📌 New: when the judge shares the blind spot Roll two fair dice. You are told at least one is a six. The probability that both are sixes is not 1 in 6, it is 1 in 11: the clue removes every outcome with no six, leaving 11 equally likely cases, one of which is the double six. The fast answer assumes an independence the clue already broke. Avena et al. tested eight state-of-the-art models on problems built exactly to trigger that shortcut. On the counterintuitive items the models failed consistently and predictably, and chain-of-thought did not reliably rescue them. The trouble is that those same models now do the grading. When an LLM-as-judge carries a reasoning blind spot, a reward model trained on its preferences inherits it, and model-on-model agreement certifies consensus rather than correctness. The only check that does not share the failure mode is human ground truth you can verify: evaluators whose reasoning consistency is measured and tracked over time, carried on a stable identity with signed contributions. W3C Decentralized Identifiers, W3C Verifiable Credentials, W3C Bitstring Status Lists. ONT ID and ONTO Wallet are the substrate. Day 1 of Ontology Roundup, Issue 04. Try the dice trap 👉 https://ont.io/news/llm-as-judge-blind-spots/

📌 New: Your reward model is only as good as your preference data Last week's RTDMD paper (Huang et al., arXiv 2605.26108) proposes reward-guided RL for few-step diffusion alignment. It also explicitly acknowledges that aligning distilled models with human preferences remains challenging. The framework solves a downstream optimisation problem; the upstream supply of preference signal still does what it has always done, which is determine the ceiling on everything built on top of it. A reward model trained on inconsistent, sybil-contaminated, or methodologically opaque preferences encodes those defects, and distillation propagates them faster at lower latency. Efficiency at the model layer does not fix a quality problem at the judgement layer. It amplifies it. Preference data integrity is the property that every preference judgement can be traced back to a stable evaluator identity, a signed rubric at the version that applied, a verifiable record of the evaluator's credentials, and a status trail showing what has been revoked or superseded. The standards stack is mature: W3C Decentralized Identifiers, W3C Verifiable Credentials, W3C Bitstring Status Lists. The teams that build distillation pipelines on top of preference data with verifiable integrity will be the ones whose aligned models actually do what their alignment claims say they do. This is Day 2 of Ontology Roundup, Issue 02. Read it 👉 https://ont.io/news/preference-data-integrity-the-variable-distillation-hides/

📌 New: When benchmarks break: the case for traceable evaluator provenance The METR time-horizons graph, cited everywhere from policy briefings to capability roundups, has been publicly contested. A detailed teardown documents what one critic described as numerous severe errors. The graph had become a load-bearing reference for an industry whose habit is to cite it and move on. This is not about METR specifically. It is the latest, loudest instance of a category: benchmarks that have no traceable evaluator provenance behind them. When the underlying judgement chain is opaque, any methodology question becomes an unfalsifiable argument. Trust collapses to authority, and authority is exactly what every external observer was already sceptical of. Evaluator provenance is the verifiable chain from "this person made this judgement at this time, using this rubric" through to the aggregate statistic. The standards stack has been mature for years: W3C Decentralized Identifiers, W3C Verifiable Credentials, W3C Bitstring Status Lists. With it in place, who made each judgement, what methodology was attested, and what has happened to the credential since all become observable to anyone outside the publishing organisation. This is Day 1 of Ontology Roundup, Issue 02. Read it 👉 https://ont.io/news/evaluator-provenance-metr/

🎮 Ontology x PALZ Quiz Time! This Friday's Discord Community Quiz has a special PALZ round, with $ONG prizes on the line. 📅 Friday, May 29 🕘 9AM UTC 📍 Ontology Discord 💡 Tip: spend a bit of time in the PALZ game beforehand. Knowing your way around the islands and your favourite PAL will give you the edge when the PALZ round drops. See you there. 🐾 👉 Join the quiz: https://t.co/3aa6WNHXgi 🎮 Play PALZ: https://www.palzgame.com

