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AI + Web3: What it Really Takes to Build an Autonomous Trading App
Key Insights The convergence of adaptive AI systems and decentralized Web3 infrastructure is transforming trading from rule-based automation into intelligent, always-on financial execution. These systems don’t just trade they learn, adapt, and operate independently at global scale. Building a real-world…
Cost Breakdown: Building a Multi-chain Perpetual DEX (Hyperliquid-Style)
Key Insights With crypto perpetuals printing trillions of dollars a year in notional volume, and decentralized protocols across chains growing at 40-50% year on year, multi-chain perpetual DEXs represent a combination of scale, resilience, and institutional demand. The majority of…
Architecture of a Multi-chain Perpetual DEX (Diagrams + Scalability)
Key Insights They now require continuous margining, funding, and liquidation with execution quality approaching CEX standards. Off-chain matching delivers speed and throughput, while on-chain settlement preserves transparency, custody, and verifiable risk controls. The biggest challenges are secure cross-chain messaging, predictable…
