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Building the Hyperdata Network for AI.

Onchain
Joined December 2021
Photo by Chainbase (๐Ÿ’œ,๐Ÿ’›) (@ChainbaseHQ)Photo by Chainbase (๐Ÿ’œ,๐Ÿ’›) (@ChainbaseHQ)Photo by Chainbase (๐Ÿ’œ,๐Ÿ’›) (@ChainbaseHQ)Photo by Chainbase (๐Ÿ’œ,๐Ÿ’›) (@ChainbaseHQ)Photo by Chainbase (๐Ÿ’œ,๐Ÿ’›) (@ChainbaseHQ)Photo by Chainbase (๐Ÿ’œ,๐Ÿ’›) (@ChainbaseHQ)Photo by Chainbase (๐Ÿ’œ,๐Ÿ’›) (@ChainbaseHQ)Photo by Chainbase (๐Ÿ’œ,๐Ÿ’›) (@ChainbaseHQ)Photo by Chainbase (๐Ÿ’œ,๐Ÿ’›) (@ChainbaseHQ)Photo by Chainbase (๐Ÿ’œ,๐Ÿ’›) (@ChainbaseHQ)
๐Ÿ’œ ๐—–๐—ต๐—ฎ๐—ถ๐—ป๐—ฏ๐—ฎ๐˜€๐—ฒ ๐—ก๐—ฒ๐˜„๐˜€๐—น๐—ฒ๐˜๐˜๐—ฒ๐—ฟ: ๐—ค๐Ÿฎ ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฒ ๐Ÿ’› Q2 was a quarter of transformation. We launched AgentKey, made our data platform agent-native, expanded our validator network, and continued building the infrastructure layer for the Agent Era. Let's dive into the quarterly recap ๐Ÿ‘‡ blog.chainbase.com/chainbaseโ€ฆ
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Before AI can compare prices, it needs to know what's comparable: contents, quantities, variants, and purchase conditions. Useful data preserves that context. Our latest @agentkeyapp case study applies this to Black Friday planning. See the breakdown below.
1/ A client was preparing for Black Friday and needed to understand competing makeup gift sets: what's included, how they're priced, and which offers are worth testing. We've published the research and comparison tables here: agentkey.app/blog/five-tactiโ€ฆ
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What's changed since yesterday? Peter uses Claude to check X's open-source algorithm daily. It's a practical use for AI: follow a source, compare changes, explain what they mean. At Chainbase, we want to make more of the web usable for this kind of ongoing research.
X AI ALGORITHM UPDATE ๐Ÿšจ X updated their open source algorithm yesterday and the early likes matter even more now. Small accounts should focus on: writing posts people hit like on and read till the end (so write to be read) tl;dr: - X's open source code got new scores on Nov 5, the first change in 3 weeks - likes: 0.66 โ†’ 0.708 (highest yet) - time spent on a post: 0.006 โ†’ 0.0075 - tapping into a post: 0.3 โ†’ 0.274 - opening a video: 0.02 โ†’ 0 - new rule: AI replies may get flagged under big accounts as "llm slop" and may not reach the person's notifications lesson learned: a tap isn't the win anymore. Someone staying and liking is. full details: - The new numbers Up: likes 0.66 โ†’ 0.708, time spent on a post 0.006 โ†’ 0.0075, shares 2 โ†’ 2.118. Down: tapping into a post 0.3 โ†’ 0.274, staying 10+ seconds after a tap 0.4 โ†’ 0.385, opening a video 0.02 โ†’ 0. "Not interested" got a bit harsher, -52.27 โ†’ -53.07. Copy link, replies, quotes, DM shares and follows didn't move. X didn't explain any of this. It's just what the code says now. (I check the open source algo daily with Claude and share updates with you) - Look at where this has gone in a month In early October a like was worth 0.5. Now it's 0.708. Time spent was 0.004. Now it's 0.0075, nearly double. A tap was 0.3 and it's going down. Every change points the same way. X keeps paying more for people who stay. - Why that matters if you're small My read: you can't win on big numbers, but you can win on the people who do see your post. If they stay and like it, that counts for more today than it did last week. And those early likes also decide which new post gets the extra push. - Video and your profile X also switched on two new guesses in its ranking: how long someone keeps watching after they open a video, and how long they spend on a profile after tapping it. I can't tell you what those are worth. The only file that lists them is out of date, so I won't guess a number. My read: opening a video dropped to 0 the same day because X cares more about people who keep watching. So make the first seconds count, and make your profile worth sticking around on. - A new rule for replies under big accounts X runs an AI check on replies under accounts with over 250K followers. Flagged replies can get a label that lasts 14 to 30 days. One of the flags is literally called "llm slop" (AI slop, as I read it). That part isn't new. This is: X's rules now say a labeled reply or mention doesn't reach the person's notifications unless they follow you. Grey badge accounts and accounts X rates as highly credible skip this label. Small accounts get no such pass. I can see the rule, I can't see if every