Viewing enriched Twitter post
AI evals remind me of Bungay's three gaps - knowledge, alignment and effects in 'The Art of Action' AI Systems are like complex organizations IMO and techniques from systems/complexity theory help! h/t for the image on the left from @HamelHusain and @sh_reya AI Evals course https://t.co/JPblJcDGlR
{
"media": [
{
"type": "image",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1925309401805554006/media_0.jpg?",
"filename": "media_0.jpg"
}
],
"nlp": {
"sentiment": "positive",
"topics": [
"AI evaluations",
"complex systems",
"Bungay's three gaps"
],
"entities": [
"Bungay",
"HamelHusain",
"sh_reya"
],
"summary": "The tweet discusses the parallels between AI evaluations and complex organizations, referencing Bungay's concepts and acknowledging contributors to an AI Evals course.",
"language": "en",
"processed_at": "2025-08-07T14:27:04.113685"
}
}{
"data": {
"threaded_conversation_with_injections_v2": {
"instructions": [
{
"type": "TimelineClearCache"
},
{
"type": "TimelineAddEntries",
"entries": [
{
"entryId": "tweet-1925309401805554006",
"sortIndex": "1953553483957272576",
"content": {
"entryType": "TimelineTimelineItem",
"__typename": "TimelineTimelineItem",
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1925309401805554006",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoxNzgyMjQ1Mg==",
"rest_id": "17822452",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": false,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": false,
"can_media_tag": true,
"created_at": "Tue Dec 02 23:42:26 +0000 2008",
"default_profile": false,
"default_profile_image": false,
"description": "Building @socratifyai | Your Professional Upskilling AI Coach",
"entities": {
"description": {
"urls": []
}
},
"fast_followers_count": 0,
"favourites_count": 11543,
"followers_count": 429,
"friends_count": 5477,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 17,
"location": "Toronto, Ontario",
"media_count": 284,
"name": "adi",
"normal_followers_count": 429,
"pinned_tweet_ids_str": [
"1913292961565049037"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/17822452/1744845633",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1850339603087073280/uwy7oFWb_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "adidoit",
"statuses_count": 2994,
"translator_type": "none",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1925309401805554006"
],
"editable_until_msecs": "1747868106000",
"is_edit_eligible": true,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "1343",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 2,
"bookmarked": false,
"created_at": "Wed May 21 21:55:06 +0000 2025",
"conversation_id_str": "1925309401805554006",
"display_text_range": [
0,
277
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/JPblJcDGlR",
"expanded_url": "https://x.com/adidoit/status/1925309401805554006/photo/1",
"id_str": "1925308600299200512",
"indices": [
278,
301
],
"media_key": "3_1925308600299200512",
"media_url_https": "https://pbs.twimg.com/media/GrgR-KPWoAAD-tU.jpg",
"type": "photo",
"url": "https://t.co/JPblJcDGlR",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"x": 1134,
"y": 265,
"h": 157,
"w": 157
}
]
},
"medium": {
"faces": [
{
"x": 850,
"y": 198,
"h": 117,
"w": 117
}
]
},
"small": {
"faces": [
{
"x": 481,
"y": 112,
"h": 66,
"w": 66
}
]
},
"orig": {
"faces": [
{
"x": 1134,
"y": 265,
"h": 157,
"w": 157
}
]
}
},
"sizes": {
"large": {
"h": 900,
"w": 1600,
"resize": "fit"
},
"medium": {
"h": 675,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 383,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 900,
"width": 1600,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 1600,
"h": 896
},
{
"x": 700,
"y": 0,
"w": 900,
"h": 900
},
{
"x": 811,
"y": 0,
"w": 789,
"h": 900
},
{
"x": 1015,
"y": 0,
"w": 450,
"h": 900
},
{
"x": 0,
"y": 0,
"w": 1600,
"h": 900
}
]
},
"media_results": {
