questfoundry

Use when a QuestFoundry pipeline stage produces wrong, empty, or unparseable LLM output, validation fails after retries, YAML parse errors appear, structured-output fields come back empty/missing, or a project run needs post-mortem inspection (looking under `projects/<dir>/logs/`).

Use when adding a new QuestFoundry pipeline stage, modifying an existing stage's structure, working on `ConversationRunner`, `with_structured_output()`, tool response shapes, validation/repair loops, or anywhere in `src/questfoundry/pipeline/stages/` or `src/questfoundry/conversation/`.