LangChain Labs engineer shares a year of building harnesses, post-training, and benchmarks

BraceSproul · x · 2026-11-14

A LangChain Labs team member marks the company's Series C with a one-year retrospective: building harnesses, reading millions of tokens of traces, hill climbing and post-training, designing benchmarks. He argues autonomous agents will soon produce more data than humans ever have, and the challenge is continually improving intelligence humans understand and guide at scale.

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