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Aegis Agent Framework is an engineering-grade AI agent runtime built on Python 3.11+ and pydantic v2. Designed with an "offline-first" and secure-isolation philosophy, it features rigorous architectural boundaries and a 5-slot context engineering model. With out-of-the-box support for 11 model adapters and native integration with MCP and A2A protoc