Viewing enriched Twitter post
🤩🤯🤩 Claude Code (still not AGI but biggest advance since GPT-4) is the most neurosymbolic thing I have ever seen in my life. 53 symbolic tools, 500,000 lines of symbolic code, combined with a state-of-the-art LLM. It is categorically *not* a victory for pure LLMs; it’s a victory for borrowing from classical AI and CS to move *beyond* pure LLMs. Its success is complete vindication for everything I have said since 2001. Amazing dissection of how it works at https://t.co/Q8jBUz35Ju
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2054015225318482075/media_0.jpg",
"media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2054015225318482075/media_0.jpg",
"type": "photo",
"filename": "media_0.jpg"
}
],
"processed_at": "2026-05-12T01:51:29.870778",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "2054015225318482075",
"url": "https://x.com/GaryMarcus/status/2054015225318482075",
"twitterUrl": "https://twitter.com/GaryMarcus/status/2054015225318482075",
"text": "🤩🤯🤩 Claude Code (still not AGI but biggest advance since GPT-4) is the most neurosymbolic thing I have ever seen in my life. 53 symbolic tools, 500,000 lines of symbolic code, combined with a state-of-the-art LLM.\n\nIt is categorically *not* a victory for pure LLMs; it’s a victory for borrowing from classical AI and CS to move *beyond* pure LLMs.\n\nIts success is complete vindication for everything I have said since 2001. \n\nAmazing dissection of how it works at https://t.co/Q8jBUz35Ju",
"source": "Twitter for iPhone",
"retweetCount": 0,
"replyCount": 9,
"likeCount": 6,
"quoteCount": 1,
"viewCount": 418,
"createdAt": "Tue May 12 01:46:06 +0000 2026",
"lang": "en",
"bookmarkCount": 2,
"isReply": false,
"inReplyToId": null,
"conversationId": "2054015225318482075",
"displayTextRange": [
0,
272
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "GaryMarcus",
"url": "https://x.com/GaryMarcus",
"twitterUrl": "https://twitter.com/GaryMarcus",
"id": "232294292",
"name": "Gary Marcus",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/2048405471900606464/kPeRHI2z_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/232294292/1727132331",
"description": "",
"location": "",
"followers": 221913,
"following": 6976,
"status": "",
"canDm": true,
"canMediaTag": false,
"createdAt": "Thu Dec 30 19:20:12 +0000 2010",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 86204,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 3661,
"statusesCount": 57245,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"1962212908840239366"
],
"profile_bio": {
"description": "“In the aftermath of GPT-5’s launch … the views of critics like Marcus seem increasingly moderate.” —@newyorker",
"entities": {
"description": {
"user_mentions": [
{
"id_str": "",
"indices": [
101,
111
],
"name": "",
"screen_name": "newyorker"
}
]
},
"url": {
"urls": [
{
"display_url": "garymarcus.substack.com",
"expanded_url": "http://garymarcus.substack.com",
"indices": [
0,
23
],
"url": "https://t.co/RrElrTVHSz"
}
]
}
}
},
"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/2053031873379770368/FlfObYXV?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 147,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=jpg&name=280x150",
"width": 280
}
}
},
{
"key": "description",
"value": {
"string_value": "What actually happens when you type a message into Claude Code? The agent loop, 50+ tools, multi-agent orchestration, and unreleased features, mapped from source."
}
},
{
"key": "domain",
"value": {
"string_value": "ccunpacked.dev"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 315,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=jpg&name=600x600",
"width": 600
}
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 630,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=jpg&name=orig",
"width": 1200
}
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 76,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=jpg&name=144x144",
"width": 144
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 630,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 630,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=jpg&name=orig",
"width": 1200
}
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "ccunpacked.dev"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 96.51,
"rgb": {
"blue": 20,
"green": 20,
"red": 20
}
},
{
"percentage": 1.98,
"rgb": {
"blue": 46,
"green": 82,
"red": 101
}
},
{
"percentage": 0.66,
"rgb": {
"blue": 150,
"green": 155,
"red": 154
}
},
{
"percentage": 0.37,
"rgb": {
"blue": 12,
"green": 59,
"red": 131
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "Claude Code Unpacked"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 96.51,
"rgb": {
"blue": 20,
"green": 20,
"red": 20
}
},
{
"percentage": 1.98,
"rgb": {
"blue": 46,
"green": 82,
"red": 101
}
},
{
"percentage": 0.66,
"rgb": {
"blue": 150,
"green": 155,
"red": 154
}
},
{
"percentage": 0.37,
"rgb": {
"blue": 12,
"green": 59,
"red": 131
}
}
]
}
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 630,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 96.51,
"rgb": {
"blue": 20,
"green": 20,
"red": 20
}
},
{
"percentage": 1.98,
"rgb": {
"blue": 46,
"green": 82,
"red": 101
}
},
{
"percentage": 0.66,
"rgb": {
"blue": 150,
"green": 155,
"red": 154
}
},
{
"percentage": 0.37,
"rgb": {
"blue": 12,
"green": 59,
"red": 131
}
}
]
}
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 630,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/Q8jBUz35Ju"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 630,
"url": "https://pbs.twimg.com/card_img/2053031873379770368/FlfObYXV?format=jpg&name=orig",
"width": 1200
}
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "iPhone",
"version": "13"
}
}
},
"name": "summary_large_image",
"url": "https://t.co/Q8jBUz35Ju",
"user_refs_results": []
},
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "ccunpacked.dev",
"expanded_url": "https://ccunpacked.dev/",
"indices": [
464,
487
],
"url": "https://t.co/Q8jBUz35Ju"
}
],
"user_mentions": []
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"communityInfo": null,
"article": null
}