📌 New: Signed content for a world where platforms are AI AI-mediated communication systems measurably shift the opinions of the groups they serve. Polish, suggest, summarise, rewrite. Each tap nudges. The aggregate shifts. "Did this person say this thing" is becoming a real question, not because identities are forged, but because the path from "what the human meant" to "what arrived on the platform" now routinely runs through a model. Durable content provenance requires three layers working together: C2PA for structured manifests (who, when, what tools, what edits, AI involvement), blockchain for platform-independent anchoring (manifests survive arbitrary hops because the cryptographic anchor is not attached to the file), and decentralised identity to bind the signer (a DID outlives any platform that issued it). C2PA alone is necessary but fragile. Blockchain alone does not capture the structured provenance C2PA provides. Decentralised identity alone has no content to attest to. Pair the three and the question of authorship becomes tractable again. This is Day 5 of the Ontology Roundup, Issue 01. Read it 👉 https://ont.io/news/content-provenance-ai-platforms/

📌 New: Selective disclosure is the privacy primitive AI did not know it needed AI safety evaluation has a demographic problem. Models behave differently for different populations, dialects, and expertise levels. Evaluator pools need verified range, and the two default options both force a bad trade-off: self-report (unreliable, demographic-leak prone) or surveillance (intrusive, drives away the very evaluators most likely to provide range). Selective disclosure, formalised in W3C Verifiable Credentials Data Model 2.0 and implemented in IETF RFC 9901 (SD-JWT), is the third option. A trusted issuer attests a credential, holder stores it on-device, verifier asks for proof of one attribute, holder's wallet presents the proof. The platform learns one fact. Nothing else. This is Day 3 of the Ontology Roundup, Issue 01. Read it 👉 https://ont.io/news/selective-disclosure-ai-evaluation/

📌 New: Verifying humans without watching them The AI training data conversation has shifted. It is no longer about quantity. It is about provenance. "Verifiably human" is becoming a paid attribute, and the default fix (selfies, IDs, biometrics, behavioural fingerprinting) is, on its face, terrible. The contributor becomes the price of being trusted as a contributor. The right architecture has been a W3C standard since May 2025. On-device verifiable credentials with selective disclosure. The holder controls the data. The verifier learns only what they need. We have been shipping ONTO Wallet on these primitives for years. This is Day 2 of the Ontology Roundup, Issue 01. Read it 👉 https://ont.io/news/proof-of-personhood-ai-training/

🆕 New blog: Beyond data ownership The data ownership conversation has been running for two decades and produced very few working primitives. On the recent Privacy Hour, Nick Ris reframed it: ownership is the wrong lens. The right primitives are consent, audit, and revocation. → Consent: W3C Verifiable Credentials, scoped and time-bounded → Audit: signed access logs the data subject can read directly → Revocation: W3C Bitstring Status List, propagates by design Regulators are catching up. The vocabulary of "ownership" is being quietly retired across eIDAS 2, ENISA's SSI work, and ICO accountability guidance. #4 of the Privacy Hour series. Read: https://ont.io/news/from-ownership-to-consent-audit-and-revocation/

🎙️ Livestream on X — Thursday, 19:00 UTC Humpty hosts Geoff Richards and the team from Palz Game for a conversation on: 🔹 Decentralised Identity (DID) in gaming 🔹 Player-owned data 🔹 Reaching the right users without surveillance-era tactics If you care about where Web3 gaming, identity, and audience targeting are heading, this one's worth your time. 📅 Thursday, 19:00 UTC 📍 Live on X See you there.

New from the Privacy Hour series. We Need a New Bucket: Rethinking the Honeypot The security industry has spent years patching leaks in the same bucket. AI just made the bucket bigger, the leaks more numerous, and attack tooling cheap enough for anyone with an API key. The fundamental model is wrong. Distributing data across the network is half the answer. Binding it to the person or agent authorised to use it is the other half. Decentralised identity and verifiable credentials are the primitives that make the alternative actually work. Full piece: https://ont.io/news/we-need-a-new-bucket-rethinking-the-honeypot/

Join Ontology and our PALZ later - you don’t want to miss this! https://twitter.com/i/spaces/1nKOLEzWQyAGR

New Ontology blog post. AI chatbot privacy is not one problem. It is two. Public privacy: what you broadcast. GDPR, CCPA, two decades of regulation. Private privacy: what you whisper to AI. ChatGPT alone has 900M weekly users. Barely regulated. The asymmetry matters. Private privacy is the fastest-growing category of personal data disclosure in history, and the least understood. The answer is consent, audit and revocation, built on decentralised identity. This is the infrastructure ONT ID and ONTO Wallet are designed to carry. Read the full piece, part of the Privacy Hour series: https://ont.io/news/ai-chatbot-privacy-public-versus-private/

