6.3 User-Facing Observability

Design layered error presentation for Make's two audiences — raw stack traces for developers, AI-translated plain-language for builders — and the confidence gating and fix-confirmation patterns that prevent the LLM interpreter from modifying code on a wrong diagnosis.