Viewing enriched Twitter post
Test-time scaling has two axes: running agents over longer timeframes (depth), and running a larger number of agents (breadth). Everybody knows about the first axis, but the second one is just as important when solving hard problems that require broad search.
{
"score": 0.34,
"score_components": {
"author": 0.09,
"engagement": 0.0,
"quality": 0.04000000000000001,
"source": 0.135,
"nlp": 0.05,
"recency": 0.025
},
"scored_at": "2026-09-01T08:02:01.577880",
"import_source": "api_import",
"source_tagged_at": "2026-09-01T08:02:01.577890",
"enriched": true,
"enriched_at": "2026-09-01T08:02:01.577891"
}{
"type": "tweet",
"id": "2094693140196110647",
"url": "https://x.com/fchollet/status/2094693140196110647",
"twitterUrl": "https://twitter.com/fchollet/status/2094693140196110647",
"text": "Test-time scaling has two axes: running agents over longer timeframes (depth), and running a larger number of agents (breadth).\n\nEverybody knows about the first axis, but the second one is just as important when solving hard problems that require broad search.",
"source": "Twitter for iPhone",
"retweetCount": 1,
"replyCount": 8,
"likeCount": 24,
"quoteCount": 0,
"viewCount": 3381,
"createdAt": "Tue Sep 01 07:45:36 +0000 2026",
"lang": "en",
"bookmarkCount": 10,
"isReply": false,
"inReplyToId": null,
"conversationId": "2094693140196110647",
"displayTextRange": [
0,
260
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "fchollet",
"url": "https://x.com/fchollet",
"twitterUrl": "https://twitter.com/fchollet",
"id": "68746721",
"name": "François Chollet",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/2006806326140350470/Kd5oZv-f_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/68746721/1463719109",
"description": "",
"location": "United States",
"followers": 721109,
"following": 828,
"status": "",
"canDm": false,
"canMediaTag": false,
"createdAt": "Tue Aug 25 17:09:25 +0000 2009",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 10858,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 1513,
"statusesCount": 25640,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"2051370269445615965"
],
"profile_bio": {
"description": "Co-founder @ndea. Co-founder @arcprize. Creator of Keras and ARC-AGI. Author of 'Deep Learning with Python'.",
"entities": {
"description": {
"user_mentions": [
{
"id_str": "",
"indices": [
11,
16
],
"name": "",
"screen_name": "ndea"
},
{
"id_str": "",
"indices": [
29,
38
],
"name": "",
"screen_name": "arcprize"
}
]
},
"url": {
"urls": [
{
"display_url": "fchollet.com",
"expanded_url": "https://fchollet.com/",
"indices": [
0,
23
],
"url": "https://t.co/6miFIZS7Li"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {},
"card": null,
"place": {},
"entities": {},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"communityInfo": null,
"article": null
}