unified-loop-theory

Use when Codex is asked to create or run a master loop, unified loop, objective-driven control loop, recursive improvement loop, QA/eval loop, agentic QA system, release gate, synthetic test loop, production replay loop, trace capture plan, LLM judge stack, taste/product-quality review loop, or failure-diagnosis workflow. Helps Codex turn vague goals into objectives, worlds, probes, traces, judges, repairs, memory updates, gates, and the next loop iteration.