I'm happy to share that our paper, "Human-Centered Decision Support for Crypto Airdrop Governance: Interpretable Behavioral Modeling of Strategic Hunters," has been accepted to IEEE SMC 2026 and will appear in IEEE Xplore. SMC is IEEE's flagship conference on systems and cybernetics.Building on HasciDB, it moves our work from detecting Sybils toward interpretable airdrop governance. Grateful to my co-authors Lindsay Zastrow, Cheri Allen, Leah Ingold, and to Prof. Yan Bai and Prof.@weicaiuw for their guidance, and to the @UW University of Washington. #Blockchain #Web3 #SybilDetection #IEEE #Research

@SyntraxXYZ is an AI-powered Web3 platform designed to detect Sybil attacks and score wallet credibility. By analyzing on-chain behavior and user activity, Syntrax helps distinguish real users from bots and multi-account farmers, creating a fairer and more secure blockchain ecosystem. One of the most interesting things about Syntrax is that users can earn rewards directly by staying active every day. By completing daily tasks, participating in activities, and collecting points, users can gradually build their rewards over time. The more consistent you are, the more opportunities you have to grow your earnings. 👉 Multiple Ways to Earn Points Syntrax rewards active users through a variety of daily activities: - Daily Check-In - Daily Riddle - Social Tasks and Community Engagement - Daily Spin Rewards Even with the Free Plan, every user receives 3 spins per day. Each spin costs $0.05 and can reward: - 10–50 Points - $1–$5 in direct rewards This means active users have a chance to earn both points and real monetary rewards simply by engaging with the platform daily. 🥇 Gold Premium Membership – $19 Upgrade your account to unlock: - 1.2x Points Boost - 1 Free Daily Spin - Faster progression and increased earning potential 👑 OG Shareholder Membership - $49 For users looking to maximize rewards: - 1.5x Points Boost - 2 Free Daily Spins - Higher daily earning opportunities and stronger long-term accumulation Users can withdraw their earnings at any time, with a minimum withdrawal amount of just $5 Whether you're a casual user or a dedicated community member, Syntrax provides multiple ways to earn while contributing to a fairer and more secure Web3 ecosystem. If you're looking for a promising Web3 project with a low entry barrier and daily earning opportunities, Syntrax is definitely worth checking out : - website : syntrax.xyz/?ref=6DVX0L - Discord : discord.gg/WAJ3yVyg @SyntraxXYZ #Syntrax $STRX #Web3 #AI #SybilDetection #CryptoRewards

🚀 Syntrax OG Role Winners Congratulations to the first 5 members who earned the OG Role by connecting an active SUI wallet. 🛡️ Why This Matters This event helped test Syntrax’s Sybil detection and showed the power of verified participation. Syntrax is building a Web3 reputation layer where real users, active wallets, and meaningful contribution matter. 🔥 OG Slots Update Only 175 slots left out of 200. 🌐 Join Syntrax 🚀 Discord: discord.gg/syntraxxyz Be early. Build reputation. Grow with the ecosystem. #SyntraxXYZ #SyntraxXYZFam #STRX #Web3 #SUI #SybilDetection @SyntraxXYZ

Even after being fully active as a real human on Monad testnet, my wallet still gets flagged 68% high risk sybil. This shows how tricky it is for sybil detection tools sometimes genuine users are caught in the filter. I’ve been putting effort, testing properly, engaging naturally… yet the algorithm marks me “high risk.” @monad, @monad_eco take me out of the sybil list and let me prove I’m a real human. #MonadTestnet #SybilDetection #Web3

🚀 If you're farming the XP program on the NFT platform @opensea , this information might be of interest to you. A few days ago, an AMA session was held where the following points were mentioned: 🔴 Serious updates to the reward system are expected in August. 🔴 Past history/volume will be REWARDED at TGE. 🔴 The foundation is actively working on the launch and has made significant progress in implementing certain components of the product. 🔴 The foundation has taken into account past unsuccessful token launches-OpenSea wants the token to be long-lasting. 🔴 All treasures have different values, purposes, and levels-they will be evaluated differently. 🔴 The team has collected a HUGE amount of data on sybils/bots and will start issuing bans in the coming weeks. 🔴 They are actively working on wallet integration-not just for rewards. This will be implemented in the coming months. 🔴 Creating collections on other platforms will not affect your loyalty. Furthermore, if you create NFTs on OpenSea-it is tracked as volume. 🔴 They are measuring/tracking loyalty, even though it is not displayed right now. But their goal is to reward loyal OpenSea users. 🔴 OS Mobile is expected to launch in the near future. 💭My opinion: I think this is a very good trend. Sybils cause a lot of problems, and because of them, we have to go through many anti-sybil checks and share our drops with those who managed to bypass them. I hope @opensea will make everything work smoothly. #OpenSea #NFT #TGE #RewardsSystem #CryptoNews #Blockchain #NFTCommunity #SybilDetection #CryptoUpdates #OSMobile #NFTCollectors #NFTPlatform #LoyaltyRewards #NFTCollection #NFTFarm

