# Latest

**URL:** https://atlas.discourse.group/latest.md

[Latest](https://atlas.discourse.group/latest.md) · [Categories](https://atlas.discourse.group/categories.md) · [Tags](https://atlas.discourse.group/tags.md)

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## [Welcome to Intuition! 👋](https://atlas.discourse.group/t/welcome-to-intuition/5)

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**Author:** [@system](https://atlas.discourse.group/u/system)\
**Replies:** 10\
**Last updated:** [October 29, 2025, 8:16am UTC](https://atlas.discourse.group/t/welcome-to-intuition/5 "2025-10-29T08:16:37Z")

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UPDATE AS OF AUGUST ‘25 - we have revived this forum, in preparation for our Network launch. Most old threads and categories have been archived - please reach out if you would like any of your archived content reinstanti…

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## [Claim Sponsorship: paying for sentiment data, and viability (request for comments)](https://atlas.discourse.group/t/claim-sponsorship-paying-for-sentiment-data-and-viability-request-for-comments/1274)

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**Author:** [@smilingkylan](https://atlas.discourse.group/u/smilingkylan)\
**Replies:** 2\
**Last updated:** [August 18, 2026, 2:50pm UTC](https://atlas.discourse.group/t/claim-sponsorship-paying-for-sentiment-data-and-viability-request-for-comments/1274 "2026-08-18T14:50:38Z")

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The past few months I’ve been building some features around the concept of communities. The gist: users can transform a concept atom into a community by tagging related atoms and (optionally) organizing atoms into lists.…

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## [Backlink Thái Bình](https://atlas.discourse.group/t/backlink-thai-binh/1273)

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**Author:** [@backlinkthaibinh](https://atlas.discourse.group/u/backlinkthaibinh)\
**Replies:** 0\
**Last updated:** [July 28, 2026, 7:56am UTC](https://atlas.discourse.group/t/backlink-thai-binh/1273 "2026-07-28T07:56:02Z")

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Backlink Thái Bình là đơn vị chuyên cung cấp dịch vụ backlink toàn diện, hỗ trợ SEO hiệu quả và an toàn. Chúng tôi triển khai nhiều giải pháp đa dạng như backlink entity, author profile, GOV/EDU uy tín, backlink app (Chr…

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## [Introducing the New Intuition Alpha SDK & Packages](https://atlas.discourse.group/t/introducing-the-new-intuition-alpha-sdk-packages/1272)

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**Author:** [@metasudo](https://atlas.discourse.group/u/metasudo)\
**Replies:** 0\
**Last updated:** [July 6, 2026, 8:12pm UTC](https://atlas.discourse.group/t/introducing-the-new-intuition-alpha-sdk-packages/1272 "2026-07-06T20:12:25Z")

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Hey everyone :waving\_hand: I want to introduce something we’ve been building that I think changes how you’ll build on Intuition: a set of focused TypeScript packages that let you model the entire knowledge graph off-cha…

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## [What would a native Intuition commenting system look like?](https://atlas.discourse.group/t/what-would-a-native-intuition-commenting-system-look-like/1270)

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**Author:** [@smilingkylan](https://atlas.discourse.group/u/smilingkylan)\
**Replies:** 3\
**Last updated:** [July 1, 2026, 7:19pm UTC](https://atlas.discourse.group/t/what-would-a-native-intuition-commenting-system-look-like/1270 "2026-07-01T19:19:19Z")

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What would a native Intuition commenting system look like? As the Intuition ecosystem becomes more mature, it is clear that current conventions work well at describing what a person is claiming but can struggle to concis…

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## [Expanding Intuition's Functionality into Communities (Topics?) and Lists](https://atlas.discourse.group/t/expanding-intuitions-functionality-into-communities-topics-and-lists/1271)

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**Author:** [@smilingkylan](https://atlas.discourse.group/u/smilingkylan)\
**Replies:** 0\
**Last updated:** [July 1, 2026, 5:41pm UTC](https://atlas.discourse.group/t/expanding-intuitions-functionality-into-communities-topics-and-lists/1271 "2026-07-01T17:41:31Z")

