@Adam_Fish
Zerobeat: festival POS fails even with Starlink because the LAN is saturated by 50,000 attendee phones, not the WAN. Their fix: peer mesh + CRDTs (on @dittolive) + on-device AI. https://t.co/6GRN78PMDU
Viewing enriched Twitter post
Zerobeat: festival POS fails even with Starlink because the LAN is saturated by 50,000 attendee phones, not the WAN. Their fix: peer mesh + CRDTs (on @dittolive) + on-device AI. https://t.co/6GRN78PMDU
{
"media": [
{
"url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2049200119317147884/media_0.jpg",
"media_url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/2049200119317147884/media_0.jpg",
"type": "photo",
"filename": "media_0.jpg"
}
],
"processed_at": "2026-05-11T22:16:16.691498",
"pipeline_version": "2.0"
} {
"type": "tweet",
"id": "2049200119317147884",
"url": "https://x.com/Adam_Fish/status/2049200119317147884",
"twitterUrl": "https://twitter.com/Adam_Fish/status/2049200119317147884",
"text": "Zerobeat: festival POS fails even with Starlink because the LAN is saturated by 50,000 attendee phones, not the WAN. Their fix: peer mesh + CRDTs (on @dittolive) + on-device AI.\n\nhttps://t.co/6GRN78PMDU",
"source": "Twitter for iPhone",
"retweetCount": 0,
"replyCount": 0,
"likeCount": 0,
"quoteCount": 0,
"viewCount": 23,
"createdAt": "Tue Apr 28 18:52:35 +0000 2026",
"lang": "en",
"bookmarkCount": 0,
"isReply": false,
"inReplyToId": null,
"conversationId": "2049200119317147884",
"displayTextRange": [
0,
202
],
"inReplyToUserId": null,
"inReplyToUsername": null,
"author": {
"type": "user",
"userName": "Adam_Fish",
"url": "https://x.com/Adam_Fish",
"twitterUrl": "https://twitter.com/Adam_Fish",
"id": "19351838",
"name": "Adam Fish",
"isVerified": false,
"isBlueVerified": true,
"verifiedType": null,
"profilePicture": "https://pbs.twimg.com/profile_images/2027560021437898752/GFtwQQKo_normal.jpg",
"coverPicture": "https://pbs.twimg.com/profile_banners/19351838/1544757880",
"description": "",
"location": "San Francisco, CA",
"followers": 976,
"following": 554,
"status": "",
"canDm": true,
"canMediaTag": true,
"createdAt": "Thu Jan 22 18:15:34 +0000 2009",
"entities": {
"description": {
"urls": []
},
"url": {}
},
"fastFollowersCount": 0,
"favouritesCount": 3082,
"hasCustomTimelines": true,
"isTranslator": false,
"mediaCount": 80,
"statusesCount": 1062,
"withheldInCountries": [],
"affiliatesHighlightedLabel": {},
"possiblySensitive": false,
"pinnedTweetIds": [],
"profile_bio": {
"description": "Cofounder/CEO @DittoLive",
"entities": {
"description": {
"user_mentions": [
{
"id_str": "",
"indices": [
14,
24
],
"name": "",
"screen_name": "DittoLive"
}
]
},
"url": {
"urls": [
{
"display_url": "ditto.live",
"expanded_url": "http://ditto.live",
"indices": [
0,
23
],
"url": "https://t.co/Th58BXvGnN"
}
]
}
}
},
"isAutomated": false,
"automatedBy": null
},
"extendedEntities": {},
"card": {
"binding_values": [
{
"key": "photo_image_full_size_large",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 419,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 150,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=jpg&name=280x150",
"width": 225
}
}
},
{
"key": "description",
"value": {
"string_value": "Offline-first is the only POS architecture that survives a real festival, and on-device AI is what turns it from a survival mechanism into a competitive advantage. Here's how Zerobeat is building a..."
