Visual AI platform using autonomous agents to convert millions of hours of fleet video into rare, safety‑critical edge cases and training data 100× faster than manual review. Targets AV and robotics teams, surfacing the 0.01% of moments (rare scenarios and safety‑critical events) that make models production‑ready.