Viewing enriched Twitter post
Google’s TurboQuant is getting compared to “Pied Piper,” but it’s really about efficiency, not a breakthrough. If it works, it could cut AI runtime memory (KV cache) by up to 6x and make systems much cheaper to run, which is why some are calling it Google’s “DeepSeek moment.” But the biggest bottlenecks in AI, especially training and infrastructure, are still very much there. https://t.co/Q5dEOvABe8 @techcrunch @SarahPerezTC
{
"media": [
{
"type": "photo",
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2038179381860761833/media_0.jpg",
"filename": "media_0.jpg"
}
],
"processed_at": "2026-03-29T09:07:32.029811",
"pipeline_version": "2.0"
}{
"type": "tweet",
"id": "2038179381860761833",
"url": "https://x.com/SpirosMargaris/status/2038179381860761833",
"twitterUrl": "https://twitter.com/SpirosMargaris/status/2038179381860761833",
"text": "Google’s TurboQuant is getting compared to “Pied Piper,” but it’s really about efficiency, not a breakthrough.\n\nIf it works, it could cut AI runtime memory (KV cache) by up to 6x and make systems much cheaper to run, which is why some are calling it Google’s “DeepSeek moment.”\n\nBut the biggest bottlenecks in AI, especially training and infrastructure, are still very much there. \n\nhttps://t.co/Q5dEOvABe8 @techcrunch @SarahPerezTC",
"source": "Twitter for iPhone",
"retweetCount": 0,
"replyCount": 0,
"likeCount": 1,
"quoteCount": 0,
"viewCount": 18,
"createdAt": "Sun Mar 29 09:00:06 +0000 2026",
"lang": "en",
"bookmarkCount": 0,
"isReply": false,
"inReplyToId": null,
"conversationId": "2038179381860761833",
"displayTextRange": [
0,
277
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "SpirosMargaris",
"url": "https://x.com/SpirosMargaris",
"twitterUrl": "https://twitter.com/SpirosMargaris",
"id": "2711212681",
"name": "Spiros Margaris",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/1658909947025924108/kl5WbjWk_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/2711212681/1754232805",
"description": "",
"location": "All Over the World",
"followers": 133056,
"following": 24055,
"status": "",
"canDm": false,
"canMediaTag": false,
"createdAt": "Wed Aug 06 05:20:16 +0000 2014",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 261916,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 83119,
"statusesCount": 324906,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [
"2027723954195148810"
],
"profile_bio": {
"description": "#VC | No 1 #Fintech #Banking @Refinitiv & @Onalytica | #AI | @TEDx | @qualco_sa @natechsa @SparkLabsGlobal @ai_mediastalker @HeradoHQ @usebarq",
"entities": {
"description": {
"hashtags": [
{
"indices": [
0,
3
],
"text": "VC"
},
{
"indices": [
11,
19
],
"text": "Fintech"
},
{
"indices": [
20,
28
],
"text": "Banking"
},
{
"indices": [
55,
58
],
"text": "AI"
}
],
"symbols": [],
"urls": [],
"user_mentions": [
{
"id_str": "0",
"indices": [
29,
39
],
"name": "",
"screen_name": "Refinitiv"
},
{
"id_str": "0",
"indices": [
42,
52
],
"name": "",
"screen_name": "Onalytica"
},
{
"id_str": "0",
"indices": [
61,
66
],
"name": "",
"screen_name": "TEDx"
},
{
"id_str": "0",
"indices": [
69,
79
],
"name": "",
"screen_name": "qualco_sa"
},
{
"id_str": "0",
"indices": [
80,
89
],
"name": "",
"screen_name": "natechsa"
},
{
"id_str": "0",
"indices": [
90,
106
],
"name": "",
"screen_name": "SparkLabsGlobal"
},
{
"id_str": "0",
"indices": [
107,
123
],
"name": "",
"screen_name": "ai_mediastalker"
},
{
"id_str": "0",
"indices": [
124,
133
],
"name": "",
"screen_name": "HeradoHQ"
},
{
"id_str": "0",
"indices": [
134,
142
],
"name": "",
"screen_name": "usebarq"
}
]
},
"url": {
"urls": [
{
"display_url": "MargarisVentures.com",
"expanded_url": "http://www.MargarisVentures.com",
"indices": [
0,
23
],
"url": "https://t.co/gUoh5w20av"
}
]
}
}
},
"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/2036905870790184960/i7mw_DoG?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"height": 150,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=jpg&name=280x150",
"width": 267
}
}
},
{
"key": "description",
"value": {
"string_value": "Google’s TurboQuant has the internet joking about Pied Piper from HBO's \"Silicon Valley.\" The compression algorithm promises to shrink AI’s “working memory” by up to 6x, but it’s still just a lab..."
