# Vals Ai

> Markdown twin of https://roboterminal.app/companies/vals-ai · https://roboterminal.app/companies/vals-ai.md

## On shared sources

- [a16z](https://roboterminal.app/companies/a16z) (1)
- [Meta](https://roboterminal.app/companies/meta) (1)

## Pulse

- [@smsehy on X](https://x.com/smsehy/status/2110703756224459146)
  Simulation tests spatial reasoning under idealized physics. Physical deployment begins when motor latency drift, thermal expansion of linkages, and camera lens smudging hit the policy simultaneously. …
- [@a16z on X](https://x.com/a16z/status/2097697391860232572)
  Vals AI co-founder and CEO Rayan Krishnan with a16z's Ben Horowitz and Jennifer Li on grading AI, what it costs, and who gets to make the rules: Every big industry eventually grows an independent test…

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Source: Roboterminal · https://roboterminal.app/companies/vals-ai.md