APRENDIZ
Most demos that 'learn from video' ship whatever the model says. This one audits it: our own model fabricated motion data twice, and both times the system refused it. Then it exports a Docker agent.
Core trick
Validates model-produced motion data against source measurements and rejects fabricated outputs before exporting a Docker agent.