Ontology February Update Thought leadership month: four articles exploring the data ownership thesis. Key highlights: $16T digital economy, $0 for data creators Decentralised identity positioned as Web3's missing infrastructure layer 20M+ total transactions, 898 nodes, 216M+ ONT staked Full update: https://ont.io/news/ontology-ecosystem-update-february-2026/

Ontology Ecosystem Newsletter | December 2025 December marked an important month for the Ontology ecosystem, with key infrastructure updates, governance decisions, and continued product progress across ONTO Wallet. This month’s update covers: • MainNet upgrades and governance developments • ONG tokenomics changes and long-term sustainability • Community Spaces and ecosystem conversations • ONTO Wallet product milestones and partnerships Read the full December newsletter here: 🔗 https://ont.io/news/ontology-ecosystem-newsletter-december-2025/

💎 Hodler Tuesday is coming up tomorrow, Ontonauts. Get ready to lock in your $ONT or $ONG and step onto the leaderboard. Every holder adds strength to the Ontology ecosystem and helps push Web3 forward. 🛠️ Get ready: • 🔒 Make sure your $ONT or $ONG is ready to hold (minimum 20) • 📸 Be ready to grab a clear screenshot of your balance • 📤 Prepare to drop it in the chat when the challenge opens • 📈 Bigger holds mean bigger momentum on the leaderboard Rest up and get set. Tomorrow we see who’s really holding. 💪🚀 #HodlerTuesday #ONTWeeklyChallenge #crypto

🚀 𝗢𝗻𝘁𝗼𝗻𝗮𝘂𝘁𝘀, 𝘀𝘂𝗶𝘁 𝘂𝗽 𝗯𝗲𝗰𝗮𝘂𝘀𝗲 𝗮 𝗯𝗿𝗮𝗻𝗱 𝗻𝗲𝘄 𝘄𝗲𝗲𝗸 𝗶𝘀 𝗰𝗼𝗺𝗶𝗻𝗴 𝗶𝗻 𝗵𝗼𝘁! The #ONTWeeklyChallenge is about to kick off, and the leaderboard is wide open. 🔥💙 We’re keeping the lineup you know and love, so get ready to show up, show out, and dominate the week ahead 👇 🗓️ 𝗪𝗲𝗲𝗸𝗹𝘆 𝗟𝗶𝗻𝗲𝘂𝗽 🎭 Meme Monday – bring the heat 💎 Hodler Tuesday – flex those bags 💬 Discussion Wednesday – share your smartest takes 📖 WhitePaper Thursday – test your ONT brainpower 🎮 Game Friday – climb that leaderboard 🎁 𝗥𝗲𝘄𝗮𝗿𝗱𝘀 𝗳𝗼𝗿 𝘁𝗵𝗲 𝗧𝗼𝗽 𝟭𝟬 𝗔𝗰𝘁𝗶𝘃𝗲 𝗣𝗮𝗿𝘁𝗶𝗰𝗶𝗽𝗮𝗻𝘁𝘀 + 𝗕𝗲𝘀𝘁 𝗘𝗻𝗴𝗮𝗴𝗲𝗺𝗲𝗻𝘁 & 𝗜𝗻𝘃𝗶𝘁𝗲𝘀: 🥇 $20 ONG 🥈 $15 ONG 🥉 $10 ONG 4th–7th: $5 ONG each ⭐ 𝗦𝗽𝗲𝗰𝗶𝗮𝗹 𝗥𝗲𝘄𝗮𝗿𝗱𝘀 🎯 Most Invites - $15 ONG 😂 Most Creative Meme - $10 ONG 💰 Top Holder - $10 ONG The mission resets. The energy rises. Let’s make this week legendary, Ontonauts. 🌐🚀 #Ontology #Web3 #CryptoCommunity

It is Wordle Wednesday and the puzzle drops today. Join us for this week’s #ONTWeeklyChallenge with @sasendish and @iam_Furst. If you enjoy a quick test of logic and vocabulary, this is your moment to shine 🧩 Solve the puzzle 🏆 Climb the leaderboard 🎁 Earn Rewards 🕚 Today at 11AM UTC. #Ontology #Web3 #CryptoCommunity #CryptoRewards

