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.

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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.

A close-up view of a computer monitor screen displaying a software engineering benchmark interface with a prominent score of 38.8%.

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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