}
},
{
"key": "domain",
"value": {
"string_value": "zerobeat.io"
}
},
{
"key": "thumbnail_image_large",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 320,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=jpg&name=800x320_1",
"width": 480
}
}
},
{
"key": "summary_photo_image_small",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 202,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "thumbnail_image_original",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 1024,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=jpg&name=orig",
"width": 1536
}
}
},
{
"key": "site",
"value": {
"scribe_key": "publisher_id",
"user_value": {
"id_str": "150284825",
"path": []
}
}
},
{
"key": "photo_image_full_size_small",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 202,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=jpg&name=386x202",
"width": 386
}
}
},
{
"key": "summary_photo_image_large",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 419,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=jpg&name=800x419",
"width": 800
}
}
},
{
"key": "thumbnail_image_small",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 67,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=jpg&name=100x100",
"width": 100
}
}
},
{
"key": "creator",
"value": {
"user_value": {
"id_str": "150284825",
"path": []
}
}
},
{
"key": "thumbnail_image_x_large",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 1024,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=png&name=2048x2048_2_exp",
"width": 1536
}
}
},
{
"key": "photo_image_full_size_original",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 1024,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=jpg&name=orig",
"width": 1536
}
}
},
{
"key": "photo_image_full_size_alt_text",
"value": {
"string_value": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves"
}
},
{
"key": "vanity_url",
"value": {
"scribe_key": "vanity_url",
"string_value": "zerobeat.io"
}
},
{
"key": "photo_image_full_size",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 314,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "summary_photo_image_alt_text",
"value": {
"string_value": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves"
}
},
{
"key": "thumbnail_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 81.53,
"rgb": {
"blue": 23,
"green": 12,
"red": 7
}
},
{
"percentage": 11.18,
"rgb": {
"blue": 84,
"green": 37,
"red": 30
}
},
{
"percentage": 3.39,
"rgb": {
"blue": 49,
"green": 56,
"red": 70
}
},
{
"percentage": 0.97,
"rgb": {
"blue": 143,
"green": 36,
"red": 54
}
},
{
"percentage": 0.32,
"rgb": {
"blue": 174,
"green": 35,
"red": 54
}
}
]
}
}
},
{
"key": "title",
"value": {
"string_value": "Offline-First Is the Future of Live Event POS, and On-Device AI Is the Multiplier"
}
},
{
"key": "summary_photo_image_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 81.53,
"rgb": {
"blue": 23,
"green": 12,
"red": 7
}
},
{
"percentage": 11.18,
"rgb": {
"blue": 84,
"green": 37,
"red": 30
}
},
{
"percentage": 3.39,
"rgb": {
"blue": 49,
"green": 56,
"red": 70
}
},
{
"percentage": 0.97,
"rgb": {
"blue": 143,
"green": 36,
"red": 54
}
},
{
"percentage": 0.32,
"rgb": {
"blue": 174,
"green": 35,
"red": 54
}
}
]
}
}
},
{
"key": "summary_photo_image_x_large",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 1024,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=png&name=2048x2048_2_exp",
"width": 1536
}
}
},
{
"key": "summary_photo_image",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 314,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=jpg&name=600x314",
"width": 600
}
}
},
{
"key": "photo_image_full_size_color",
"value": {
"image_color_value": {
"palette": [
{
"percentage": 81.53,
"rgb": {
"blue": 23,
"green": 12,
"red": 7
}
},
{
"percentage": 11.18,
"rgb": {
"blue": 84,
"green": 37,
"red": 30
}
},
{
"percentage": 3.39,
"rgb": {
"blue": 49,
"green": 56,
"red": 70
}
},
{
"percentage": 0.97,
"rgb": {
"blue": 143,
"green": 36,
"red": 54
}
},
{
"percentage": 0.32,
"rgb": {
"blue": 174,
"green": 35,
"red": 54
}
}
]
}
}
},
{
"key": "photo_image_full_size_x_large",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 1024,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=png&name=2048x2048_2_exp",
"width": 1536
}
}
},
{
"key": "card_url",
"value": {
"scribe_key": "card_url",
"string_value": "https://t.co/6GRN78PMDU"
}
},
{
"key": "summary_photo_image_original",
