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