Better AI Starts With Better Verification

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Издатель
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 raised a $30 million Series A led by Oak HC/FT.

In this Fireside, co-founders Jerry Wu and Wyatt Marshall sit down with YC Partner Jon Xu to share how testing browser agents led them to building simulations where models practice tasks like completing financial spreadsheets. They explain why accurate scoring and expert review matter more than sheer task volume, and how weak checks can teach models to take shortcuts. They also discuss their vision for simulated companies where teams of AI agents learn to work together.

https://halluminate.ai

Chapters:
00:00 — Halluminate’s Pivot From Evals to Training Environments
03:48 — Teaching AI to Do Financial Work
07:13 — Why Verification Matters More Than Volume
10:13 — From Finance to Simulated Companies
13:30 — AI Safety and Building the Team

Apply to Y Combinator: https://www.ycombinator.com/apply
Work at a startup: https://www.ycombinator.com/jobs
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Заработок на AI
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