💎 Hodler Tuesday is on the horizon, Ontonauts. Tomorrow we find out who’s really ready to lock in and stand tall. Prep your $ONT or $ONG, get your screenshot game ready, and be set to climb the board from the moment the challenge opens. The holders who come in strong are the ones who rise fast. Rest up, reload, and be ready to show the chain what you’re made of. 🚀💙 #HodlerTuesday #ONTWeeklyChallenge #Ontology #Web3

📢 Heads up, Ontonauts! Swap Thursday is tomorrow! Get your ONTO Wallet ready and line up a swap (minimum 20) for your chance to earn a piece of the $ONG prize pool! 💥 🔥 Tomorrow’s checklist: 🔁 Swap any token 📸 Share proof here 🔁 Repost the Swap Thursday tweet with #SwapOntonauts 👥 Tag 3 friends ⚠️ fill in the form to validate your entry https://forms.gle/gXzUdnQ88nAZiKZw5 Gear up. The chain is waiting for you. ⚡ #ONTWeeklyChallenge #Ontology #Web3 #Crypto

💬 Discussion Wednesday drops today, part of the Weekly Challenge. Join us here at 11am UTC, share your take, and you could earn ONG from this week’s pool. ⚡ High energy. Clear voices. Real rewards. 📌 Rules: 1. Repost the official discussion tweet. 2. Tag 3 friends in your post. 3. Submit your entry via the form shared at the end of the discussion. Talk Web3. Earn rewards. Be a winner. #Ontology #Web3 #CryptoCommunity

👀 Don’t forget, Ontonauts! Tomorrow is Meme Monday, part of the #ONTWeeklyChallenge 💎 Get your creativity ready for the new theme drop. Share your original Ontology or Web3 meme for a chance to win from the $100 $ONG prize pool. Stay tuned 🚀 #OntonautsMeme #Web3 #CryptoMeme #ONTCommunity

📘 Whitepaper Saturday Ready to turn weekend reading into weekend winning? 🧠💰 If you really understand Ontology’s whitepaper, it’s time to show it off. Answer right, tag your crew, and you could win some $ONG. ❓ We’re dropping 2 mystery questions at random times today. 📝 Quote the tweet + tag 3 friends using #WhitepaperWednesday (tradition stays 😉) 💬 Put your answers here. 💬 Smart minds make strong chains. #ONTWeeklyChallenge #Ontology #Web3

👀 Get ready, Ontonauts! Tomorrow is Meme Monday, part of the #ONTWeeklyChallenge 💎 Sharpen your wit and charge your creativity! The new theme drops tomorrow 🧠 Keep an eye out and get ready to craft your original Ontology or Web3 meme for a chance to win from the $100 $ONG prize pool. #Web3 #cryptomeme #OntonautsMeme

💬 Telegram Post 🗳 Ontology Governance Vote: ONG Tokenomics Change A new proposal has been launched by an Ontology Consensus Node to adjust ONG tokenomics and strengthen long-term sustainability. 🗓 Voting Window: Oct 28, 2025 (00:00 UTC) → Oct 31, 2025 (00:00 UTC) Proposal highlights: • Cap total ONG supply at 800 million • Lock ONT + ONG worth 100 million ONG • Extend ONG release to 19 years • Direct 80% of ONG to ONT staking incentives All Triones nodes can vote via OWallet during the voting period. Your participation helps define the next phase of the Ontology ecosystem. 👉 https://medium.com/ontologynetwork/a-new-chapter-for-ong-governance-vote-on-tokenomics-adjustment-8a6dcec087dd

Incentives bring people in. Intent keeps them there. Ontology’s mission is simple: connect builders and users to create what lasts. Real community is built where need meets want. https://t.co/RvUVmy4YoK

🎥 New Video Alert! We’ve released the Ontology Community Writing Bounty Recap — a 3-minute explainer featuring the winning community articles on: 💡 What is Account Abstraction 💡 What are Smart Accounts 💡 How they work together to power the next generation of Web3 wallets 📺 Watch now: https://youtu.be/cFtCTI2QCEc 👉 Don’t forget to like, subscribe, and turn on notifications so you never miss new Ontology content!