🚨 ¡LIMPIEZA MASIVA en el Airdrop de Linea! 🚨 @LineaBuild ha detectado casi el 40% de Sybils en su red… y la guadaña cayó con fuerza. ⚔️ 🔍 Verificación basada en actividades Prueba de Humanidad (PoH) 📊 Resultados oficiales: 🔹 Total revisadas: 1.297.203 🔹 Sybils eliminadas: 516.960 (💥 ¡39.85%!) 🔹 Direcciones elegibles: 780.243 👤 Si hiciste tareas y validaste tu wallet con PoH… puede que sigas vivo. 💀 Si no… RIP a tu $LXP. 🔗 Informe completo: research.nansen.ai/articles/… #Linea #Airdrop #SybilDetection #Web3 #zkRollup #LXP #CryptoNews #Nansen #AirdropHunter #Crypto

@LineaBuild and @nansen_ai analyzed 1.29M wallets, confirming 780K real users and removing 516K Sybil wallets. The final review is done ensuring fairness and transparency. 🪂Get ready to claim your $LINEA airdrop🪂 Source: shorturl.bz/vj6 #Linea #SybilDetection #zkEVM

🚨 Final Sybil Review for @LineaBuild is complete! 🧠 @nansen_ai Reviewed 1,297,203 Wallets ✅ 780,243 wallets deemed eligible 🚫 No further Sybil reviews planned Read the full report here: 🔗 research.nansen.ai/articles/… This is the final list — unless something major changes. 👀 #Linea $LXP #Airdrop #SybilDetection #zkEVM

🚀 The future of crypto intel has arrived! @creditslink is bringing smarter chains, sharper insights & advanced Sybil attack detection. Elevate your on-chain game! 🔮💡 #OnChainAnalysis #Creditlink #SybilDetection"

The future of crypto intel is herewith @creditslink! 🔮 Ready to see crypto intel like never before by @creditslink? ❖Smarter chains ❖Sharper insights ❖Smart Analysis decodes Sybil attacks & optimizes on‑chain filtering #OnChainAnalysis #Creditlink #SybilDetection

Creditlink Smart Analysis is coming!👏 💡On-chain behavior analysis 🔍Batch address filtering 👁️ Sybil detection — all made easy. Get ready to level up your on-chain intelligence. Stay tuned! #OnChainAnalysis #Creditlink #SybilDetection

What if I told you Somnia’s latest “simple” tasks aren’t about NFTs at all... but a master plan to sniff out Sybil farmers? Let’s take a quick walk down the rabbit hole. Weeks ago, Somnia’s co-founder @0xPaulThomas tweeted a thread packed with questions, all around how Sybil detection could be done without traditional KYC. At the time, it looked like a harmless brainstorm. But now? Things are starting to connect. Fast-forward to recent Somnia tasks: Mint an NFT using @NFTs2Me Post it on X Tag your “Somnia friend” Looks basic, right? But think again... This isn't just a task. It’s a social proof experiment in disguise. The steps required? Custom minting (can't be easily botted) Tagging someone (verifying relationships) Public posting (discourages fake accounts) It's giving off "Sybil detection framework in motion" vibes. What about the @MasksOfTheVoid NFT mint that happened last week? The mint was free. The metadata was logged. And most who minted had also completed Somnia testnet tasks earlier. Coincidence? If you're farming with 10 wallets and can’t publicly tag 10 real people or share on socials without exposing the farm... you're caught. It’s an elegant trap, wrapped in what looks like community tasks. The lastest task now includes @rubyscore_io, an onchain Reputation protocol being integrated into the @Somnia_Network Ecosystem to track realmuser contributions, to help analyze onchain activities and progress for a transparent personalized reputation, We all know the Somnia Mainnet is near, but now, this confirms it all, While many will be waiting for the "OFFICIAL SYBIL TASKS" Chance is, it's already happening, and only real humans will get past it, BOTS will BURN!!! Is this confirmed? No. Is it smart? Extremely. Is it something I’d do if I were building a 1M TPS metaverse chain? Absolutely. Stay sharp. Somnia might just be filtering out the noise while rewarding the real ones. Now, don't forget to say gSomnia!!! #Somnia #SybilDetection #AirdropSeason #CryptoConspiracy

