Closing the Loop: From Audit Violation to AI Fix in One Command

Every developer who uses static analysis tools knows the feeling. You run your linter or audit tool, get a wall of violations, and then spend 10 minutes manually figuring out what to show your AI assistant to fix them. Copy the file path. Find the relevant class. Construct a prompt. Hope the AI has enough context. We just eliminated that entire step in CORE. The Problem CORE has a constitutional governance system — 85 rules that audit the codebase for violations ranging from architectural boundaries to AI safety patterns. When the audit fails, you get output like this: ❌ AUDIT FAILED ai.prompt.model_required │ 38 errors architecture.max_file_size │ 13 warnings modularity.single_responsibility │ 11 warnings Useful. But then what? You still have to manually translate "ai.prompt.model_required in src/will/agents/coder_agent.py line 158" into a context package that an AI can actually work with. That translation is pure mechanical mapping. It shouldn't be human work. The Insight Audit tools