notification goes through it yet. Either way, write your own replies. - What didn't change Your new posts still get their extra push in the first 2 hours and first 200 views, and they still don't get cut first. Here's a recap of what you should be doing: - likes just hit 0.708, the most they've ever been worth - each second someone spends on your post is worth 25% more than last week - staying 10+ seconds after a tap earns 0.385 on top of the tap - reply in your own words, under big accounts especially - make your profile worth a visit, X now guesses how long people spend there - for video, hold attention early, just getting the open now scores 0 - being read to the end also helps X find you new readers - originals from accounts below 50K can jump to around spot 16 - early viewers liking it is what wins that lift - your first 2 hours and 200 views are the window, so publish when your people are online - the biggest single number is still 20, for someone copying your link - quotes, DM shares and replies earn 5 apiece - back and forth between mutuals is worth 20, so follow back your regulars - strangers only get shown your originals - the 1st like and the 32nd like each open another route to new people - a second post of yours in the same feed drops to 62%, so make one count - the video lists want clips over 10 seconds - +4 when a post is likely to earn you a new follower - your pinned post can affect the whole account, so take a look at it What you should NOT be doing: - pasting AI replies under big accounts, "llm slop" is a real flag at X - copy-paste replies, a duplicate label means they never get notified - chasing the tap, it's down to 0.274 and falling - off-topic posts, one likely "not interested" costs -53.07 - a video that only gets opened earns nothing for the open - publishing at 3am burns your 2 hour window - relying on replies and reposts to reach new people, they stay with your followers - getting an insult label, non-followers won't see that post at all - low quality and misinfo labels bring a warning, and non-followers can't like or share - adult media in 3 of your last 5 posts gets the whole account labeled - X rechecks videos for hidden content at 64 and 512 likes - piling your replies under a big account's post can sink your own score - one label on the account and non-followers stop seeing you - a link to a badly rated site in your pinned post risks a 7 day label - reusing your own wording word for word risks the copypasta flag - pairing a low quality link with tags of strangers looks like spam to X - engagement bait gets labeled no matter how big you are - posting several in a row, they fight each other for the same feed - hashtag stuffing does nothing - counting on bookmarks, they're worth 0 - expecting For You to show a post past 48 hours
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We've been mapping more of the AI ecosystem, from coding and research to design and automation. Our latest map covers AI video, including generation, avatars, editing, and 3D. Explore what's being built with @buildermaps_io.
AI Video Ecosystem Map
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Halloween is coming!
๐ŸŽƒ THE GREAT TREAT HUNT 2026 IS HERE! Halloween just got a whole lot more rewarding! ๐Ÿฌ X-Agent is teaming up with ecosystem partners for a Halloween campaign packed with fun, challenges, and rewards! ๐Ÿ’ฐ 3,000 USDT PRIZE POOL ๐ŸŽฏ Follow, engage & complete social tasks ๐Ÿ—“ Oct 30 โ€“ Nov 6 ๐ŸŽ Join the hunt now: growth.xagt.ai/ A little trick, a lot of treats. ๐Ÿ‘ป Ecosystem Partners: @zBit_Official, @Matrix__Chain, @karpak_xyz, @InterlaceMoney, @Thea_AI, @Rightup_fun, @AgentonomyXYZ, @pawa_sci, @KOINA_official, @verona_dev, @ChainbaseHQ, @BTSE_Official, @EchobitExchange, @openclawby. #TheGreatTreatHunt #XAgent #Web3Campaign #Halloween
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A busy few months at Chainbase Labs. @agentkeyapp now supports more clients, from Codex to Grok, with new data sources for research, finance, travel, and more. We're bringing more of the web into the tools agents already use.
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First MCP, now Agent Skills. Love to see it! ๐Ÿ”ฅ Open standards make it easier for developers to bring tools and workflows to more agent platforms, without starting over each time. At Chainbase, we're working toward that through our data infrastructure and @agentkeyapp, helping agents access structured data, live information, and external tools. The web should work for agents, too.
