Specific Labs launches Real-SWE, where 38.8% is enough for first place
Specific Labs co-founders Janak Sunil and Siddhant Paliwal built the benchmark from licensed production code, turning a recurring lab question into a data product.
By RuntimeWire Staff · Published
Primary source: Specific Labs
Why it matters
Public coding scores can reward familiarity with visible repositories. Real-SWE tests unfamiliar production systems while giving Specific a route from evaluation failures to training-data customers.

Specific Labs co-founders Janak Sunil (@janaksunil) and Siddhant Paliwal (@siddhantpa1iwal) have launched Real-SWE, a benchmark that puts coding agents to work on licensed, private production codebases. The assignments cover billing, taxes, customer migrations and infrastructure changes rather than neatly isolated bugs from public repositories.…
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