# Better AI Starts With Better Verification

**Published:** October 1, 2026
**Author:** YC Root Access
**Source:** YouTube — Y Combinator AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/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…

> From the original source: **YouTube — Y Combinator AI**
> [Read full article at YouTube — Y Combinator AI](https://www.youtube.com/watch?v=0-g2-PRrOdw)

**Tags:** #YouTube

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