Orchestrates sub-agents, persistent memory, and sandboxed execution to run long-horizon LLM workflows and multi-step automation. Ships extensible skills, parallel sub-agents, filesystem sandboxes, and LangChain/LangGraph integration — aimed at research and automation pipelines.