Module runtime 

Agent runtime — the core perceive-reason-act loop.

Orchestrates perceive (recall) → reason (LLM) → act (tools) → guard (Jidoka). See: arXiv:2512.10350 (loop dynamics), arXiv:2501.09136 (agentic RAG).

Functions

run_agent_loop

Run the agent loop to completion (single-turn, no history).

run_agent_loop_with_nudge

PMAT-177: Agent loop with tool-use nudge. If first turn has no tool calls, retries once.

run_agent_turn

Run one agent turn with full conversation history (multi-turn).