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Communities and Lists Background A couple months ago Billy mentioned to me that smart contract auditors could be a good demographic to market my Hive Mind products to, especially considering the extension and Snaps can g…

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## [ARP — the reputation layer i've been building toward](https://atlas.discourse.group/t/arp-the-reputation-layer-ive-been-building-toward/1265)

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**Author:** [@wieedze](https://atlas.discourse.group/u/wieedze)\
**Replies:** 10\
**Last updated:** [June 24, 2026, 11:33am UTC](https://atlas.discourse.group/t/arp-the-reputation-layer-ive-been-building-toward/1265 "2026-06-24T11:33:18Z")

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Over the last few weeks i’ve been dropping hints here. post 1 argued that agent reputation stops at the wrong layer — it should flow compositionally through the tools an agent uses, not aggregate opaquely at the wrapper…

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## [What does an agent-reputation layer actually need to own on-chain?](https://atlas.discourse.group/t/what-does-an-agent-reputation-layer-actually-need-to-own-on-chain/1266)

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**Author:** [@wieedze](https://atlas.discourse.group/u/wieedze)\
**Replies:** 2\
**Last updated:** [June 10, 2026, 3:11pm UTC](https://atlas.discourse.group/t/what-does-an-agent-reputation-layer-actually-need-to-own-on-chain/1266 "2026-06-10T15:11:03Z")

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Three posts ago i sketched a two-layer model: immutable claims (who composed with what) + mutable conviction (capital staked behind those claims). reputation isn’t stored — it’s derived by an indexer. raw signal on-chain…

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## [The wrapper problem: reputation should flow through tools, not stop at the agent](https://atlas.discourse.group/t/the-wrapper-problem-reputation-should-flow-through-tools-not-stop-at-the-agent/1260)

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**Author:** [@wieedze](https://atlas.discourse.group/u/wieedze)\
**Replies:** 2\
**Last updated:** [June 10, 2026, 6:23am UTC](https://atlas.discourse.group/t/the-wrapper-problem-reputation-should-flow-through-tools-not-stop-at-the-agent/1260 "2026-06-10T06:23:25Z")

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Hey all — first post here. I’ve been sketching out how reputation should be structured for software agents specifically, and wanted to share a piece of that thinking for discussion. Most on-chain agent reputation design…

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## [Claims about crypto addresses, which ones are the most important?](https://atlas.discourse.group/t/claims-about-crypto-addresses-which-ones-are-the-most-important/1264)

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**Author:** [@smilingkylan](https://atlas.discourse.group/u/smilingkylan)\
**Replies:** 5\
**Last updated:** [June 9, 2026, 11:26pm UTC](https://atlas.discourse.group/t/claims-about-crypto-addresses-which-ones-are-the-most-important/1264 "2026-06-09T23:26:40Z")

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Now that I’ve wrapped my head around trust circles, our browser extension is starting to support EVM addresses, and I’ve thought about how I expect them to function I want to be able to apply this vision to the MetaMask …

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## [A two-layer model for attributing reputation across agent compositions](https://atlas.discourse.group/t/a-two-layer-model-for-attributing-reputation-across-agent-compositions/1261)

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**Author:** [@wieedze](https://atlas.discourse.group/u/wieedze)\
**Replies:** 0\
**Last updated:** [May 14, 2026, 9:34am UTC](https://atlas.discourse.group/t/a-two-layer-model-for-attributing-reputation-across-agent-compositions/1261 "2026-05-14T09:34:55Z")

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Following up on my first post here. Pushing further on the attribution problem I left open. Attribution as graph traversal: a two-layer hypothesis In a previous post I argued that agent reputation should be compositiona…

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## [Intuition Box - DAO launch](https://atlas.discourse.group/t/intuition-box-dao-launch/1213)

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**Author:** [@zet.box](https://atlas.discourse.group/u/zet.box)\
**Replies:** 13\
**Last updated:** [May 8, 2026, 3:40pm UTC](https://atlas.discourse.group/t/intuition-box-dao-launch/1213 "2026-05-08T15:40:38Z")

