Viewing enriched Twitter post
Unappreciated fact is the second scaling law does not seem to completely plateau in many tasks: throw more tokens at a reasoning AI model and get better answers, especially with a simple harness. Benchmark performance is actually limited by token usage. https://t.co/jP3TgIsT2T https://t.co/DQs6OJvNTy
{
"media": [
{
"type": "photo",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2040911007392903231/media_0.jpg",
"filename": "media_0.jpg"
},
{
"type": "photo",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2040911007392903231/media_1.jpg",
"filename": "media_1.jpg"
}
],
"processed_at": "2026-04-05T22:00:51.856891",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "2040911007392903231",
"url": "https://x.com/emollick/status/2040911007392903231",
"twitterUrl": "https://twitter.com/emollick/status/2040911007392903231",
"text": "Unappreciated fact is the second scaling law does not seem to completely plateau in many tasks: throw more tokens at a reasoning AI model and get better answers, especially with a simple harness.\n\nBenchmark performance is actually limited by token usage. https://t.co/jP3TgIsT2T https://t.co/DQs6OJvNTy",
"source": "Twitter for iPhone",
"retweetCount": 2,
"replyCount": 3,
"likeCount": 12,
"quoteCount": 0,
"viewCount": 1111,
"createdAt": "Sun Apr 05 21:54:37 +0000 2026",
"lang": "en",
"bookmarkCount": 0,
"isReply": false,
"inReplyToId": null,
"conversationId": "2040911007392903231",
"displayTextRange": [
0,
278
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "emollick",
"url": "https://x.com/emollick",
"twitterUrl": "https://twitter.com/emollick",
"id": "39125788",
"name": "Ethan Mollick",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1601382188712398850/3AAOlqrX_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/39125788/1763321302",
"description": "",
"location": "Philadelphia, PA",
"followers": 342821,
"following": 584,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Sun May 10 22:33:52 +0000 2009",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 7124,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 14139,
"statusesCount": 35019,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"1980069106855584157"
],
"profile_bio": {
"description": "Professor @Wharton studying AI, innovation & startups. Democratizing education using tech\nBook: https://t.co/CSmipbJ2jV\nSubstack: https://t.co/UIBhxu4bgq",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "a.co/d/4VguzZz",
"expanded_url": "https://a.co/d/4VguzZz",
"indices": [
96,
119
],
"url": "https://t.co/CSmipbJ2jV"
},
{
"display_url": "oneusefulthing.org",
"expanded_url": "https://www.oneusefulthing.org/",
"indices": [
130,
153
],
"url": "https://t.co/UIBhxu4bgq"
}
],
"user_mentions": [
{
"id_str": "0",
"indices": [
10,
18
],
"name": "",
"screen_name": "Wharton"
}
]
},
"url": {
"urls": [
{
"display_url": "mgmt.wharton.upenn.edu/profile/emolli…",
"expanded_url": "https://mgmt.wharton.upenn.edu/profile/emollick/",
"indices": [
0,
23
],
"url": "https://t.co/uItckI9ujc"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {
"media": [
{
"allow_download_status": {
"allow_download": true
},
"display_url": "pic.twitter.com/DQs6OJvNTy",
"expanded_url": "https://twitter.com/emollick/status/2040911007392903231/photo/1",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"orig": {
"faces": []
}
},
"id_str": "2040910989147975680",
"indices": [
279,
302
],
"media_key": "3_2040910989147975680",
"media_results": {
"id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARxSxbs+WzAACgACHFLFv33WsD8AAA==",
"result": {
"__typename": "ApiMedia",
"id": "QXBpTWVkaWE6DAABCgABHFLFuz5bMAAKAAIcUsW/fdawPwAA",
"media_key": "3_2040910989147975680"
}
},
"media_url_https": "https://pbs.twimg.com/media/HFLFuz5bMAABqAB.jpg",
"original_info": {
"focus_rects": [
{
"h": 534,
"w": 954,
"x": 0,
"y": 0
},
{
"h": 592,
"w": 592,
"x": 0,
"y": 0
},
{
"h": 592,
"w": 519,
"x": 2,
"y": 0
},
{
"h": 592,
"w": 296,
"x": 113,
"y": 0
},
{
"h": 592,
"w": 954,
"x": 0,
"y": 0
}
],
"height": 592,
"width": 954
},
"sizes": {
"large": {
"h": 592,
"w": 954
}
},
"type": "photo",
"url": "https://t.co/DQs6OJvNTy"
},
{
"allow_download_status": {
"allow_download": true
},
"display_url": "pic.twitter.com/DQs6OJvNTy",
"expanded_url": "https://twitter.com/emollick/status/2040911007392903231/photo/1",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"h": 62,
"w": 62,
"x": 626,
"y": 98
}
]
},
"orig": {
"faces": [
{
"h": 62,
"w": 62,
"x": 626,
"y": 98
}
]
}
},
"id_str": "2040910989017649152",
"indices": [
279,
302
],
"media_key": "3_2040910989017649152",
"media_results": {
"id": "QXBpTWVkaWFSZXN1bHRzOgwAAQoAARxSxbs2lpAACgACHFLFv33WsD8AAA==",
"result": {
"__typename": "ApiMedia",
"id": "QXBpTWVkaWE6DAABCgABHFLFuzaWkAAKAAIcUsW/fdawPwAA",
"media_key": "3_2040910989017649152"
}
},
"media_url_https": "https://pbs.twimg.com/media/HFLFuzaWkAAZEGe.jpg",
"original_info": {
"focus_rects": [
{
"h": 570,
"w": 1018,
"x": 0,
"y": 0
},
{
"h": 638,
"w": 638,
"x": 366,
"y": 0
},
{
"h": 638,
"w": 560,
"x": 405,
"y": 0
},
{
"h": 638,
"w": 319,
"x": 526,
"y": 0
},
{
"h": 638,
"w": 1018,
"x": 0,
"y": 0
}
],
"height": 638,
"width": 1018
},
"sizes": {
"large": {
"h": 638,
"w": 1018
}
},
"type": "photo",
"url": "https://t.co/DQs6OJvNTy"
}
]
},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "open.substack.com/pub/joelbkr/p/…",
"expanded_url": "https://open.substack.com/pub/joelbkr/p/many-benchmarks-scores-would-appear?r=i5f7&utm_medium=ios",
"indices": [
255,
278
],
"url": "https://t.co/jP3TgIsT2T"
}
],
"user_mentions": []
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"communityInfo": null,
"article": null
}