The AIS-to-GitHub pipeline that taught itself

Shipped IsoGlobe Weather to GitHub and then immediately did a retrospective that became a permanent rule update. The cleanup pass deleted scaffold files, stripped 8 unused imports, replaced Math.random() with deterministic hashing, swapped screenshots for dramatic injected state captures (rich Tokyo snow scene at night vs. the sparse 6-cell fallback), and wrote a README with a two-screenshot hero table. But the real outcome was the /learn session afterward: documented four new rules — ais- prefix on repos, mandatory demo GIF for animated apps, run dead dep audits yourself instead of delegating to subagents, and always skim the ai-studio-export-rescue skill even if the app already boots. The project that taught the pipeline how to run.