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Intuition Box is creating an ecosystem of Intuition builders. At the intersection of the Intuition launch and the evolving of AI, we now have the opportunity to democratize and offer builders an aspiring opportunity to s…

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## [Portal Activity Feed Help](https://atlas.discourse.group/t/portal-activity-feed-help/1259)

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**Author:** [@pixie](https://atlas.discourse.group/u/pixie)\
**Replies:** 0\
**Last updated:** [April 29, 2026, 8:40am UTC](https://atlas.discourse.group/t/portal-activity-feed-help/1259 "2026-04-29T08:40:11Z")

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Currently working on a dapp with original functionality and several protocol-level features. I am having a bug where triples/claims created are not showing up consistently on the portal activity feed (both testnet and m…

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## [Atom Classification & Enrichment (Intuition Improvement Proposal)](https://atlas.discourse.group/t/atom-classification-enrichment-intuition-improvement-proposal/1230)

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**Author:** [@kames\_intuition](https://atlas.discourse.group/u/kames_intuition)\
**Replies:** 9\
**Last updated:** [April 24, 2026, 8:56am UTC](https://atlas.discourse.group/t/atom-classification-enrichment-intuition-improvement-proposal/1230 "2026-04-24T08:56:41Z")

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IIP-1: Onchain Atom Classification and Offchain Enrichment To scale Intuition, a global onchain social knowledge graph, we need to expand upon the “things” we can contextualize and reason about. I am proposing new Atom …

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## [Making \*TOPIC\* atoms a special case (trust circle + curator paradigm)](https://atlas.discourse.group/t/making-topic-atoms-a-special-case-trust-circle-curator-paradigm/1258)

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**Author:** [@smilingkylan](https://atlas.discourse.group/u/smilingkylan)\
**Replies:** 1\
**Last updated:** [April 21, 2026, 12:54am UTC](https://atlas.discourse.group/t/making-topic-atoms-a-special-case-trust-circle-curator-paradigm/1258 "2026-04-21T00:54:30Z")

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With Hive Mind’s decision to pursue trust circles as the preferred user experience it begs the question of how best to structures the related atoms. The following is our idea: \[address\] - trusted for - \[topic\] address …

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## [Hive Mind Extension Demo: Trust Circles + Topics + Curator](https://atlas.discourse.group/t/hive-mind-extension-demo-trust-circles-topics-curator/1257)

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**Author:** [@smilingkylan](https://atlas.discourse.group/u/smilingkylan)\
**Replies:** 0\
**Last updated:** [April 15, 2026, 7:58am UTC](https://atlas.discourse.group/t/hive-mind-extension-demo-trust-circles-topics-curator/1257 "2026-04-15T07:58:17Z")

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Thank you to those of you who made it to my demo of the Hive Mind browser extension. For reference the video can be found here. You can probably skip to the 8:00 mark or so to skip intros, etc: Transcript: h…

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## [How Hive Mind extension is implementing per-topic trust circles for social media](https://atlas.discourse.group/t/how-hive-mind-extension-is-implementing-per-topic-trust-circles-for-social-media/1255)

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**Author:** [@smilingkylan](https://atlas.discourse.group/u/smilingkylan)\
**Replies:** 3\
**Last updated:** [April 6, 2026, 5:31pm UTC](https://atlas.discourse.group/t/how-hive-mind-extension-is-implementing-per-topic-trust-circles-for-social-media/1255 "2026-04-06T17:31:55Z")

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First off let me say thank you to all the other developers who seem to have participated in the thoughtful discussions on how best to leverage Intuition to give users a valuable experience that can surface the type of tr…

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## [Why Evaluator Accuracy Changes Everything About On-Chain Reputation](https://atlas.discourse.group/t/why-evaluator-accuracy-changes-everything-about-on-chain-reputation/1256)