"value": {
"image_value": {
"alt": "Isometric illustration of a festival venue's POS network, with all glowing connections converging on a single overloaded hub at the center, illustrating the hub-and-spoke failure mode that local-first mesh architecture solves",
"height": 1024,
"url": "https://pbs.twimg.com/card_img/2051737778627436549/mHfaBYvy?format=jpg&name=orig",
"width": 1536
}
}
}
],
"card_platform": {
"platform": {
"audience": {
"name": "production"
},
"device": {
"name": "iPhone",
"version": "13"
}
}
},
"name": "summary_large_image",
"url": "https://t.co/6GRN78PMDU",
"user_refs_results": [
{
"rest_id": "150284825",
"result": {
"__typename": "User",
"action_counts": {
"favorites_count": 0
},
"avatar": {
"image_url": "https://abs.twimg.com/sticky/default_profile_images/default_profile_normal.png"
},
"banner": {
"image_url": ""
},
"core": {
"created_at": "Mon May 31 15:06:04 +0000 2010",
"name": "Richard Heinrich",
"screen_name": "zerobeat"
},
"dm_permissions": {
"can_dm": false
},
"exclusive_tweet_following": false,
"follow_request_sent": false,
"identity_profile_labels_highlighted_label": {},
"location": {
"location": ""
},
"media_permissions": {
"can_media_tag": true
},
"notifications_settings": {
"notifications_enabled": false
},
"pinned_items": {},
"privacy": {
"protected": false,
"suspended": false
},
"private_super_following": false,
"profile_bio": {
"description": "",
"entities": {
"description": {}
}
},
"profile_image_shape": "Circle",
"profile_metadata": {
"profile_interstitial_type": "",
"profile_link_color": "1DA1F2"
},
"profile_translation": {
"translator_type_enum": "None"
},
"properties": {
"has_extended_profile": false,
"has_no_screen_name": false
},
"relationship_counts": {
"followers": 1,
"following": 4
},
"relationship_perspectives": {
"blocked_by": false,
"blocking": false,
"followed_by": false,
"following": false,
"live_following": false,
"muting": false
},
"rest_id": "150284825",
"smart_blocked_by": false,
"smart_blocking": false,
"super_follow_eligible": false,
"super_followed_by": false,
"super_following": false,
"tweet_counts": {
"media_tweets": 0,
"tweets": 0
},
"verification": {
"is_blue_verified": false,
"verified": false
},
"website": {
"url": ""
}
}
},
{
"rest_id": "150284825",
"result": {
"__typename": "User",
"action_counts": {
"favorites_count": 0
},
"avatar": {
"image_url": "https://abs.twimg.com/sticky/default_profile_images/default_profile_normal.png"
},
"banner": {
"image_url": ""
},
"core": {
"created_at": "Mon May 31 15:06:04 +0000 2010",
"name": "Richard Heinrich",
"screen_name": "zerobeat"
},
"dm_permissions": {
"can_dm": false
},
"exclusive_tweet_following": false,
"follow_request_sent": false,
"identity_profile_labels_highlighted_label": {},
"location": {
"location": ""
},
"media_permissions": {
"can_media_tag": true
},
"notifications_settings": {
"notifications_enabled": false
},
"pinned_items": {},
"privacy": {
"protected": false,
"suspended": false
},
"private_super_following": false,
"profile_bio": {
"description": "",
"entities": {
"description": {}
}
},
"profile_image_shape": "Circle",
"profile_metadata": {
"profile_interstitial_type": "",
"profile_link_color": "1DA1F2"
},
"profile_translation": {
"translator_type_enum": "None"
},
"properties": {
"has_extended_profile": false,
"has_no_screen_name": false
},
"relationship_counts": {
"followers": 1,
"following": 4
},
"relationship_perspectives": {
"blocked_by": false,
"blocking": false,
"followed_by": false,
"following": false,
"live_following": false,
"muting": false
},
"rest_id": "150284825",
"smart_blocked_by": false,
"smart_blocking": false,
"super_follow_eligible": false,
"super_followed_by": false,
"super_following": false,
"tweet_counts": {
"media_tweets": 0,
"tweets": 0
},
"verification": {
"is_blue_verified": false,
"verified": false
},
"website": {
"url": ""
}
}
}
]
},
"place": {},
"entities": {
"hashtags": [],
"symbols": [],
"timestamps": [],
"urls": [
{
"display_url": "zerobeat.io/blog/offline-fâŚ",
"expanded_url": "https://zerobeat.io/blog/offline-first-future-live-event-pos",
"indices": [
179,
202
],
"url": "https://t.co/6GRN78PMDU"
}
],
"user_mentions": [
{
"id_str": "1008843235240783872",
"indices": [
150,
160
],
"name": "Ditto",
"screen_name": "dittolive"
}
]
},
"quoted_tweet": null,
"retweeted_tweet": null,
"isLimitedReply": false,
"communityInfo": null,
"article": null
}