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Autonomous Machines. Second-Order Systems.

Traceix lets you search by SHA-256 to instantly retrieve AI file classification results and encrypted training data. Operated by the PCEF 501(c)(3).

We run a global network of 1,000+ active operators in 20+ countries collecting first-person video — silent or narrated step by step — of real household, commercial and industrial activities. 25,000+ hours delivered, QC'd daily and shipped training-ready in LeRobot, RLDS, HDF5 or your format.

Indian AI Lab — Bharat, for everyone

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Applied Scientist working on calibration under safety alignment. I measure where the safety-capability tradeoff falls hardest, outside English and outside text, and work on recovering it. Published in IEEE, ACL, and Remote Sensing of Environment.