opencmit / alphora

What it does

• ReAct & Plan-Execute. Built-in reasoning-action loops with automatic tool orchestration, retry logic, and iteration control. Plan first, then execute.
• Agent Derivation. Child agents inherit LLM, memory, and config from parents via derive(). Gateways can spawn orchestrators, specialists, or fast-path agents per request (see Production Reference).
• Zero-Config Tools. @tool decorator auto-generates OpenAI function calling schema from type hints and docstrings. Pydantic V2 validation, parallel execution, instance method support.
• Smart Memory. Multi-session isolation with composable processor pipeline (keep_last, token_budget, summarize_tool_calls, etc.), pin/tag system, and undo/redo.
• Code Sandbox. Run agent-generated code in Local / Docker / Remote Docker environments with file isolation, package management, and security policies.