@emollick
This is a really interesting post using the Enron email archive to test how good agents are at navigating work, and it provides some helpful evidence that agent swarms are less useful than agent organizations.
Viewing enriched Twitter post
This is a really interesting post using the Enron email archive to test how good agents are at navigating work, and it provides some helpful evidence that agent swarms are less useful than agent organizations.
{
"score": 0.36,
"score_components": {
"author": 0.09,
"engagement": 0.0,
"quality": 0.06000000000000001,
"source": 0.135,
"nlp": 0.05,
"recency": 0.025
},
"scored_at": "2026-03-14T14:45:48.402284",
"import_source": "api_import",
"source_tagged_at": "2026-03-14T14:45:48.402292",
"enriched": true,
"enriched_at": "2026-03-14T14:45:48.402294"
} {
"type": "tweet",
"id": "2032829110242746395",
"url": "https://x.com/emollick/status/2032829110242746395",
"twitterUrl": "https://twitter.com/emollick/status/2032829110242746395",
"text": "This is a really interesting post using the Enron email archive to test how good agents are at navigating work, and it provides some helpful evidence that agent swarms are less useful than agent organizations.",
"source": "Twitter for iPhone",
"retweetCount": 0,
"replyCount": 2,
"likeCount": 11,
"quoteCount": 1,
"viewCount": 1382,
"createdAt": "Sat Mar 14 14:40:02 +0000 2026",
"lang": "en",
"bookmarkCount": 7,
"isReply": false,
"inReplyToId": null,
"conversationId": "2032829110242746395",
"displayTextRange": [
0,
209
],
"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": 337287,
"following": 586,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Sun May 10 22:33:52 +0000 2009",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 7083,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 14072,
"statusesCount": 34745,
"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": {},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"quoted_tweet": {
"type": "tweet",
"id": "2032181522296684679",
"url": "https://x.com/krishnanrohit/status/2032181522296684679",
"twitterUrl": "https://twitter.com/krishnanrohit/status/2032181522296684679",
"text": "https://t.co/iLn91DhtGV",
"source": "Twitter for iPhone",
"retweetCount": 6,
"replyCount": 4,
"likeCount": 49,
"quoteCount": 0,
"viewCount": 6657,
"createdAt": "Thu Mar 12 19:46:45 +0000 2026",
"lang": "zxx",
"bookmarkCount": 54,
"isReply": false,
"inReplyToId": null,
"conversationId": "2032181522296684679",
"displayTextRange": [
0,
23
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "krishnanrohit",
"url": "https://x.com/krishnanrohit",
"twitterUrl": "https://twitter.com/krishnanrohit",
"id": "226576706",
"name": "rohit",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1752863538627149824/LOJXhBvu_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/226576706/1734130674",
"description": "",
"location": "Bay Area",
"followers": 30360,
"following": 2109,
"status": "",
"canDm": true,
"canMediaTag": false,
"createdAt": "Tue Dec 14 14:40:19 +0000 2010",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 119293,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 5226,
"statusesCount": 71179,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"1718930996119097366"
],
"profile_bio": {
"description": "I think, I write, here I tweet |\nEssays: https://t.co/eOs3THXoCp |\nBook: https://t.co/frWeoc7IVB |\nDataframe lib https://t.co/NszEMNRxhC",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "strangeloopcanon.com",
"expanded_url": "http://www.strangeloopcanon.com",
"indices": [
41,
64
],
"url": "https://t.co/eOs3THXoCp"
},
{
"display_url": "amazon.com/dp/B0CJ9F327M",
"expanded_url": "http://amazon.com/dp/B0CJ9F327M",
"indices": [
73,
96
],
"url": "https://t.co/frWeoc7IVB"
},
{
"display_url": "github.com/bodo-ai/Bodo",
"expanded_url": "https://github.com/bodo-ai/Bodo",
"indices": [
113,
136
],
"url": "https://t.co/NszEMNRxhC"
}
],
"user_mentions": []
},
"url": {
"urls": [
{
"display_url": "strangeloopcanon.com",
"expanded_url": "http://www.strangeloopcanon.com",
"indices": [
0,
23
],
"url": "https://t.co/eOs3THXoCp"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "x.com/i/article/2032…",
"expanded_url": "http://x.com/i/article/2032149068580077571",
"indices": [
0,
23
],
"url": "https://t.co/iLn91DhtGV"
}
],
"user_mentions": []
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"article": {
"title": "LLM Enron: experiments on structure vs scale",
"preview_text": "So I was wondering after a few conversations with @danielrock and others, how well can today's AI agents work inside a real organisation? Since real companies don’t let you poke around with their",
"cover_media_img_url": "https://pbs.twimg.com/media/HDO2gcAbQAISpL2.jpg"
}
},
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
}