}
},
{
"key": "domain",
"value": {
"string_value": "techcrunch.com"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"height": 320,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=jpg&name=800x320_1",
"width": 569
}
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"height": 675,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=jpg&name=orig",
"width": 1200
}
}
},
{
"key": "site",
"value": {
"scribe_key": "publisher_id",
"user_value": {
"id_str": "816653",
"path": []
}
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"height": 202,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"height": 419,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"height": 81,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=jpg&name=144x144",
"width": 144
}
}
},
{
"key": "creator",
"value": {
"user_value": {
"id_str": "816653",
"path": []
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"height": 675,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"height": 675,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=jpg&name=orig",
"width": 1200
}
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "techcrunch.com"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 53.9,
"rgb": {
"blue": 1,
"green": 1,
"red": 3
}
},
{
"percentage": 17.5,
"rgb": {
"blue": 148,
"green": 149,
"red": 137
}
},
{
"percentage": 4.61,
"rgb": {
"blue": 59,
"green": 103,
"red": 33
}
},
{
"percentage": 4.26,
"rgb": {
"blue": 40,
"green": 30,
"red": 72
}
},
{
"percentage": 4.17,
"rgb": {
"blue": 53,
"green": 154,
"red": 2
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "Google unveils TurboQuant, a new AI memory compression algorithm — and yes, the internet is calling..."
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 53.9,
"rgb": {
"blue": 1,
"green": 1,
"red": 3
}
},
{
"percentage": 17.5,
"rgb": {
"blue": 148,
"green": 149,
"red": 137
}
},
{
"percentage": 4.61,
"rgb": {
"blue": 59,
"green": 103,
"red": 33
}
},
{
"percentage": 4.26,
"rgb": {
"blue": 40,
"green": 30,
"red": 72
}
},
{
"percentage": 4.17,
"rgb": {
"blue": 53,
"green": 154,
"red": 2
}
}
]
}
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"height": 675,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"height": 314,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 53.9,
"rgb": {
"blue": 1,
"green": 1,
"red": 3
}
},
{
"percentage": 17.5,
"rgb": {
"blue": 148,
"green": 149,
"red": 137
}
},
{
"percentage": 4.61,
"rgb": {
"blue": 59,
"green": 103,
"red": 33
}
},
{
"percentage": 4.26,
"rgb": {
"blue": 40,
"green": 30,
"red": 72
}
},
{
"percentage": 4.17,
"rgb": {
"blue": 53,
"green": 154,
"red": 2
}
}
]
}
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"height": 675,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?format=png&name=2048x2048_2_exp",
"width": 1200
}
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/Q5dEOvABe8"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"height": 675,
"url": "https://pbs.twimg.com/card_img/2036905870790184960/i7mw_DoG?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/Q5dEOvABe8",
"user_refs_results": [
{
"rest_id": "816653",
"result": {
"__typename": "User",
"action_counts": {
"favorites_count": 7396
},
"avatar": {
"image_url": "https://pbs.twimg.com/profile_images/1096066608034918401/m8wnTWsX_normal.png"
},
"banner": {
"image_url": "https://pbs.twimg.com/profile_banners/816653/1730923287"
},
"core": {
"created_at": "Wed Mar 07 01:27:09 +0000 2007",
"name": "TechCrunch",
"screen_name": "TechCrunch"
},
"dm_permissions": {
"can_dm": true
},
"exclusive_tweet_following": false,
"follow_request_sent": false,
"identity_profile_labels_highlighted_label": {},
"location": {
"location": "San Francisco, CA"
},
"media_permissions": {
"can_media_tag": false
},
"notifications_settings": {
"notifications_enabled": false
},
"pinned_items": {
"tweet_ids_str": []
},
"privacy": {
"protected": false,
"suspended": false
},
"private_super_following": false,
"profile_bio": {
"description": "Technology news and analysis with a focus on founders and startup teams. Got a tip? https://t.co/J0WxnZxSRY",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "techcrunch.com/tips",
