The AI Audit Failed. Then the Workflow Fixed the Skill.

An automated AI audit fails six of seven cases. Instead of stopping at the score, the workflow sends each finding back to the skill editor, generates fresh examples, and tests the revision again. This clip follows the first failed audit through the later hard-stop decision. The goal is not unlimited retries. It is a bounded loop that turns specific failures into a better skill and stops when another pass is unlikely to earn its cost. Watch the full workflow    • Fully Automated Warp Rig   Intent Solutions Learn is a selective practice for serious practitioners building agentic systems. Learn the method for defining done, testing claims, and publishing evidence. https://learn.intentsolutions.io Intent Solutions builds and operates AI systems around defined business outcomes. See how the team frames, builds, proves, and runs the work, or request an outcome for your organization. https://intentsolutions.io My site is where I share my own work and writing. I post what I’m building, what I’m learning, and the ideas I’m still trying to work out. https://maxsheahan.com MORE FROM INTENT SOLUTIONS Working systems, with receipts https://demos.intentsolutions.io Omarchy plugins, built in public https://oma.intentsolutions.io Field notes, deep dives, and case studies on AI in production https://startaitools.com 3,000+ free, open-source skills and plugins for Claude Code https://tonsofskills.com CONNECT Max Sheahan:   / max-sheahan-8a7a6249   Jeremy Longshore:   / jeremylongshore   #AIAutomation #Warp #ClaudeCode #Codex