@jeffreyhuber
humans dont need formal graphs to traverse information space - "links" are enough and the same is true for agents
Viewing enriched Twitter post
humans dont need formal graphs to traverse information space - "links" are enough and the same is true for agents
{
"score": 0.32,
"score_components": {
"author": 0.09,
"engagement": 0.0,
"quality": 0.020000000000000004,
"source": 0.135,
"nlp": 0.05,
"recency": 0.025
},
"scored_at": "2026-03-12T18:51:46.398920",
"import_source": "api_import",
"source_tagged_at": "2026-03-12T18:51:46.398928",
"enriched": true,
"enriched_at": "2026-03-12T18:51:46.398930"
} {
"type": "tweet",
"id": "2032164063757893762",
"url": "https://x.com/jeffreyhuber/status/2032164063757893762",
"twitterUrl": "https://twitter.com/jeffreyhuber/status/2032164063757893762",
"text": "humans dont need formal graphs to traverse information space - \"links\" are enough\n\nand the same is true for agents",
"source": "Twitter for iPhone",
"retweetCount": 1,
"replyCount": 1,
"likeCount": 2,
"quoteCount": 0,
"viewCount": 308,
"createdAt": "Thu Mar 12 18:37:23 +0000 2026",
"lang": "en",
"bookmarkCount": 1,
"isReply": false,
"inReplyToId": null,
"conversationId": "2032164063757893762",
"displayTextRange": [
0,
114
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "jeffreyhuber",
"url": "https://x.com/jeffreyhuber",
"twitterUrl": "https://twitter.com/jeffreyhuber",
"id": "15728306",
"name": "Jeff Huber",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1588236352797126656/i-XMejJn_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/15728306/1653446055",
"description": "",
"location": "San Francisco",
"followers": 9797,
"following": 1233,
"status": "",
"canDm": true,
"canMediaTag": false,
"createdAt": "Mon Aug 04 21:43:59 +0000 2008",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 37673,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 1102,
"statusesCount": 14515,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [],
"profile_bio": {
"description": "founder @trychroma\n\nthe best for the most for the least",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": [
{
"id_str": "0",
"indices": [
8,
18
],
"name": "",
"screen_name": "trychroma"
}
]
},
"url": {
"urls": [
{
"display_url": "jeffhuber.net",
"expanded_url": "http://jeffhuber.net",
"indices": [
0,
23
],
"url": "https://t.co/R1m9C6MpGX"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {},
"card": null,
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"quoted_tweet": {
"type": "tweet",
"id": "2032160270043529554",
"url": "https://x.com/HamelHusain/status/2032160270043529554",
"twitterUrl": "https://twitter.com/HamelHusain/status/2032160270043529554",
"text": "You probably don’t need a GraphDB \n\nhttps://t.co/DBxLXFbr7A",
"source": "Twitter for iPhone",
"retweetCount": 0,
"replyCount": 2,
"likeCount": 5,
"quoteCount": 1,
"viewCount": 1208,
"createdAt": "Thu Mar 12 18:22:18 +0000 2026",
"lang": "en",
"bookmarkCount": 4,
"isReply": false,
"inReplyToId": null,
"conversationId": "2032160270043529554",
"displayTextRange": [
0,
59
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "HamelHusain",
"url": "https://x.com/HamelHusain",
"twitterUrl": "https://twitter.com/HamelHusain",
"id": "825766640",
"name": "Hamel Husain",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1287206199088173057/ixE4fKy1_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/825766640/1758993452",
"description": "",
"location": "Looking at the data",
"followers": 44159,
"following": 2440,
"status": "",
"canDm": true,
"canMediaTag": false,
"createdAt": "Sat Sep 15 18:45:02 +0000 2012",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 17368,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 1537,
"statusesCount": 16186,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"1998452926935695649"
],
"profile_bio": {
"description": "Bringing data science back to AI - https://t.co/Zrmp6LRd9c\n\nAbout Me: https://t.co/P6WyeKkyTa",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"indices": [
36,
59
],
"url": "https://t.co/Zrmp6LRd9c"
},
{
"display_url": "hamel.dev",
"expanded_url": "https://hamel.dev",
"indices": [
71,
94
],
"url": "https://t.co/P6WyeKkyTa"
}
],
"user_mentions": []
},
"url": {
"urls": [
{
"display_url": "evals.info",
"expanded_url": "http://evals.info",
"indices": [
0,
23
],
"url": "https://t.co/Zrmp6LRd9c"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {},
"card": {
"binding_values": [
{
"key": "player_url",
"value": {
"string_value": "https://www.youtube.com/embed/7kXY-2fYdHI"
}
},
{
"key": "player_image_large",
"value": {
"image_value": {
"height": 320,
"url": "https://pbs.twimg.com/card_img/2032160211021316096/nsIiZrxX?format=jpg&name=800x320_1",
"width": 569
}
}
},
{
"key": "player_image",
"value": {
"image_value": {
"height": 158,
"url": "https://pbs.twimg.com/card_img/2032160211021316096/nsIiZrxX?format=jpg&name=280x280",
"width": 280
}
}
},
{
"key": "app_star_rating",
"value": {
"string_value": "4.67614"
}
},
{
"key": "description",
"value": {
"string_value": "Join the AI Evals Course starting March 16, 2026: https://maven.com/parlance-labs/evals?promoCode=tf-yt-c4I sat down with Jo Kristian Bergum, CEO of Hornet w..."