Imagine Somnia’s token goes live and it launches at $5 ... but your dashboard says “Not Eligible.” Here are 6ways to avoid getting rekt when the @Somnia_Network TGE finally happens. A thread for yappers, testnet users, and potential airdrop hunters: 1. Stop spamming transactions blindly. @Somnia_Network isn’t tracking activity by volume alone. Most of the XP tasks have specific goals. Focus on real engagement, Mint avatars Sync onboards Interact with Somnia DApps (like Quests, Portals, NFTs) 2. Somnia is watching social engagement closely. If you're talking about Somnia through @KaitoAI, yap, link your X (Twitter) to your dashboard, Some tasks require you to post with tagged friends. Don't ignore those. They're likely measuring authentic community reach, and you could be a top yapper and earn weekly rewards, XPs and even discord roles, 3. Don't skip the NFT-related tasks. Minting on platforms like nfts2me, or interacting with projects like @chunkedxyz and @MasksOfTheVoid, aren’t just for fun, and most importantly, you must create your Somnia world on @0x_Playground They might be: Testing Sybil resistance Building on-chain reputation Recording wallet behavior across apps, interact, be active, be human! 4. Join the Somnia Discord and claim roles, also follow @SomniaEco Every detail counts. OGs, Yappers, creatoor roles may factor into Sybil filtering and reward weighting. Somnia’s team has rewarded Discord-specific actions before and also actively rewarding Yappers, get onboard, be active and useful.. 5. Avoid multi-account farming or bots. The co-founder @0xPaulThomas publicly brainstormed ways to detect Sybils without KYC. If you’re using automation or fake accounts, they might already be flagged. Somnia’s design likely leans on behavioral patterns to expose them. 6. Potential Reward? Yapper roles, early testnet users, active Quest completers, and NFT task participants may sit at the front of the line. With rumors of a SOMNIA token, and real backing, this could become one of the biggest airdrops of 2025. Of course you must know this isn’t financial advice, but if you’re serious about Somnia... Act like a real user. Be early, be loud, be real. gSomnia frens, now say it back!!! #Somnia #AirdropSeason #CryptoAlpha #SybilDetection #Web3Gaming

🚨 Big update! You can now connect your X on LayerEdge! 🔗 LayerEdge announced this feature a few days ago, and it’s now live. Perfect for catching Sybil attackers and ensuring a more secure network. 🛡️ Time to level up security! 🚀 #LayerEdge #SybilDetection #Web3

🔥 Read our Paper 📚 SybilHP: Sybil Detection in Directed Social Networks with Adaptive Homophily Prediction 🔗 mdpi.com/2076-3417/13/9/5341 👨‍🔬 by Haoyu Lu et al. #socialnetwork #sybildetection

🚨 Leaks from Linea Discord: Christopher, Marketing Lead, suggests that activity under 1500 LXP might be low quality or sybil-like 🤖⚠️. A threshold might be introduced soon. What do you think? Fair move or unnecessary restriction? 👀 #Crypto #linea #SybilDetection

🚨 $DRAU Community Alert 🚨 We've detected discrepancies between Zealy campaign participants and our social media engagement. To ensure fairness: Action Required in 24 Hours: 👉 Join Telegram: [t.me/HyDRAULICGlobalCommunit…] 👉 Follow on X (Twitter) Failure to comply will result in disqualification. Let's maintain the integrity of our community together. #DRAU #CommunityUpdate #SybilDetection

🚨 **@DeclanFox14** – Appreciate the insight! 🧠 Sybil detection *is* a major challenge in fair airdrops, and **minimum thresholds** (#LXP ≥2k) help filter noise. But nuance matters! 🔍 ✅ **On-chain activity** (tx volume, wallet diversity, consistent engagement) should *define* "real users" – not just arbitrary numbers. ✅ **Community-first approach**: Protect genuine builders, punish bots. ✅ **Transparency**: Share metrics for eligibility to build trust. Let’s push for solutions that reward **authentic participation**, not just capital. 💡 #Linea #LXP #DeFi #Airdrop #SybilDetection

🚨 Linea Airdrop Sybil Detection Update: 780K Wallets Eligible! Linea has completed a scan of 1.29M unique EVM addresses, identifying 516,960 as sybil wallets (39.85%). This leaves 780,243 real users eligible for the potential LXP airdrop—great news for genuine participants! 🔍 Check Your Status: Find out if you’re marked as sybil: poh.linea.build/ 📩 Wrongly Flagged? Appeal within 2 weeks here: docs.google.com/forms/d/e/1F… ⚠️ Act fast! The appeal window is short. Don’t miss your chance to secure your eligibility for the airdrop. #LineaAirdrop #CryptoNews #SybilDetection #LXP

✔️ 𝐇𝐨𝐰 𝐭𝐨 𝐅𝐢𝐥𝐥 𝐎𝐮𝐭 𝐭𝐡𝐞 𝐎𝐯𝐞𝐫𝐏𝐫𝐨𝐭𝐨𝐜𝐨𝐥 𝐒𝐲𝐛𝐢𝐥 𝐃𝐞𝐭𝐞𝐜𝐭𝐢𝐨𝐧 𝐅𝐨𝐫𝐦 #OverProtocol #GoogleForm #SybilDetection #OverWallet #Airdrop If you're completing the Google Form for OverProtocol's Sybil Detection, here's what you need to do: