Nat Lambert advises Mercor on RL data: evals science is the next frontier

natolambert · x · 2026-10-11

Nathan Lambert, now advising Mercor, argues the data industry's net output quality is too low, amplifying reward hacking. Mercor will combine benchmarks, data production, model training, and economics research to build sample-efficient RL data methods — and Lambert predicts major frontier-lab investment will orient around real-world-representative evals and synthetic data methods.

Original post →

More from Research

Research channel →