
15 min read
A Structured Benchmark for AI Paper Review
Refine won 90.4% of 1,349 head-to-head matches against single-shot LLM reviewers and scaffolded review systems on 150 economics preprints.
Notes on research, products, and the work we do.

Refine won 90.4% of 1,349 head-to-head matches against single-shot LLM reviewers and scaffolded review systems on 150 economics preprints.

A FastAPI service sat pinned at its 1 GiB memory cap. The cause was glibc fragmentation under bursty async load; swapping the allocator to jemalloc cut average production RSS by 47%.