@OpenAI: We hope these experiments serve as a reminder that evals rarely measure models in isolation—they also measure a bundle …

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Summary

OpenAI reminds developers that eval results depend on API settings and harness design, recommending the Responses API, retaining reasoning, and using compaction for best performance.

We hope these experiments serve as a reminder that evals rarely measure models in isolation—they also measure a bundle of less visible choices about API settings, harness design, and prompting. If you’re an API developer trying to maximize performance, we recommend using the same settings that we deploy in our own products: - Use our Responses API, not our legacy Chat - Completions API - Retain reasoning - Use compaction If you want to test your own mettle against frontier models, try the public games yourself at
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