Manifold launches to accelerate robotics research evaluation, compressing a month of experiments into a week

ZeYanjie · x · 2026-08-13

Manifold is a platform designed to accelerate robotics research by speeding up the evaluation loop. Key features include:

Self-explaining failure analysis that clusters failure modes across rollouts;
Simulate a thousand scenarios in 30 minutes, compress a month of experiments into a week;
Dense labels on every atomic sub-goal and action;
One eval harness for every benchmark, simulator, or world model, with native support for NVIDIA's Isaac Lab Arena.

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