Warp Cut Cost per PR From $80 to $20 by Benchmarking Models on Its Own Traces

vikvang1 · x · 2026-10-30

A Warp engineer argues that 3D game demos aren't a good way to judge a model's coding ability — and neither are SWE-bench, CursorBench, or TermBench. Instead, benchmark models against your own traces to find the best fit for your tasks.

The Warp team built an internal benchmarking pipeline over various harness/model configurations in their software factory, cutting cost per PR from $80 to $20 and uncovering a number of unintuitive findings along the way.

Takeaway: choose models by evaluating on your real workflow traces, not public leaderboards — it saves money and surfaces differences leaderboards miss.

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