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🌍 Consumer ADR is evolving: decentralized juries, AI-assisted decisions, real-world pilots. On American Arbitration Association’s new pod with host Adam Shoneck, Federico Ast breaks down how Kleros achieves speed, neutrality, and 90%+ satisfaction in tough cases. Watch ↓

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Kleros

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120,382 görüntüleme • 8 ay önce •via X (Twitter)

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New BitMind Paper is Out: Our latest paper explores how a decentralized, competitive AI framework can outperform static models in detecting deepfakes. 90%+ accuracy in real-world scenarios Adaptive AI that evolves with new threats Bridging research & real-world application Deepfakes are evolving—our defense is too. Read the full paper:

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🤖 What happens when you hand the same legal case to five different AIs? They disagree. at almost exactly the same rate human jurors do. That's one the findings in the new chapter Federico Ast, William George, and Robert Dean just published in AI and Arbitration (Wolters Kluwer, 2026), "When Decentralised Justice Meets Artificial Intelligence." 63 real Kleros disputes, judged by five frontier LLMs from: ChatGPT, Claude, Gemini, DeepSeek, Mistral. The takeaway isn't which model judges best. It's that you shouldn't trust a monolith AI. Round 2 of the experiment is already in flight: the team is re-running the test on real-world consumer cases from Argentina's Junín pilot and Lemon, where early evidence suggests the AIs and human jurors come to different conclusions on the same cases. Book details below ↓
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🤖 What happens when you hand the same legal case to five different AIs? They disagree. at almost exactly the same rate human jurors do. That's one the findings in the new chapter Federico Ast, William George, and Robert Dean just published in AI and Arbitration (Wolters Kluwer, 2026), "When Decentralised Justice Meets Artificial Intelligence." 63 real Kleros disputes, judged by five frontier LLMs from: ChatGPT, Claude, Gemini, DeepSeek, Mistral. The takeaway isn't which model judges best. It's that you shouldn't trust a monolith AI. Round 2 of the experiment is already in flight: the team is re-running the test on real-world consumer cases from Argentina's Junín pilot and Lemon, where early evidence suggests the AIs and human jurors come to different conclusions on the same cases. Book details below ↓

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⚖️ Kleros Community Call Recap | April 30, 2025 ⚖️ ⚙️ Mechanism Design Conference in London ▸ William George and Federico Ast presented at a one-day conference with academic researchers and practitioners ▸ Conference focused on mechanism design and decentralized justice ▸ Key panels included: ▸▸ Social choice theory (optimizing voting systems for non-binary options) ▸▸ AI's role in centralized justice ▸▸ SBT blockchain identity tools integration with decentralized justice ▸ Video of the conference expected to be shared soon 🇬🇧 Legal Tech Workshop at King's College ▸ Workshop for legal tech founders on using frontier technologies ▸ Focused on AI and blockchain applications for dispute resolution ▸ Similar to workshops Federico conducted in Central America earlier this year 💻 Technical Updates & Development ▸ Scout Incentive Program Updates, updates by Fortunato A. Cinquepalmi ▸ Two rewardable chains added back: Arbitrum 1 and optimism.eth ▸ Partnership with MetaMask.eth 🦊 and etherscan.eth for sharing contract metadata ▸ New website field added for tokens at Etherscan's request ▸ Policy changes are not retroactive for previously submitted entries ▸ Submission and challenge deposit amounts remain unchanged ▸ Work ongoing on new version of Kleros Curate with permanent deposits for vaults ▸ Audits for proxies to enable cross-network dispute resolution 🔐 Escrow Solutions ▸ Multiple solutions in development: Kleros Escrow V2 using Kleros V2 beta on Arbitrum ▸ Escrowly interface for escrow on V1 ▸ Lockler: new solution by Guangmian Kung using SafeSnap ▸ Partner integrations including Smart Invoice (used by DAOs) and paydeceP2P (P2P platform more active in Latin America) 🌎 Real-world Use Cases & Partnerships Argentina Initiatives ▸ Major insurance company integration: First dispute resolved 2-3 weeks ago with positive feedback ▸ Second case in progress, on Arbitrum ▸ Potential for high volume of cases in the future ▸ Confirms Kleros can solve real-world disputes ▸ Lemon (Argentinian fintech) cases: 15-16 cases being prepared with evidence and justifications ▸ Cases to be created before end of next week ▸ Ombudsman Recognition: Advanced discussions with [redacted] ▸ Would allow Kleros to resolve consumer disputes ▸ Potential for implementation in other jurisdictions 👥 Team Updates ▸ New Dev Rel joined the team to handle documentation, dev relations and updates ▸ First Developers Office Hours next week! Listen to the call below 👇

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