}
},
{
"key": "player_width",
"value": {
"string_value": "1280"
}
},
{
"key": "domain",
"value": {
"string_value": "www.youtube.com"
}
},
{
"key": "app_is_free",
"value": {
"string_value": "true"
}
},
{
"key": "site",
"value": {
"scribe_key": "publisher_id",
"user_value": {
"id_str": "10228272",
"path": []
}
}
},
{
"key": "player_image_original",
"value": {
"image_value": {
"height": 720,
"url": "https://pbs.twimg.com/card_img/2032160211021316096/nsIiZrxX?format=jpg&name=orig",
"width": 1280
}
}
},
{
"key": "app_url_resolved",
"value": {
"string_value": "vnd.youtube://www.youtube.com/watch?si=Drcnv4oHdgogrHUR&v=7kXY-2fYdHI&feature=youtu.be&feature=applinks"
}
},
{
"key": "app_num_ratings",
"value": {
"string_value": "46,280,274"
}
},
{
"key": "app_price_amount",
"value": {
"string_value": "0.0"
}
},
{
"key": "player_height",
"value": {
"string_value": "720"
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "youtube.com"
}
},
{
"key": "app_name",
"value": {
"string_value": "YouTube"
}
},
{
"key": "app_id",
"value": {
"scribe_key": "publisher_app_id",
"string_value": "544007664"
}
},
{
"key": "player_image_small",
"value": {
"image_value": {
"height": 81,
"url": "https://pbs.twimg.com/card_img/2032160211021316096/nsIiZrxX?format=jpg&name=144x144",
"width": 144
}
}
},
{
"key": "title",
"value": {
"string_value": "Graph Databases: When to Use Them (And When to Run Away)"
}
},
{
"key": "app_price_currency",
"value": {
"string_value": "USD"
}
},
{
"key": "app_url",
"value": {
"string_value": "https://t.co/redirect?url=vnd.youtube%3A%2F%2Fwww.youtube.com%2Fwatch%3Fsi%3DDrcnv4oHdgogrHUR%26v%3D7kXY-2fYdHI%26feature%3Dyoutu.be%26feature%3Dapplinks&sig=78684c1167174ace73a29628489a06e5ab9420a0&ssr=true&slug=DBxLXFbr7A"
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/DBxLXFbr7A"
}
},
{
"key": "player_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 30.54,
"rgb": {
"blue": 66,
"green": 35,
"red": 3
}
},
{
"percentage": 20.79,
"rgb": {
"blue": 42,
"green": 45,
"red": 46
}
},
{
"percentage": 20.08,
"rgb": {
"blue": 112,
"green": 144,
"red": 211
}
},
{
"percentage": 6.91,
"rgb": {
"blue": 220,
"green": 223,
"red": 222
}
},
{
"percentage": 4.35,
"rgb": {
"blue": 11,
"green": 196,
"red": 228
}
}
]
}
}
},
{
"key": "player_image_x_large",
"value": {
"image_value": {
"height": 720,
"url": "https://pbs.twimg.com/card_img/2032160211021316096/nsIiZrxX?format=png&name=2048x2048_2_exp",
"width": 1280
}
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "iPhone",
"version": "13"
}
}
},
"name": "player",
"url": "https://t.co/DBxLXFbr7A",
"user_refs_results": [
{
"rest_id": "10228272",
"result": {
"__typename": "User",
"action_counts": {
"favorites_count": 6014
},
"avatar": {
"image_url": "https://pbs.twimg.com/profile_images/1984471345854566400/5pd8GpgC_normal.jpg"
},
"banner": {
"image_url": "https://pbs.twimg.com/profile_banners/10228272/1773248035"
},
"core": {
"created_at": "Tue Nov 13 21:43:46 +0000 2007",
"name": "YouTube",
"screen_name": "YouTube"
},
"dm_permissions": {
"can_dm": false
},
"exclusive_tweet_following": false,
"follow_request_sent": false,
"identity_profile_labels_highlighted_label": {},
"location": {
"location": "San Bruno, CA"
},
"media_permissions": {
"can_media_tag": true
},
"notifications_settings": {
"notifications_enabled": false
},
"pinned_items": {
"tweet_ids_str": [
"2028882787663536600"
]
},
"privacy": {
"protected": false,
"suspended": false
},
"private_super_following": false,
"profile_bio": {
"description": "like & subscribe",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [],
"user_mentions": []
},
"url": {
"urls": [
{
"display_url": "youtube.com/recap",
"expanded_url": "http://youtube.com/recap",
"indices": [
0,
23
],
"url": "https://t.co/URnyVVvAVr"
}
]
}
}
},
"profile_image_shape": "Square",
"profile_metadata": {
"profile_interstitial_type": "",
"profile_link_color": "C9191D"
},
"profile_translation": {
"translator_type_enum": "Regular"
},
"properties": {
"has_extended_profile": false
},
"relationship_counts": {
"followers": 68119585,
"following": 1143
},
"relationship_perspectives": {
"blocked_by": false,
"blocking": false,
"followed_by": false,
"following": false,
"live_following": false,
"muting": false
},
"rest_id": "10228272",
"smart_blocked_by": false,
"smart_blocking": false,
"super_follow_eligible": false,
"super_followed_by": false,
"super_following": false,
"tweet_counts": {
"media_tweets": 16083,
"tweets": 60759
},
"verification": {
"is_blue_verified": true,
"verified": false,
"verified_type": "Business"
},
"website": {
"url": "https://t.co/URnyVVvAVr"
}
}
}
]
},
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "youtu.be/7kXY-2fYdHI?si…",
"expanded_url": "https://youtu.be/7kXY-2fYdHI?si=Drcnv4oHdgogrHUR",
"indices": [
36,
59
],
"url": "https://t.co/DBxLXFbr7A"
}
],
"user_mentions": []
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
},
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
}