Vipin Singh
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Training a Multi-Camera Flow Matching Policy for Robot Pouring

September 26, 2026 · 8 min read · Code: github.com/vssinghh/floraflow ↗

What I learned running 14 ablations on a 6-DoF tabletop pouring task in MuJoCo, why smaller visual bottlenecks generalized better out-of-distribution, and how I built a live HUD to see what the policy looks at.