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How We 20x Llm Eval Throughput

Source
mercor.com
Author
Mercor research blog
Date
Why it matters

pipelines can be bottlenecked by container scheduling rather than model rate limits. Job-level scheduling across models yielded 6x to 20x throughput from the same quota.

Terms in this piece · Glossary
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
  • eval — A repeatable test for AI quality — a set of tasks plus scoring — used the way software teams use test suites, because model output is too variable to judge by eyeballing.
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