Viewing enriched Twitter post
We partnered with @ProximalHQ to run five frontier coding agents on a hard task: rebuild the full Wan 2.1 text-to-video pipeline on MAX (no PyTorch, no diffusers) in 20 hours as part of their new Frontier-SWE benchmark. Two nearly pulled it off. Every model understood the architecture. The agents that produced results kept debugging numerical errors layer by layer. Several others just tried to smuggle in a torch import. Full report: https://t.co/Se2MJ4ySok
{
"score": 0.42,
"score_components": {
"author": 0.09,
"engagement": 0.0,
"quality": 0.12000000000000002,
"source": 0.135,
"nlp": 0.05,
"recency": 0.025
},
"scored_at": "2026-04-16T21:06:52.448923",
"import_source": "api_import",
"source_tagged_at": "2026-04-16T21:06:52.448935",
"enriched": true,
"enriched_at": "2026-04-16T21:06:52.448937"
}{
"type": "tweet",
"id": "2044879525881024968",
"url": "https://x.com/Modular/status/2044879525881024968",
"twitterUrl": "https://twitter.com/Modular/status/2044879525881024968",
"text": "We partnered with @ProximalHQ to run five frontier coding agents on a hard task: rebuild the full Wan 2.1 text-to-video pipeline on MAX (no PyTorch, no diffusers) in 20 hours as part of their new Frontier-SWE benchmark.\n\nTwo nearly pulled it off.\n\nEvery model understood the architecture. The agents that produced results kept debugging numerical errors layer by layer. Several others just tried to smuggle in a torch import.\n\nFull report: https://t.co/Se2MJ4ySok",
"source": "Twitter for iPhone",
"retweetCount": 6,
"replyCount": 0,
"likeCount": 13,
"quoteCount": 1,
"viewCount": 566,
"createdAt": "Thu Apr 16 20:44:05 +0000 2026",
"lang": "en",
"bookmarkCount": 1,
"isReply": false,
"inReplyToId": null,
"conversationId": "2044879525881024968",
"displayTextRange": [
0,
274
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "Modular",
"url": "https://x.com/Modular",
"twitterUrl": "https://twitter.com/Modular",
"id": "1483918307484848132",
"name": "Modular",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": "Business",
"profilePicture": "https://pbs.twimg.com/profile_images/1786875652656025600/mp6VADd5_normal.png",
"coverPicture": "https://pbs.twimg.com/profile_banners/1483918307484848132/1714859329",
"description": "",
"location": "",
"followers": 22321,
"following": 2,
"status": "",
"canDm": false,
"canMediaTag": true,
"createdAt": "Wed Jan 19 21:46:38 +0000 2022",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 698,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 351,
"statusesCount": 1129,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"2039738561436713330"
],
"profile_bio": {
"description": "Building AI’s unified compute layer. We are hiring → https://t.co/cPTAes0HMt 🚀",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "modular.com/careers",
"expanded_url": "http://modular.com/careers",
"indices": [
53,
76
],
"url": "https://t.co/cPTAes0HMt"
}
],
"user_mentions": []
},
"url": {
"urls": [
{
"display_url": "modular.com",
"expanded_url": "https://www.modular.com",
"indices": [
0,
23
],
"url": "https://t.co/dFAH0NVA0N"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {},
"card": {
"binding_values": [
{
"key": "photo_image_full_size_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 150,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=jpg&name=280x150",
"width": 263
}
}
},
{
"key": "description",
"value": {
"string_value": "In a clear demonstration of how rapidly AI coding agents are becoming capable of challenging systems engineering work, two of the five agents produced a working MAX pipeline. The models we tested..."
}
},
{
"key": "domain",
"value": {
"string_value": "www.modular.com"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 320,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=jpg&name=800x320_1",
"width": 560
}
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 768,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=jpg&name=orig",
"width": 1344
}
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 57,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=jpg&name=100x100",
"width": 100
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 768,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=png&name=2048x2048_2_exp",
"width": 1344
}
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 768,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=jpg&name=orig",
"width": 1344
}
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "modular.com"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 63.42,
"rgb": {
"blue": 173,
"green": 149,
"red": 116
}
},
{
"percentage": 23.96,
"rgb": {
"blue": 63,
"green": 46,
"red": 27
}
},
{
"percentage": 1.11,
"rgb": {
"blue": 116,
"green": 79,
"red": 33
}
},
{
"percentage": 0.52,
"rgb": {
"blue": 213,
"green": 205,
"red": 191
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "Modular: How Frontier Coding Agents Built a Video Diffusion Pipeline on MAX"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 63.42,
"rgb": {
"blue": 173,
"green": 149,
"red": 116
}
},
{
"percentage": 23.96,
"rgb": {
"blue": 63,
"green": 46,
"red": 27
}
},
{
"percentage": 1.11,
"rgb": {
"blue": 116,
"green": 79,
"red": 33
}
},
{
"percentage": 0.52,
"rgb": {
"blue": 213,
"green": 205,
"red": 191
}
}
]
}
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 768,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=png&name=2048x2048_2_exp",
"width": 1344
}
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 63.42,
"rgb": {
"blue": 173,
"green": 149,
"red": 116
}
},
{
"percentage": 23.96,
"rgb": {
"blue": 63,
"green": 46,
"red": 27
}
},
{
"percentage": 1.11,
"rgb": {
"blue": 116,
"green": 79,
"red": 33
}
},
{
"percentage": 0.52,
"rgb": {
"blue": 213,
"green": 205,
"red": 191
}
}
]
}
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 768,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=png&name=2048x2048_2_exp",
"width": 1344
}
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/Se2MJ4ySok"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 768,
"url": "https://pbs.twimg.com/card_img/2044879527265042432/n9B6GV7O?format=jpg&name=orig",
"width": 1344
}
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "iPhone",
"version": "13"
}
}
},
"name": "summary_large_image",
"url": "https://t.co/Se2MJ4ySok",
"user_refs_results": []
},
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "modular.com/blog/how-front…",
"expanded_url": "http://www.modular.com/blog/how-frontier-coding-agents-built-a-video-diffusion-pipeline-on-max?utm_source=x",
"indices": [
440,
463
],
"url": "https://t.co/Se2MJ4ySok"
}
],
"user_mentions": [
{
"id_str": "1585059297745960960",
"indices": [
18,
29
],
"name": "Proximal",
"screen_name": "ProximalHQ"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"communityInfo": null,
"article": null
}