We're donating Agent Skills to the Agentic AI Foundation (@AgenticAIFdn), the same foundation we donated MCP to. Since December 2025, 70+ agent platforms have integrated the standard, including ChatGPT, Cursor, GitHub Copilot, and VS Code. Here's what that means for you:
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The โ€œShow Us Your Cโ€ giveaway winners have been contacted via DM! Check your inbox and message requests for a message from @ChainbaseHQ with the next steps to claim your prize. Thanks to everyone who joined us at TOKEN2049!
Show us your C at #TOKEN2049 Singapore! - Snap a C hand sign at the main venue or a side event - Then post it on X and tag @ChainbaseHQ You may win a surprise Chainbase ร— PopX blind box + $C rewards. Period: Oct 5โ€“11. Full rules below.
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The model is not the agent. Real agents need context, tools, memory, verification, and reliable access to the outside world. This is where better data infrastructure becomes part of the agent stack.
Harness Engineering could be the missing layer between smart models and reliable AI agents. It gives agents context, safe tools, durable state, verification and recovery. In this article, I show you how.
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Every time an agent has to guess how a tool works, whether a source is current, or whether an action succeeded, we're asking the model to compensate for something the system should make clear. This is where infrastructure has a bigger role to play. Tool behavior, data freshness, permissions, and execution results should be explicit, so the model doesn't have to infer them.
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Last call, Chainbasers! Got a C-hand-sign photo from #TOKEN2049 or a side event? Post it and tag @ChainbaseHQ for a chance to win a Chainbase ร— PopX blind box + $C rewards. Entries close tonight at 23:59 SGT. Show us your C!
Show us your C at #TOKEN2049 Singapore! - Snap a C hand sign at the main venue or a side event - Then post it on X and tag @ChainbaseHQ You may win a surprise Chainbase ร— PopX blind box + $C rewards. Period: Oct 5โ€“11. Full rules below.
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Chainbase (๐Ÿ’œ,๐Ÿ’›) retweeted
C for Chainbase ๐Ÿซถ Having a great time at #TOKEN2049 Singapore and had to join the C challenge. @ChainbaseHQ #TOKEN2049 #Chainbase
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Show us your C at #TOKEN2049 Singapore! - Snap a C hand sign at the main venue or a side event - Then post it on X and tag @ChainbaseHQ You may win a surprise Chainbase ร— PopX blind box + $C rewards. Period: Oct 5โ€“11. Full rules below.
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How to enter: 1. Be at the main venue or a side event. 2. Snap a photo making the C hand sign. 3. Post it and tag @ChainbaseHQ. We'll randomly select and announce 8 winners, then DM them. Each wins a blind box + $C rewards. Boxes ship once production is complete.
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A little sneak peek before TOKEN2049 ๐Ÿ‘€ Chainbase ร— PopX blind boxes are on the way, with different Bonic figures inside. We're giving away 8 boxes, each with $C rewards. Come back tomorrow to find out how to join, Chainbasers ๐Ÿ’œ๐Ÿ’›
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Robinhood's Agent Apps shows how data marketplaces can reach users through the agents they already use. We're building in the same direction with AgentKey at Chainbase Labs: a marketplace of external data and tools, accessible through one connection. That connection now covers 77 services and 1,000+ endpoints across search, social, crypto, finance, and more. Over 20,000 users have signed up so far, and we're continuing to expand what their agents can access.
Meet Agent Apps ๐Ÿ‘€ A marketplace of datasets and tools, available to your agent. Browse everything from options whale movement to satellite image data to social trends, then hand it straight to your agent. Built with top providers like @QuiverQuant, @Nasdaq, @unusual_whales, and more.
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Chainbase (๐Ÿ’œ,๐Ÿ’›) retweeted
Judges backing Hackathon S2: @ChainbaseHQ ร— @KaitoAI If your Agent needs verifiable onchain data or AI-native infra to run its logic, these are the judges who'll know exactly what you shipped. Compete for the $50,000 USDT pool ๐Ÿ‘‰ bitget.com/activity-hub/hackโ€ฆ
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Good time to be building a Hyperdata Network for Super Intelligence.
Replying to @realDonaldTrump
VOTE!
52%Superior Intelligence
48%Extreme Intelligence
184,872 votes โ€ข Final results
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