What does SWE-Serve measure?
SWE-Serve is a benchmark assembled from inference-engineering changes in SGLang. Its live-serving verifier checks behavior through a running serving stack for a subset of tasks. The reported results illustrate a gap between narrower checks and the complete verifier, within the benchmark's stated scope.
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The AI Patch Passed Its Tests. Then the Model Server StartedWhy inference-engineering changes need live-serving checks alongside unit tests, and how teams can build a more useful acceptance ladder.
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