
"type": "photo",
"filename": "media_0.jpg"
}
],
"processed_at": "2025-12-08T13:27:08.625674",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "1996941581455065102",
"url": "https://x.com/gerardsans/status/1996941581455065102",
"twitterUrl": "https://twitter.com/gerardsans/status/1996941581455065102",
"text": "Your LLM is a 40-ton truck screaming downhill.\n\nContext is your cargo. Mid ride, good luck steering token drift. RL, CoT, ICL, scaling… can’t fight attention bottlenecks or leave pre-training main roads.\n\nYet another reason for a post-transformer design:\n\nhttps://t.co/lh1TcX0kFY https://t.co/i27Vi1YpSU",
"source": "Twitter for iPhone",
"retweetCount": 0,
"replyCount": 0,
"likeCount": 2,
"quoteCount": 1,
"viewCount": 676,
"createdAt": "Fri Dec 05 13:55:49 +0000 2025",
"lang": "en",
"bookmarkCount": 0,
"isReply": false,
"inReplyToId": null,
"conversationId": "1996941581455065102",
"displayTextRange": [
0,
279
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "gerardsans",
"url": "https://x.com/gerardsans",
"twitterUrl": "https://twitter.com/gerardsans",
"id": "9284062",
"name": "Gerard Sans | Axiom 🇬🇧",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1938955632763105280/aBJaOCJJ_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/9284062/1751119206",
"description": "Founder Axiom // Forging skills for the new era of AI. GDE in AI, Cloud & Angular. Building London's tech & art nexus @nextai_london. Speaker | MC | Trainer.",
"location": "London ☔",
"followers": 35896,
"following": 6921,
"status": "",
"canDm": true,
"canMediaTag": false,
"createdAt": "Sat Oct 06 20:04:48 +0000 2007",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "aws.amazon.com/amplify",
"expanded_url": "http://aws.amazon.com/amplify",
"url": "https://t.co/ufepRUvlgW",
"indices": [
0,
23
]
}
]
}
},
"fastFollowersCount": 0,
"favouritesCount": 26538,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 4985,
"statusesCount": 36282,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"1741153588959654329"
],
"profile_bio": {},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {
"media": [
{
"display_url": "pic.x.com/i27Vi1YpSU",
"expanded_url": "https://x.com/gerardsans/status/1996941581455065102/photo/1",
"id_str": "1996941577206325248",
"indices": [
280,
303
],
"media_key": "3_1996941577206325248",
"media_url_https": "https://pbs.twimg.com/media/G7aPyMKXYAApMOw.jpg",
"type": "photo",
"url": "https://t.co/i27Vi1YpSU",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"x": 1260,
"y": 20,
"h": 53,
"w": 53
},
{
"x": 485,
"y": 321,
"h": 53,
"w": 53
},
{
"x": 1459,
"y": 795,
"h": 65,
"w": 65
}
]
},
"medium": {
"faces": [
{
"x": 945,
"y": 15,
"h": 39,
"w": 39
},
{
"x": 363,
"y": 240,
"h": 39,
"w": 39
},
{
"x": 1094,
"y": 596,
"h": 48,
"w": 48
}
]
},
"small": {
"faces": [
{
"x": 535,
"y": 8,
"h": 22,
"w": 22
},
{
"x": 206,
"y": 136,
"h": 22,
"w": 22
},
{
"x": 620,
"y": 337,
"h": 27,
"w": 27
}
]
},
"orig": {
"faces": [
{
"x": 1260,
"y": 20,
"h": 53,
"w": 53
},
{
"x": 485,
"y": 321,
"h": 53,
"w": 53
},
{
"x": 1459,
"y": 795,
"h": 65,
"w": 65
}
]
}
},
"sizes": {
"large": {
"h": 900,
"w": 1600,
"resize": "fit"
},
"medium": {
"h": 675,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 383,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 900,
"width": 1600,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 1600,
"h": 896
},
{
"x": 150,
"y": 0,
"w": 900,
"h": 900
},
{
"x": 206,
"y": 0,
"w": 789,
"h": 900
},
{
"x": 375,
"y": 0,
"w": 450,
"h": 900
},
{
"x": 0,
"y": 0,
"w": 1600,
"h": 900
}
]
},
"allow_download_status": {
"allow_download": true
},
"media_results": {
"result": {
"media_key": "3_1996941577206325248"
}
}
}
]
},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/i27Vi1YpSU",
"expanded_url": "https://x.com/gerardsans/status/1996941581455065102/photo/1",
"id_str": "1996941577206325248",
"indices": [
280,
303
],
"media_key": "3_1996941577206325248",
"media_url_https": "https://pbs.twimg.com/media/G7aPyMKXYAApMOw.jpg",
"type": "photo",
"url": "https://t.co/i27Vi1YpSU",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"x": 1260,
"y": 20,
"h": 53,
"w": 53
},
{
"x": 485,
"y": 321,
"h": 53,
"w": 53
},
{
"x": 1459,
"y": 795,
"h": 65,
"w": 65
}
]
},
"medium": {
"faces": [
{
"x": 945,
"y": 15,
"h": 39,
"w": 39
},
{
"x": 363,
"y": 240,
"h": 39,
"w": 39
},
{
"x": 1094,
"y": 596,
"h": 48,
"w": 48
}
]
},
"small": {
"faces": [
{
"x": 535,
"y": 8,
"h": 22,
"w": 22
},
{
"x": 206,
"y": 136,
"h": 22,
"w": 22
},
{
"x": 620,
"y": 337,
"h": 27,
"w": 27
}
]
},
"orig": {
"faces": [
{
"x": 1260,
"y": 20,
"h": 53,
"w": 53
},
{
"x": 485,
"y": 321,
"h": 53,
"w": 53
},
{
"x": 1459,
"y": 795,
"h": 65,
"w": 65
}
]
}
},
"sizes": {
"large": {
"h": 900,
"w": 1600,
"resize": "fit"
},
"medium": {
"h": 675,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 383,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 900,
"width": 1600,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 1600,
"h": 896
},
{
"x": 150,
"y": 0,
"w": 900,
"h": 900
},
{
"x": 206,
"y": 0,
"w": 789,
"h": 900
},
{
"x": 375,
"y": 0,
"w": 450,
"h": 900
},
{
"x": 0,
"y": 0,
"w": 1600,
"h": 900
}
]
},
"allow_download_status": {
"allow_download": true
},
"media_results": {
"result": {
"media_key": "3_1996941577206325248"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "ai-cosmos.hashnode.dev/the-attention-…",
"expanded_url": "https://ai-cosmos.hashnode.dev/the-attention-bottleneck-ai-failure-modes-explained",
"url": "https://t.co/lh1TcX0kFY",
"indices": [
256,
279
]
}
],
"user_mentions": []
},
"quoted_tweet": null,
"retweeted_tweet": null,
"article": null
}