Evaluation
How SWE-Serve Exposes the Gap Between Local Tests and Live Serving
Our short summary of NVIDIA’s engineering write-up. The full story, with all the detail, is on their blog.
Read the full write-up on developer.nvidia.com (opens in a new tab)Problem
Coding agent patches passed unit tests but often failed when deployed to live model serving.
Solution
Created SWE-Serve, a benchmark that runs full inference‑serving checks on patched code, testing model loading, decoding, caching, scheduling and API responses.
45.9% pass with full verifier
Want the architecture, code and numbers? They’re in the original post.
Read the full write-up on developer.nvidia.com (opens in a new tab)
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