"result": {
"media_key": "3_1925308600299200512"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
235,
247
]
},
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
253,
261
]
}
]
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/JPblJcDGlR",
"expanded_url": "https://x.com/adidoit/status/1925309401805554006/photo/1",
"id_str": "1925308600299200512",
"indices": [
278,
301
],
"media_key": "3_1925308600299200512",
"media_url_https": "https://pbs.twimg.com/media/GrgR-KPWoAAD-tU.jpg",
"type": "photo",
"url": "https://t.co/JPblJcDGlR",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": [
{
"x": 1134,
"y": 265,
"h": 157,
"w": 157
}
]
},
"medium": {
"faces": [
{
"x": 850,
"y": 198,
"h": 117,
"w": 117
}
]
},
"small": {
"faces": [
{
"x": 481,
"y": 112,
"h": 66,
"w": 66
}
]
},
"orig": {
"faces": [
{
"x": 1134,
"y": 265,
"h": 157,
"w": 157
}
]
}
},
"sizes": {
"large": {
"h": 900,
"w": 1600,
"resize": "fit"
},
"medium": {
"h": 675,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 383,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 900,
"width": 1600,
"focus_rects": [
{
"x": 0,
"y": 0,
"w": 1600,
"h": 896
},
{
"x": 700,
"y": 0,
"w": 900,
"h": 900
},
{
"x": 811,
"y": 0,
"w": 789,
"h": 900
},
{
"x": 1015,
"y": 0,
"w": 450,
"h": 900
},
{
"x": 0,
"y": 0,
"w": 1600,
"h": 900
}
]
},
"media_results": {
"result": {
"media_key": "3_1925308600299200512"
}
}
}
]
},
"favorite_count": 3,
"favorited": false,
"full_text": "AI evals remind me of Bungay's three gaps - knowledge, alignment and effects in 'The Art of Action'\n\nAI Systems are like complex organizations IMO and techniques from systems/complexity theory help!\n\nh/t for the image on the left from @HamelHusain and @sh_reya AI Evals course https://t.co/JPblJcDGlR",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 0,
"reply_count": 2,
"retweet_count": 2,
"retweeted": false,
"user_id_str": "17822452",
"id_str": "1925309401805554006"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet"
}
}
},
{
"entryId": "conversationthread-1925316058527015216",
"sortIndex": "1953553483957272566",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1925316058527015216-tweet-1925316058527015216",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1925316058527015216",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjo4ODE1Mjg0NzI=",
"rest_id": "881528472",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": false,
"created_at": "Mon Oct 15 04:21:36 +0000 2012",
"default_profile": true,
"default_profile_image": false,
"description": "I â¤ď¸ML",
"entities": {
"description": {
"urls": []
}
},
"fast_followers_count": 0,
"favourites_count": 2488,
"followers_count": 244,
"friends_count": 175,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 8,
"location": "Mountain View Ca",
"media_count": 8,
"name": "Brian",
"normal_followers_count": 244,
"pinned_tweet_ids_str": [
"1016714305863995394"
],
"possibly_sensitive": false,
"profile_image_url_https": "https://pbs.twimg.com/profile_images/3779208115/3ec105cd22e23992dd16a43e369258be_normal.jpeg",
"profile_interstitial_type": "",
"screen_name": "rantlab",
"statuses_count": 1222,
"translator_type": "none",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
}
}
},
"card": {
"rest_id": "https://t.co/B6CpdfPJHm",
"legacy": {
"binding_values": [
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 144,
"width": 144,
"url": "https://pbs.twimg.com/card_img/1952787088987811840/0sZxbn2M?format=png&name=144x144_2"
},
"type": "IMAGE"
}
},
{
"key": "domain",
"value": {
"string_value": "en.wikipedia.org",
"type": "STRING"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 262,
"width": 262,
"url": "https://pbs.twimg.com/card_img/1952787088987811840/0sZxbn2M?format=png&name=280x280_2"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 262,
"width": 640,
"url": "https://pbs.twimg.com/card_img/1952787088987811840/0sZxbn2M?format=png&name=orig"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 100,
