Stop guessing whether a cheaper model can do the job. Grab the bakeoff guide: the validator, the manifest, the score sheet, and the fixtures.

The test I use for Qwen, GLM, DeepSeek, Kimi, and MiniMax—and the work I still keep on frontier models.

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