"expanded_url": "http://techcrunch.com/tips",
"indices": [
84,
107
],
"url": "https://t.co/J0WxnZxSRY"
}
],
"user_mentions": []
},
"url": {
"urls": [
{
"display_url": "techcrunch.com/newsletters",
"expanded_url": "https://techcrunch.com/newsletters",
"indices": [
0,
23
],
"url": "https://t.co/cGra0cdPWg"
}
]
}
}
},
"profile_image_shape": "Square",
"profile_metadata": {
"profile_interstitial_type": "",
"profile_link_color": "00A562"
},
"profile_translation": {
"translator_type_enum": "None"
},
"properties": {
"has_extended_profile": false
},
"relationship_counts": {
"followers": 9786831,
"following": 461
},
"relationship_perspectives": {
"blocked_by": false,
"blocking": false,
"followed_by": false,
"following": false,
"live_following": false,
"muting": false
},
"rest_id": "816653",
"smart_blocked_by": false,
"smart_blocking": false,
"super_follow_eligible": false,
"super_followed_by": false,
"super_following": false,
"tweet_counts": {
"media_tweets": 51690,
"tweets": 284494
},
"verification": {
"is_blue_verified": true,
"verified": false,
"verified_type": "Business"
},
"website": {
"url": "https://t.co/cGra0cdPWg"
}
}
},
{
"rest_id": "816653",
"result": {
"__typename": "User",
"action_counts": {
"favorites_count": 7396
},
"avatar": {
"image_url": "https://pbs.twimg.com/profile_images/1096066608034918401/m8wnTWsX_normal.png"
},
"banner": {
"image_url": "https://pbs.twimg.com/profile_banners/816653/1730923287"
},
"core": {
"created_at": "Wed Mar 07 01:27:09 +0000 2007",
"name": "TechCrunch",
"screen_name": "TechCrunch"
},
"dm_permissions": {
"can_dm": true
},
"exclusive_tweet_following": false,
"follow_request_sent": false,
"identity_profile_labels_highlighted_label": {},
"location": {
"location": "San Francisco, CA"
},
"media_permissions": {
"can_media_tag": false
},
"notifications_settings": {
"notifications_enabled": false
},
"pinned_items": {
"tweet_ids_str": []
},
"privacy": {
"protected": false,
"suspended": false
},
"private_super_following": false,
"profile_bio": {
"description": "Technology news and analysis with a focus on founders and startup teams. Got a tip? https://t.co/J0WxnZxSRY",
"entities": {
"description": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "techcrunch.com/tips",
"expanded_url": "http://techcrunch.com/tips",
"indices": [
84,
107
],
"url": "https://t.co/J0WxnZxSRY"
}
],
"user_mentions": []
},
"url": {
"urls": [
{
"display_url": "techcrunch.com/newsletters",
"expanded_url": "https://techcrunch.com/newsletters",
"indices": [
0,
23
],
"url": "https://t.co/cGra0cdPWg"
}
]
}
}
},
"profile_image_shape": "Square",
"profile_metadata": {
"profile_interstitial_type": "",
"profile_link_color": "00A562"
},
"profile_translation": {
"translator_type_enum": "None"
},
"properties": {
"has_extended_profile": false
},
"relationship_counts": {
"followers": 9786831,
"following": 461
},
"relationship_perspectives": {
"blocked_by": false,
"blocking": false,
"followed_by": false,
"following": false,
"live_following": false,
"muting": false
},
"rest_id": "816653",
"smart_blocked_by": false,
"smart_blocking": false,
"super_follow_eligible": false,
"super_followed_by": false,
"super_following": false,
"tweet_counts": {
"media_tweets": 51690,
"tweets": 284494
},
"verification": {
"is_blue_verified": true,
"verified": false,
"verified_type": "Business"
},
"website": {
"url": "https://t.co/cGra0cdPWg"
}
}
}
]
},
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"urls": [
{
"display_url": "techcrunch.com/2026/03/25/goo…",
"expanded_url": "https://techcrunch.com/2026/03/25/google-turboquant-ai-memory-compression-silicon-valley-pied-piper/",
"indices": [
383,
406
],
"url": "https://t.co/Q5dEOvABe8"
}
],
"user_mentions": [
{
"id_str": "816653",
"indices": [
407,
418
],
"name": "TechCrunch",
"screen_name": "techcrunch"
},
{
"id_str": "683113",
"indices": [
419,
432
],
"name": "Sarah Perez",
"screen_name": "SarahPerezTC"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"article": null
}