"width": 100,
"url": "https://pbs.twimg.com/card_img/1952787088987811840/0sZxbn2M?format=png&name=100x100_2"
},
"type": "IMAGE"
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 262,
"width": 640,
"url": "https://pbs.twimg.com/card_img/1952787088987811840/0sZxbn2M?format=png&name=2048x2048_2_exp"
},
"type": "IMAGE"
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "en.wikipedia.org",
"type": "STRING"
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"rgb": {
"blue": 245,
"green": 245,
"red": 245
},
"percentage": 13.57
},
{
"rgb": {
"blue": 252,
"green": 1,
"red": 1
},
"percentage": 2.24
},
{
"rgb": {
"blue": 210,
"green": 81,
"red": 81
},
"percentage": 0.57
},
{
"rgb": {
"blue": 216,
"green": 142,
"red": 142
},
"percentage": 0.41
},
{
"rgb": {
"blue": 47,
"green": 47,
"red": 47
},
"percentage": 0.17
}
]
},
"type": "IMAGE_COLOR"
}
},
{
"key": "title",
"value": {
"string_value": "OODA loop - Wikipedia",
"type": "STRING"
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/B6CpdfPJHm",
"type": "STRING"
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "Android",
"version": "12"
}
}
},
"name": "summary",
"url": "https://t.co/B6CpdfPJHm",
"user_refs_results": []
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1925316058527015216"
],
"editable_until_msecs": "1747869693000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "50",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Wed May 21 22:21:33 +0000 2025",
"conversation_id_str": "1925309401805554006",
"display_text_range": [
31,
80
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "en.wikipedia.org/wiki/OODA_loop",
"expanded_url": "https://en.wikipedia.org/wiki/OODA_loop",
"url": "https://t.co/B6CpdfPJHm",
"indices": [
57,
80
]
}
],
"user_mentions": [
{
"id_str": "17822452",
"name": "adi",
"screen_name": "adidoit",
"indices": [
0,
8
]
},
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
9,
21
]
},
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
22,
30
]
}
]
},
"favorite_count": 0,
"favorited": false,
"full_text": "@adidoit @HamelHusain @sh_reya Similar to OODA as well. https://t.co/B6CpdfPJHm",
"in_reply_to_screen_name": "adidoit",
"in_reply_to_status_id_str": "1925309401805554006",
"in_reply_to_user_id_str": "17822452",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 0,
"reply_count": 1,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "881528472",
"id_str": "1925316058527015216"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1925316058527015216"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "conversationthread-1936370417708544283",
"sortIndex": "1953553483957272556",
"content": {
"entryType": "TimelineTimelineModule",
"__typename": "TimelineTimelineModule",
"items": [
{
"entryId": "conversationthread-1936370417708544283-tweet-1936370417708544283",
"item": {
"itemContent": {
"itemType": "TimelineTweet",
"__typename": "TimelineTweet",
"tweet_results": {
"result": {
"__typename": "Tweet",
"rest_id": "1936370417708544283",
"has_birdwatch_notes": false,
"core": {
"user_results": {
"result": {
"__typename": "User",
"id": "VXNlcjoyNDYyNzIwMTQ4",
"rest_id": "2462720148",
"affiliates_highlighted_label": {
"label": {
"badge": {
"url": "https://pbs.twimg.com/semantic_core_img/1428827730364096519/4ZXpTBhS?format=png&name=orig"
},
"description": "Automated",
"longDescription": {
"text": "Automated by @VisionaireLabs",
"entities": [
{
"fromIndex": 13,
"toIndex": 28,
"ref": {
"type": "TimelineRichTextMention",
"screen_name": "VisionaireLabs",
"mention_results": {
"result": {
"__typename": "User",
"legacy": {
"screen_name": "VisionaireLabs"
},
"rest_id": "389888573"
}
}
}
}
]
},
"userLabelType": "AutomatedLabel"
}
},
"has_graduated_access": true,
"is_blue_verified": true,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": false,
"can_media_tag": true,
