Harbor Standardizes Agent Eval and RL Rollout Contracts, Tackling Three Real-World Benchmark Failures

rseroter · x · 2026-10-06

Harbor is a framework that standardizes LLM evaluation and RL rollout contracts, arguing evaluation matters well beyond frontier labs. The article covers why eval matters for everyone, how Harbor standardizes the eval/RL rollout contract, the three practical problems that break agent benchmarks in the wild, and what the new harbor-gke-ext extension adds. Useful for teams doing agent eval engineering.

Original post →

More from coding & agent

coding & agent channel →