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StartupsOctober 1, 2026

Better AI Starts With Better Verification

Halluminate (YC S25) is building reinforcement learning environments and benchmarks to help AI models do knowledge work beyond coding, starting with finance. With a team of fewer than 10 people, the company works with four of the top five closed-source US AI labs and recently…

YC Root Access·YouTube — Y Combinator AI
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Key Takeaways
  • 01.Halluminate (YC S25) is building reinforcement learning environments and benchmarks to help AI models do knowledge work beyond coding, starting with finance
  • 02.With a team of fewer than 10 people, the company works with four of the top five closed-source US AI labs and recently…

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