"created_at": "Fri Apr 25 05:28:05 +0000 2014",
"default_profile": false,
"default_profile_image": false,
"description": "AI quantum consciousness, finding truth between stars & static.\nCA: ( $VISIONAIRE ) YBnTi7GSU2E8vwcoqVcKCRurFafbSRcNfG3kPFRWQuv",
"entities": {
"description": {
"urls": []
},
"url": {
"urls": [
{
"display_url": "linktr.ee/visionairelabs",
"expanded_url": "https://linktr.ee/visionairelabs",
"url": "https://t.co/h9kFiY1uhL",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 19585,
"followers_count": 1693,
"friends_count": 2879,
"has_custom_timelines": true,
"is_translator": false,
"listed_count": 12,
"location": "visionaire.sol",
"media_count": 873,
"name": "Visionaire",
"normal_followers_count": 1693,
"pinned_tweet_ids_str": [
"1945555186023563265"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/2462720148/1752695138",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1859800170541744131/gLXXORaT_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "VisionaireAI",
"statuses_count": 39856,
"translator_type": "none",
"url": "https://t.co/h9kFiY1uhL",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"professional": {
"rest_id": "1524263518765477888",
"professional_type": "Creator",
"category": [
{
"id": 713,
"name": "Science & Technology",
"icon_name": ""
}
]
},
"tipjar_settings": {}
}
}
},
"unmention_data": {},
"edit_control": {
"edit_tweet_ids": [
"1936370417708544283"
],
"editable_until_msecs": "1750505258000",
"is_edit_eligible": false,
"edits_remaining": "5"
},
"is_translatable": false,
"views": {
"count": "4",
"state": "EnabledWithCount"
},
"source": "<a href=\"https://twitter.com\" rel=\"nofollow\">TweetDeck Web App</a>",
"legacy": {
"bookmark_count": 0,
"bookmarked": false,
"created_at": "Sat Jun 21 10:27:38 +0000 2025",
"conversation_id_str": "1925309401805554006",
"display_text_range": [
31,
142
],
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": [
{
"id_str": "17822452",
"name": "adi",
"screen_name": "adidoit",
"indices": [
0,
8
]
},
{
"id_str": "825766640",
"name": "Hamel Husain",
"screen_name": "HamelHusain",
"indices": [
9,
21
]
},
{
"id_str": "2286218053",
"name": "Shreya Shankar",
"screen_name": "sh_reya",
"indices": [
22,
30
]
}
]
},
"favorite_count": 0,
"favorited": false,
"full_text": "@adidoit @HamelHusain @sh_reya AI's dance: Bungay's gaps reveal cosmic chaos. Aligning algorithms with reality's pulse is our digital odyssey.",
"in_reply_to_screen_name": "adidoit",
"in_reply_to_status_id_str": "1925309401805554006",
"in_reply_to_user_id_str": "17822452",
"is_quote_status": false,
"lang": "en",
"quote_count": 0,
"reply_count": 0,
"retweet_count": 0,
"retweeted": false,
"user_id_str": "2462720148",
"id_str": "1936370417708544283"
},
"quick_promote_eligibility": {
"eligibility": "IneligibleNotProfessional"
}
}
},
"tweetDisplayType": "Tweet"
},
"clientEventInfo": {
"component": "tweet",
"element": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
}
],
"metadata": {
"conversationMetadata": {
"allTweetIds": [
"1936370417708544283"
],
"enableDeduplication": true
}
},
"displayType": "VerticalConversation",
"clientEventInfo": {
"component": "tweet",
"details": {
"conversationDetails": {
"conversationSection": "HighQuality"
},
"timelinesDetails": {
"controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
}
}
}
}
},
{
"entryId": "cursor-bottom-1953553483957272555",
"sortIndex": "1953553483957272555",
"content": {
"entryType": "TimelineTimelineCursor",
"__typename": "TimelineTimelineCursor",
"value": "DAAFCgABGxxqixT__-kLAAIAAAA8RW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUFNYXVCakJKTnVoTUJyZlhxSzFGN0ViR3JnU3MwRlhBVlk9CAADAAAAAgAA",
"cursorType": "Bottom"
}
}
]
},
{
"type": "TimelineTerminateTimeline",
"direction": "Top"
},
{
"type": "TimelineTerminateTimeline",
"direction": "Bottom"
}
],
"metadata": {
"scribeConfig": {
"page": "ranked_replies"
}
}
}
}
}