lusouldepth-ai

Interview users in at most 10 adaptive rounds and create a minimal, document-first Loop Engineering control system for a recurring goal, including bounded single-round or multi-round execution and an explicit round-to-round handoff interface. Use when a user wants to clarify core requirements, design an Agent loop, prevent long-running goal drift, govern autonomous optimization and memory updates, define human approval boundaries, or establish controlled continuous iteration. Generate Markdown control documents by default; do not create runtime code, APIs, schedulers, or live automations unless the user separately requests an implementation phase.