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Framework for deploying self-evolving AI swarms integrated with blockchain ecosystems. It combines meta multi-agent reinforcement learning (M-MARL), genetic algorithms, and smart contracts to manage adaptive behavioral strategies directly on-chain. The system supports federated learning, proof-of-intelligence (PoI) consensus, and cross-chain interoperability via IBC oracle protocols. Tokenized incentive infrastucture for microservices, leveraging containerized architectures and decentralized governance.