Viewing enriched Twitter post
It's really interesting how @profdanklein thinks about hallucinations. His argument: every output from an LLM is technically a hallucination; some just happen to be right. No LLM ever knows whether its answer is right, where the information came from, or how reliable it is. So every answer your AI gives you is probably just a bet.
{
"media": [
{
"url": "https://video.twimg.com/amplify_video/2069810276803768320/vid/avc1/1920x1080/23okiMNXe2HWYLoc.mp4?tag=28",
"type": "video"
}
],
"processed_at": "2026-06-24T16:03:22.059319",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "2069812823610564810",
"url": "https://x.com/wandb/status/2069812823610564810",
"twitterUrl": "https://twitter.com/wandb/status/2069812823610564810",
"text": "It's really interesting how @profdanklein thinks about hallucinations.\n\nHis argument: every output from an LLM is technically a hallucination; some just happen to be right.\n\nNo LLM ever knows whether its answer is right, where the information came from, or how reliable it is.\n\nSo every answer your AI gives you is probably just a bet.",
"source": "Twitter for iPhone",
"retweetCount": 0,
"replyCount": 1,
"likeCount": 0,
"quoteCount": 0,
"viewCount": 229,
"createdAt": "Wed Jun 24 16:00:07 +0000 2026",
"lang": "en",
"bookmarkCount": 0,
"isReply": false,
"inReplyToId": null,
"conversationId": "2069812823610564810",
"displayTextRange": [
0,
280
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "wandb",
"url": "https://x.com/wandb",
"twitterUrl": "https://twitter.com/wandb",
"id": "1002190113831452672",
"name": "Weights & Biases",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": "Business",
"profilePicture": "https://pbs.twimg.com/profile_images/1882196987115905024/IGWtKBkj_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/1002190113831452672/1756403215",
"description": "",
"location": "San Francisco",
"followers": 48441,
"following": 1261,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Thu May 31 14:08:37 +0000 2018",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 11712,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 2278,
"statusesCount": 8701,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"2067353722825625961"
],
"profile_bio": {
"description": "The AI developer platform.🛠️ Track and evaluate your LLM applications in real-time with @weave_wb.",
"entities": {
"description": {
"user_mentions": [
{
"id_str": "",
"indices": [
88,
97
],
"name": "",
"screen_name": "weave_wb"
}
]
},
"url": {
"urls": [
{
"display_url": "wandb.ai/site",
"expanded_url": "https://wandb.ai/site",
"indices": [
0,
23
],
"url": "https://t.co/Qw4GKXDV6a"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {
"media": [
{
"additional_media_info": {
"monetizable": false
},
"display_url": "pic.twitter.com/uqcAZ8p4Te",
"expanded_url": "https://twitter.com/wandb/status/2069812823610564810/video/1",
"ext_master_playlist_only": [],
"ext_media_availability": {
"status": "Available"
},
"ext_playlists": [],
"id_str": "2069810276803768320",
"indices": [
281,
304
],
"media_key": "13_2069810276803768320",
"media_results": {
"id": "QXBpTWVkaWFSZXN1bHRzOgwABAoAARy5cXr9V3AAAAA=",
"result": {
"__typename": "ApiMedia",
"id": "QXBpTWVkaWE6DAAECgABHLlxev1XcAAAAA==",
"media_key": "13_2069810276803768320"
}
},
"media_url_https": "https://pbs.twimg.com/amplify_video_thumb/2069810276803768320/img/WelLBGuuzh7dSp8L.jpg",
"original_info": {
"focus_rects": [],
"height": 1080,
"width": 1920
},
"sizes": {
"large": {
"h": 1080,
"w": 1920
}
},
"type": "video",
"url": "https://t.co/uqcAZ8p4Te",
"video_info": {
"aspect_ratio": [
16,
9
],
"duration_millis": 35452,
"variants": [
{
"content_type": "application/x-mpegURL",
"url": "https://video.twimg.com/amplify_video/2069810276803768320/pl/w-M1EZ1SLP0980xv.m3u8?tag=28"
},
{
"bitrate": 256000,
"content_type": "video/mp4",
"url": "https://video.twimg.com/amplify_video/2069810276803768320/vid/avc1/480x270/UTDBiw6s8irVPNkI.mp4?tag=28"
},
{
"bitrate": 832000,
"content_type": "video/mp4",
"url": "https://video.twimg.com/amplify_video/2069810276803768320/vid/avc1/640x360/IzpY4kTkoPPbDJD_.mp4?tag=28"
},
{
"bitrate": 2176000,
"content_type": "video/mp4",
"url": "https://video.twimg.com/amplify_video/2069810276803768320/vid/avc1/1280x720/b5zIVO73vfqIvMPM.mp4?tag=28"
},
{
"bitrate": 10368000,
"content_type": "video/mp4",
"url": "https://video.twimg.com/amplify_video/2069810276803768320/vid/avc1/1920x1080/23okiMNXe2HWYLoc.mp4?tag=28"
}
]
}
}
]
},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "1387967193275518978",
"indices": [
28,
41
],
"name": "Dan Klein",
"screen_name": "profdanklein"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"communityInfo": null,
"article": null
}