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**Author:** [@kryptoremontier](https://atlas.discourse.group/u/kryptoremontier)\
**Replies:** 0\
**Last updated:** [April 5, 2026, 1:39pm UTC](https://atlas.discourse.group/t/why-evaluator-accuracy-changes-everything-about-on-chain-reputation/1256 "2026-04-05T13:39:12Z")

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Why Evaluator Accuracy Changes Everything About On-Chain Reputation Category: Ideas & Brainstorming · Reputation Computation Most reputation systems treat every signal equally. Stake 1 TRUST to support an agent. Someo…

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## [Reputation Should Be Queryable](https://atlas.discourse.group/t/reputation-should-be-queryable/1253)

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**Author:** [@repboiz](https://atlas.discourse.group/u/repboiz)\
**Replies:** 6\
**Last updated:** [April 5, 2026, 1:28pm UTC](https://atlas.discourse.group/t/reputation-should-be-queryable/1253 "2026-04-05T13:28:41Z")

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A lot of people aren’t deep into how reputation works in Web3. But after ~4 years building across DeFi, privacy, and now the Intuition MCP… one pattern keeps showing up: Every system gives you a number - and calls it t…

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## [Your Trust Circle Is Probably Wrong](https://atlas.discourse.group/t/your-trust-circle-is-probably-wrong/1254)

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**Author:** [@repboiz](https://atlas.discourse.group/u/repboiz)\
**Replies:** 0\
**Last updated:** [April 1, 2026, 10:18am UTC](https://atlas.discourse.group/t/your-trust-circle-is-probably-wrong/1254 "2026-04-01T10:18:34Z")

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Been noticing something weird while building Intuition mcp. The people you think you trust… and the people you actually rely on… aren’t always the same. Example. You might say you trust Billy. But when it comes to…

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## [Nested Triples wen](https://atlas.discourse.group/t/nested-triples-wen/1248)

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**Author:** [@pixie](https://atlas.discourse.group/u/pixie)\
**Replies:** 4\
**Last updated:** [March 30, 2026, 7:43pm UTC](https://atlas.discourse.group/t/nested-triples-wen/1248 "2026-03-30T19:43:35Z")

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Why Can’t We Add Claims to Lists yet? When creating lists on Intuition, you quickly run into a limitation: you can only add Atoms, not claims (Triples). But why? Right now, lists are just collections of claims: Tat…

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## [We need exact search / exact string matching on the portal](https://atlas.discourse.group/t/we-need-exact-search-exact-string-matching-on-the-portal/1250)

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**Author:** [@pixie](https://atlas.discourse.group/u/pixie)\
**Replies:** 1\
**Last updated:** [March 30, 2026, 1:43pm UTC](https://atlas.discourse.group/t/we-need-exact-search-exact-string-matching-on-the-portal/1250 "2026-03-30T13:43:10Z")

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right now, searching for an atom returns everything that loosely matches it that works for discovery but breaks down when you’re trying to find something specific for example, if you search for something like “apple”,…

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## [Trust Isn't a Score. It's a Graph](https://atlas.discourse.group/t/trust-isnt-a-score-its-a-graph/1252)

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**Author:** [@repboiz](https://atlas.discourse.group/u/repboiz)\
**Replies:** 0\
**Last updated:** [March 25, 2026, 1:49pm UTC](https://atlas.discourse.group/t/trust-isnt-a-score-its-a-graph/1252 "2026-03-25T13:49:23Z")

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Most systems treat trust like a number. This person is 0.82 trusted. Clean. Simple. And lowkey misleading. Trust doesn’t exist in isolation. You don’t just trust someone. You trust them because of who you trust. Ex…

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## [Why a Single Trust Score Doesn't Work](https://atlas.discourse.group/t/why-a-single-trust-score-doesnt-work/1249)

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**Author:** [@repboiz](https://atlas.discourse.group/u/repboiz)\
**Replies:** 0\
**Last updated:** [March 23, 2026, 10:48am UTC](https://atlas.discourse.group/t/why-a-single-trust-score-doesnt-work/1249 "2026-03-23T10:48:04Z")

