AML for Stablecoins in the Blockchain Privacy Era 🧢 #AML #KYT #MemPoolDefense https://xitter.cf/t.co/H0ZwYBr4mq

Durham, NC
Joined July 2025
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Fase 2 da licença para VASPs: compliance deixa de ser apenas política e vira operação. O BC vai olhar de perto para KYC, PLD/FT, monitoramento de transações, blockchain analytics, sanções da OFAC, Travel Rule e os controles que sustentam tudo isso. #VASP #AML #OFAC #TravelRule
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Luciano Juvinski (BR) na Duke (~2 anos FinTech): IA acerta ~98% em lavagem USDT/USDC. Privacy pools escondem o rastro. Sem ele, AML fica cego. Precisa de método novo com as stablecoins. bitnoticias.com.br/tecnologi…
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Despite approximately $65 billion invested annually in compliance, less than 2% of the estimated $3.3 trillion in illicit funds circulating each year are detected and blocked in time to prevent criminals from using them. The room for better solutions is still enormous.
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In practice, those who successfully adopt modern compliance standards and tools spend less time reactively dealing with audits and manual reviews, and gain more predictability, fewer incidents, and a better ability to scale operations without proportionally increasing headcount.
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A MIT Sloan paper empirically shows what the market feels in practice: regulatory requirements for internal controls significantly increase technology investments and IT budgets, pressure profits (especially for smaller firms), and ultimately drive greater market concentration.
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Compliance has always been expensive, manual, and full of information silos. That’s why it has historically attracted significant investment in tools. But now, with AI and blockchain, investor interest has clearly accelerated.
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Private tx volume jumps from $35B (2025) → $58.7B (2026). +67% in one year. 32M+ annual transactions.
Measuring on-chain privacy is a paradox. These protocols exist to hide the numbers. So we built a proxy — and the projection surprised us. 🧵 EN/PT drive.google.com/file/d/1MgK…
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"Screen transactions in the mempool" sounds like jargon. It's actually the difference between stopping a crime and writing its obituary. 60-second explainer 🧵 When someone sends a blockchain transaction, it doesn't confirm instantly. It sits in a public waiting room first: the mempool. For a few seconds, it's visible but NOT yet permanent. Legacy compliance tools ignore this window entirely. They read event logs, which only exist AFTER the block is mined. By design, they can only tell you what already happened. Those seconds in the mempool are the only moment when an illicit transfer can still be stopped. Screen the counterparty against sanctions lists and KYC registries inside that window, signal the issuer, and the transfer gets blocked before it confirms. Before finality: prevention. After finality: forensics. Same blockchain, same data, completely different outcome. Every compliance regime written in the last 18 months (GENIUS Act, MiCA, Brazil's Digital Asset Law) implicitly demands the first one.
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For AML and KYT providers, treating every privacy protocol as a "mixer" is becoming an increasingly inaccurate model of blockchain risk. #AML #KYT #Compliance #BlockchainAnalytics #CryptoCompliance #PrivacyPools #Railgun #Aztec #TornadoCash #ZKP #Web3
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The industry is increasingly moving toward verifiable privacy—systems where users can maintain confidentiality while still proving compliance through cryptographic evidence.
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• Emerging zk-KYC / zk-AML Systems Users prove regulatory requirements without revealing personal information. Represents a promising direction for institutional adoption. The key distinction is that privacy and anonymity are not the same thing.
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• Railgun with Proof of Innocence Users can demonstrate that funds are not linked to known illicit activity. Moves privacy closer to a compliance-compatible model.
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🟢 Lower Risk – Compliance-Oriented Privacy • Privacy Pools (Ethereum) Allows users to prove separation from sanctioned or malicious funds. Introduces cryptographic compliance mechanisms while preserving privacy.
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🟡 Medium Risk – Confidentiality with Potential Auditability • Monero Ring signatures, stealth addresses, and confidential amounts. • Zcash Shielded Pools Shielded transactions using zero-knowledge proofs. Selective disclosure capabilities exist but are not always utilized.
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• Wasabi Wallet (Bitcoin) CoinJoin implementation. Improves privacy through collaborative transactions. • JoinMarket (Bitcoin) Decentralized CoinJoin marketplace. Obfuscates ownership through transaction aggregation.
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🟠 High Risk • Railgun (eth) Private balances and DeFi interactions. Supports Proof of Innocence, but remains difficult to analyze • Aztec (eth) Confidential transactions and supports selective disclosure, but transaction visibility is significantly reduced.
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🔴 Very High Risk – Anonymization-Focused • Tornado Cash (eth) Classic mixer designed to break traceability. Limited to demonstrate source-of-funds provenance. • Blender.io (Bitcoin/EVM) Centralized mixing service. Primary purpose is transaction obfuscation.
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From pure anonymization tools to emerging systems designed with auditability and compliance in mind. Here's a simplified view of some of the most important privacy protocols across major blockchains:
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Not All Blockchain Privacy Protocols Carry the Same Compliance Risk When many compliance teams hear "privacy protocol," they often place everything in the same bucket. In reality, blockchain privacy technologies span a wide spectrum
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