We're pleased to announce our final winner for the Smart Account & Account Abstraction community writing competition. We've had some fantastic entries and we can't wait to run more of these competitions. So many great writers still to be published! https://medium.com/@rknilmisugandhika87/572c569d4538

Join humpty0x, GeoffTRichards, and barnabas0x for this week’s episode of Privacy Hour. Your Web3 Identity update! https://twitter.com/i/spaces/1lPKqvWQDgMGb

🛡️ EOAs and the Future of Web3 Identity EOAs are the vaults of Web3. Perfect for long-term storage and staking, but limited when it comes to daily identity. So what’s their role in the future? Read here 👉 https://ont.io/news/https-ont-io-news-https-ont-io-news-eoa-web3-identity/

🎉 Week 2 Winner Announcement Week 2 of our Account Abstraction Writing Bounty was incredibly tough! We had so many strong entries that it was hard to pick a winner. 🏆 This round, we selected Lahiru890 for their article: 👉 https://medium.com/ontologynetwork/how-smart-accounts-are-reinventing-the-web3-wallet-174364b1f038 👏 Special shoutout to our top entries this week: 👉 https://medium.com/@kingsley7090 👉 https://medium.com/@lahirules 👉 https://medium.com/@rasulka39538 Follow these writers — they’re ones to watch as they keep publishing great content. 📢 Final week of the bounty is now live. Full details here: 👉 https://ont.io/news/https-ont-io-news-account-abstraction-bounty-2025/

🏆 Week 1 Winner: Account Abstraction Bounty 🏆 Congrats to Proxyma for the winning piece: 👉 “What is Account Abstraction: The Bridge to Web3 Mass Adoption” A clear step toward making smart wallets simple for everyone. Step up and claim your prize! 🎉 https://medium.com/ontologynetwork/what-is-account-abstraction-the-bridge-to-web3-mass-adoption-6464e39747e5

⚠️ Identity theft is exploding — and it’s not just about credit cards anymore. Phishing, SIM swaps, data breaches… our identities are under attack. The good news? Web3 + Decentralized Identity can change the game. 🎥 Watch this short explainer: https://youtube.com/shorts/M6ZQzoN4nq4?si=DhxbI-ed89b1if6b Your identity should belong to you — not to hackers or corporations.

🚀 New Mission: Writing Bounty We’re launching a 3-week community writing bounty to explore Account Abstraction and Smart Accounts, one of the biggest shifts in Web3. 📝 Each week, we’ll announce a topic. Write a 500–1000 word article, submit it to our Medium, and the winning piece will be published. 🏆 Prize: $25 in ONG per week 📅 Week 1: What is Account Abstraction? 📅 Week 2: What are Smart Accounts? 📅 Week 3: How they fit together 👉 Contact your Head of Community or local Harbinger to get Medium contributor access. 🔗 Full details: https://ont.io/news/https-ont-io-news-account-abstraction-bounty-2025/ Stay on mission and share your ideas!

🚨 Banking Data Leaks Expose the Flaws of Centralized Finance How do we fix it? By giving control of data back to users. In his latest piece, @Mathus95 explains how Ontology’s Decentralized Identity (DID) framework can secure global finance, prevent massive breaches, and protect privacy. 🔗 Read more: https://medium.com/ontologynetwork/after-the-banking-data-leak-scandal-67ee6bca3fcb

🚨 New Community Article by Emmiz_E! The global financial system is at a turning point — and Ontology (ONT) is right at the center of it. From Decentralized Identity (DID) to secure data sharing and borderless transactions, Ontology is shaping a financial future that’s inclusive, transparent, and efficient. Read the full piece here 👇 🔗 https://medium.com/ontologynetwork/dc37dc587cca #Ontology #DID #Web3 #DeFi

Stablecoins get all the headlines when it comes to financial inclusion. But what if the bigger unlock is Decentralized Identity? Throwback to @GeoffTRichards diving into how DID can tackle this problem head-on. 🎥 Watch the full video here: https://youtu.be/OPPWvnBCC70?si=38w82WhQcLKv_IH0 Make sure to like and subscribe to the Ontology YouTube channel — and let us know what you think in the chat!