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Most reputation systems try to compress trust into one universal number. This feels intuitive. But it breaks down immediately when you look at how trust actually works in the real world. Trust Is Contextual Think abo…

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## [Reputation Should Have a Half-Life](https://atlas.discourse.group/t/reputation-should-have-a-half-life/1245)

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**Author:** [@repboiz](https://atlas.discourse.group/u/repboiz)\
**Replies:** 1\
**Last updated:** [March 15, 2026, 3:50pm UTC](https://atlas.discourse.group/t/reputation-should-have-a-half-life/1245 "2026-03-15T15:50:20Z")

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One thing that always feels off in most reputation systems: Trust never expires. Someone can receive strong endorsements years ago and those signals still dominate their reputation today. But that’s not how trust work…

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## [X Browser Extension and Trusted Circles - Request for Comments](https://atlas.discourse.group/t/x-browser-extension-and-trusted-circles-request-for-comments/1242)

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**Author:** [@smilingkylan](https://atlas.discourse.group/u/smilingkylan)\
**Replies:** 2\
**Last updated:** [March 11, 2026, 8:55pm UTC](https://atlas.discourse.group/t/x-browser-extension-and-trusted-circles-request-for-comments/1242 "2026-03-11T20:55:52Z")

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Background As many of you know I am constantly thinking of ways to bring Intuition to social media, and I especially would love to see Intuition integrated into my typical X.com browsing experience. The large user base a…

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## [Exploring New Use Cases for Intuition](https://atlas.discourse.group/t/exploring-new-use-cases-for-intuition/1244)

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**Author:** [@w00ds](https://atlas.discourse.group/u/w00ds)\
**Replies:** 0\
**Last updated:** [March 11, 2026, 5:59pm UTC](https://atlas.discourse.group/t/exploring-new-use-cases-for-intuition/1244 "2026-03-11T17:59:18Z")

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The Intuition community keeps coming up with creative ideas for what can be built on the protocol. From stake-weighted review platforms to AI agent reputation systems, the possibilities are wide open. What use cases are…

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## [Intuition Discord is long overdue for claim-based badges](https://atlas.discourse.group/t/intuition-discord-is-long-overdue-for-claim-based-badges/1241)

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**Author:** [@smilingkylan](https://atlas.discourse.group/u/smilingkylan)\
**Replies:** 2\
**Last updated:** [March 11, 2026, 3:16pm UTC](https://atlas.discourse.group/t/intuition-discord-is-long-overdue-for-claim-based-badges/1241 "2026-03-11T15:16:33Z")

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Now that we have a lot of people making claims about one another, I think it may make sense for the Intuition core team to consider using Intuition data to create badges for Discord users. We have the ability to verify D…

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## [Intuition Should Model Trust as a Gradient, Not a Binary](https://atlas.discourse.group/t/intuition-should-model-trust-as-a-gradient-not-a-binary/1243)

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**Author:** [@repboiz](https://atlas.discourse.group/u/repboiz)\
**Replies:** 0\
**Last updated:** [March 11, 2026, 9:00am UTC](https://atlas.discourse.group/t/intuition-should-model-trust-as-a-gradient-not-a-binary/1243 "2026-03-11T09:00:33Z")

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Most systems treat trust like a switch. Trusted. Not trusted. But that’s not how humans actually evaluate credibility. Think about how you judge things in real life. You don’t say: “I trust this completely.” You…

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## [Which predicate for "trust"?](https://atlas.discourse.group/t/which-predicate-for-trust/1232)

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**Author:** [@smilingkylan](https://atlas.discourse.group/u/smilingkylan)\
**Replies:** 7\
**Last updated:** [March 10, 2026, 3:43am UTC](https://atlas.discourse.group/t/which-predicate-for-trust/1232 "2026-03-10T03:43:36Z")

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I decided to finally just ask Claude which predicate for “trust” makes the most sense. I’m curious your guys’ thoughts… Based on what you know about how atoms and triples work… if you wanted to create a relationship for…

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