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Concepts

  • ⚡ Agent-based architecture with real implementations for different agent types

  • 🧬 Swarm intelligence with multiple optimization algorithms (DE, PSO, ACO, GA, GWO, WOA, DEPSO)

  • 🧠 Agent Skills & Specialization system with experience tracking and level progression

  • 🤖 Neural Networks integration with Flux.jl for various network architectures

  • 💼 Portfolio Optimization with dynamic rebalancing using swarm intelligence

  • 🧮 Hybrid Swarm Algorithms with multi-objective optimization and constraint handling

  • ⛓️ Multi-chain support (Ethereum, Polygon, Solana, Arbitrum, Optimism, Avalanche, BSC) with real blockchain interactions

  • 📡 DEX functionality with price quotes, slippage protection, and multi-chain support

  • 🌉 Cross-chain bridge integration with Wormhole, Axelar, and LayerZero for token transfers

  • 💾 Decentralized storage with Arweave, IPFS, and local SQLite storage

  • 🔐 Comprehensive security infrastructure with input validation and error handling

  • 📊 Enhanced monitoring and logging across all modules

  • 🖥️ Interactive CLI with improved usability and error handling

  • 📘 Comprehensive project documentation with API references and examples

  • 🌐 Wallet integration with support for multiple providers (MetaMask, WalletConnect, Ledger)

  • 🔗 LangChain integration in the Python wrapper

  • 🐍 Python Wrapper with comprehensive interface to JuliaOS

  • 🤖 Multiple LLM integrations (OpenAI, Anthropic/Claude, Llama, Mistral, Cohere, Gemini)

  • 🧩 Google Agent Development Kit (ADK) integration

  • 📈 Chainlink price feed integration for reliable on-chain data

  • ⚙️ Usable on testnets with improved reliability and error handling

  • 🗄️ Modular architecture with clear separation of concerns

  • 🐳 Docker support for easy deployment and cross-platform compatibility

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