Viewing enriched Twitter post
I strongly suspect that Claude Mythos is a looped language model, as described in the paper "Scaling Latent Reasoning via Looped Language Models" from ByteDance The authors of that paper called out graph search as one of the areas where looping provides a huge theoretical advantage over standard RLVR. And look at where Mythos blows out its competitors the most
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2042711699413926262/media_0.jpg",
"media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2042711699413926262/media_0.jpg",
"type": "photo",
"filename": "media_0.jpg"
}
],
"processed_at": "2026-04-11T22:23:29.894448",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "2042711699413926262",
"url": "https://x.com/ChrisHayduk/status/2042711699413926262",
"twitterUrl": "https://twitter.com/ChrisHayduk/status/2042711699413926262",
"text": "I strongly suspect that Claude Mythos is a looped language model, as described in the paper \"Scaling Latent Reasoning via Looped Language Models\" from ByteDance\n\nThe authors of that paper called out graph search as one of the areas where looping provides a huge theoretical advantage over standard RLVR. And look at where Mythos blows out its competitors the most",
"source": "Twitter for iPhone",
"retweetCount": 312,
"replyCount": 97,
"likeCount": 3548,
"quoteCount": 47,
"viewCount": 465721,
"createdAt": "Fri Apr 10 21:09:55 +0000 2026",
"lang": "en",
"bookmarkCount": 2847,
"isReply": false,
"inReplyToId": null,
"conversationId": "2042711699413926262",
"displayTextRange": [
0,
273
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "ChrisHayduk",
"url": "https://x.com/ChrisHayduk",
"twitterUrl": "https://twitter.com/ChrisHayduk",
"id": "54351843",
"name": "Chris Hayduk",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1639273057549275141/2Tzi_HRI_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/54351843/1679682027",
"description": "",
"location": "New York City",
"followers": 4439,
"following": 2348,
"status": "",
"canDm": true,
"canMediaTag": false,
"createdAt": "Mon Jul 06 22:14:55 +0000 2009",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 7287,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 141,
"statusesCount": 1908,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [],
"profile_bio": {
"description": "Writing About AI, Biology, & Geopolitics on Substack || Machine Learning Engineer @Meta || Prev. Lead Machine Learning Engineer for Drug Discovery @Deloitte",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": [
{
"id_str": "0",
"indices": [
82,
87
],
"name": "",
"screen_name": "Meta"
},
{
"id_str": "0",
"indices": [
147,
156
],
"name": "",
"screen_name": "Deloitte"
}
]
},
"url": {
"urls": [
{
"display_url": "chrishayduk.com",
"expanded_url": "https://www.chrishayduk.com/",
"indices": [
0,
23
],
"url": "https://t.co/YBxvh7YNLG"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {
"media": [
{
"allow_download_status": {
"allow_download": true
},
"display_url": "pic.twitter.com/hDvraXf355",
"expanded_url": "https://twitter.com/ChrisHayduk/status/2042711699413926262/photo/1",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"orig": {
"faces": []
}
},
"id_str": "2042711642912309248",
"indices": [
274,
297
],
"media_key": "3_2042711642912309248",
"media_results": {
"id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARxZK2qeV8AACgACHFkrd8YaAXYAAA==",
"result": {
"__typename": "ApiMedia",
"id": "QXBpTWVkaWE6DAABCgABHFkrap5XwAAKAAIcWSt3xhoBdgAA",
"media_key": "3_2042711642912309248"
}
},
"media_url_https": "https://pbs.twimg.com/media/HFkrap5XwAAuOU-.jpg",
"original_info": {
"focus_rects": [
{
"h": 701,
"w": 1252,
"x": 0,
"y": 790
},
{
"h": 1252,
"w": 1252,
"x": 0,
"y": 514
},
{
"h": 1427,
"w": 1252,
"x": 0,
"y": 427
},
{
"h": 1987,
"w": 994,
"x": 48,
"y": 0
},
{
"h": 1987,
"w": 1252,
"x": 0,
"y": 0
}
],
"height": 1987,
"width": 1252
},
"sizes": {
"large": {
"h": 1987,
"w": 1252
}
},
"type": "photo",
"url": "https://t.co/hDvraXf355"
}
]
},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": []
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"communityInfo": null,
"article": null
}