🚀 Ontology is coming to Japan for WebX 2025! 📍 The Prince Park Tower Tokyo 📅 Aug 25–26 Visit our booth to meet the team and talk about Decentralized Identity, Privacy, Self-Sovereign Identity & Staking. ✨ Catch us first at the WebX Fintech Expo in Osaka on Aug 22, then join us in Tokyo for the main event.

The Ontology gang are having a great time at #GMVietnam2025. Talking privacy, decentralized identity, stablecoins, and all the infrastructure that helps to make Web3 a better place.

🎮 Code, Clout & Crypto – Episode 4 Gamifying Onboarding: UX That Actually Works Kicking off in 1 hour! https://x.com/i/spaces/1eaKbWgREYaGX Join our fantastic guests: @limone_eth, @samuellhuber, and @MatthewFoxAF - alongside @humpty0x, @barnabas0x, and @GeoffTRichards.

It’s OHS & ONT ID RAFFLE TIME!  Snap a screenshot showing the OHS you just generated Reply below with that pic + your ONT ID Every valid reply lands in our raffle. Ready, set, COMMENT!  Head to @OrangeProtocol to start: https://app.orangeprotocol.io/c

Join the team @humpty0x, @barnabas0x, and @GeoffTRichards, alongside special guest @sorachain_ai as we recap all the alpha from ETHCC. Set that reminder 👇 https://twitter.com/i/spaces/1mnxegRDYyYGX

Ready to stock up on those loyal NFTs and earn some FREE ONG?!? Join us here on Telegram with @sasendish and @iam_Furst for today's Web3 Educational session.

It's time to join the Ontology Team as we look back at our 7 years of MainNet, and all of the developments we've seen. We'll also bring Roadmap updates, as we continue our progress in 2025. Could this be our best Space this year? Maybe!!! 👇 https://x.com/i/spaces/1vAxRDkErLNGl

The Ontology Monthly Quiz is starting in 1 hour! Make sure you join and show the Ontology community how big your Web3 brain actually is. Did we mention prizes? Yes, there will be prizes for the most knowledgable contestants. Join Below. https://discord.gg/7DDTjaJ2?event=1377855596102942740

Code, Clout & Crypto — Ep. 2 🎮 The Role of Social Systems in Onchain Games From chain-native vibes to PvP guilds to persistent identities. 🧠 w/ @builders_garden, @BasedCreators, @ownthedoge, @StabilityInc, & @ont_did What happens when you mix PvP mechanics with persistent onchain identity? Or when the culture of your chain shapes the way your game plays? 🧠 We’re diving in with @limone_eth, @RSKAGY, @Smoke_theArtist, & @Julien_B. Hosted by @humpty0x - with @GeoffTRichards, & @a7izaidi Set that reminder today: 🔗 https://t.co/7525z7uZdB

📢 Join our @Telegram discussion with @sasendish & @iam_Furst (http://t.me/OntologyNetwork) Join the Ontology Loyalty Program and unlock Web3 Rewards with NFTs & ONG! Loyal Member NFT details 👇 https://theontologyteam.medium.com/introducing-the-new-ontology-loyalty-program-a1c21e0f5062

The rewards keep flowing for new Ontonauts! It’s never been a better time to enter the Web3 Wonderverse with Ontology. With guided onboarding, NFT, ONT, and ONG rewards to help you get started… why don’t you start your adventure today? Already onboarded? Check your wallet.

👨‍🚀 The Ontonaut’s been poking around the dev lab again… Here’s what they uncovered: ONT ID is getting a full upgrade. ✅ Custom names like yourname.ont.im ✅ Passkey-based wallets, no seed phrase ✅ One ID for chat, wallet, and more Identity on your terms, built for how we actually use Web3. 🛰️ Dive into the dev update: https://ont.io/news/1124/Dev-Update-The-ONT-ID-Overhaul-Is-Coming-Together

📢 Join our @Telegram Wordle Challange today with @sasendish & @iam_Furst (http://t.me/OntologyNetwork) Have some fun, and earn some Ontology rewards. What better way to spend your day? Join the Ontology Loyalty Program and unlock Web3 Rewards with NFTs & ONG!

📢 Join our @Telegram Wordle Challange today with @sasendish & @iam_Furst (http://t.me/OntologyNetwork) Have some fun, and earn some Ontology rewards. What better way to spend your day? Join the Ontology Loyalty Program and unlock Web3 Rewards with NFTs & ONG!