@omarsar0
A Survey of Reinforcement Learning for Large Reasoning Models. 100+ pages covering foundational components, core problems, training resources, and applications. Great recaps of RL for LLMs. https://t.co/tyMcONkFWQ
Viewing enriched Twitter post
A Survey of Reinforcement Learning for Large Reasoning Models. 100+ pages covering foundational components, core problems, training resources, and applications. Great recaps of RL for LLMs. https://t.co/tyMcONkFWQ
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1966147234954940705/media_0.jpg?",
"media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1966147234954940705/media_0.jpg?",
"type": "photo",
"filename": "media_0.jpg"
}
],
"processed_at": "2025-09-18T13:50:23.733485",
"pipeline_version": "2.0"
} {
"type": "tweet",
"id": "1966147234954940705",
"url": "https://x.com/omarsar0/status/1966147234954940705",
"twitterUrl": "https://twitter.com/omarsar0/status/1966147234954940705",
"text": "A Survey of Reinforcement Learning for Large Reasoning Models.\n\n100+ pages covering foundational components, core problems, training resources, and applications.\n\nGreat recaps of RL for LLMs. https://t.co/tyMcONkFWQ",
"source": "Twitter for iPhone",
"retweetCount": 107,
"replyCount": 14,
"likeCount": 507,
"quoteCount": 5,
"viewCount": 68472,
"createdAt": "Thu Sep 11 14:30:04 +0000 2025",
"lang": "en",
"bookmarkCount": 583,
"isReply": false,
"inReplyToId": null,
"conversationId": "1966147234954940705",
"displayTextRange": [
0,
191
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "omarsar0",
"url": "https://x.com/omarsar0",
"twitterUrl": "https://twitter.com/omarsar0",
"id": "3448284313",
"name": "elvis",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
"description": "",
"location": "",
"followers": 264604,
"following": 674,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Fri Sep 04 12:59:26 +0000 2015",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 32378,
"hasCustomTimelines": true,
"isTranslator": true,
"mediaCount": 4080,
"statusesCount": 15847,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"1968438129846567163"
],
"profile_bio": {
"description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ↓",
"entities": {
"description": {
"user_mentions": [
{
"id_str": "0",
"indices": [
24,
32
],
"name": "",
"screen_name": "dair_ai"
}
]
},
"url": {
"urls": [
{
"display_url": "dair-ai.thinkific.com",
"expanded_url": "https://dair-ai.thinkific.com/",
"indices": [
0,
23
],
"url": "https://t.co/JBU5beHQNs"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {
"media": [
{
"display_url": "pic.twitter.com/tyMcONkFWQ",
"expanded_url": "https://twitter.com/omarsar0/status/1966147234954940705/photo/1",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"h": 47,
"w": 47,
"x": 115,
"y": 606
},
{
"h": 136,
"w": 136,
"x": 569,
"y": 663
}
]
},
"orig": {
"faces": [
{
"h": 47,
"w": 47,
"x": 115,
"y": 606
},
{
"h": 136,
"w": 136,
"x": 569,
"y": 663
}
]
}
},
"id_str": "1966147231163301888",
"indices": [
192,
215
],
"media_key": "3_1966147231163301888",
"media_results": {
"id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARtJKH1Zm0AACgACG0kofjubESEAAA==",
"result": {
"__typename": "ApiMedia",
"id": "QXBpTWVkaWE6DAABCgABG0kofVmbQAAKAAIbSSh+O5sRIQAA",
"media_key": "3_1966147231163301888"
}
},
"media_url_https": "https://pbs.twimg.com/media/G0kofVmbQAA8FnY.png",
"original_info": {
"focus_rects": [
{
"h": 415,
"w": 741,
"x": 0,
"y": 0
},
{
"h": 741,
"w": 741,
"x": 0,
"y": 0
},
{
"h": 842,
"w": 739,
"x": 0,
"y": 0
},
{
"h": 842,
"w": 421,
"x": 0,
"y": 0
},
{
"h": 842,
"w": 741,
"x": 0,
"y": 0
}
],
"height": 842,
"width": 741
},
"sizes": {
"large": {
"h": 842,
"w": 741
}
},
"type": "photo",
"url": "https://t.co/tyMcONkFWQ"
}
]
},
"card": null,
"place": {},
"entities": {},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
}