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Specific Labs

An applied AI research lab building dependable, domain-grounded agents.

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Specific Labs is an applied AI research lab that turns real company workflows and data into datasets for building domain-grounded AI agents. The company works with frontier AI labs and enterprises to capture the decisions, handoffs, exceptions, and judgment involved in how work is actually done, using that data as a foundation for agents that reflect real operational context rather than generic intelligence.

The lab's work includes Real-SWE, a benchmark that evaluates frontier AI models on private, real-world enterprise codebases licensed from real companies. Tasks are drawn from production codebases and include the context and complexity of existing products. The benchmark provides resolution-rate and estimated-cost views, with resolution rate reported as pass@1 averaged over eight independent runs per task, and offers sample access and a leaderboard. Specific also publishes applied research, including work on running business operations with AI agents. The pages do not describe product editions, plans, or pricing.

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