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Introducing SWE-grep and SWE-grep-mini: RL for Multi-Turn, Fast Context Retrieval

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By Ben Chun Pan, Carlo Baronio, Albert Tam, Pietro Marsella
| cognition.ai
October 16, 2025 by Ben Pan, Carlo Baronio, Albert Tam, Pietro Marsella, Mokshit Jain, Swyx, Silas Alberti TL;DR: We trained SWE-grep and SWE-grep-mini, fast agentic models specialized in highly parallel context retrieval. They match the retrieval capabilities of frontier coding models, while taking an order of magnitude less time. Available now in Windsurf’s new Fast Context subagent! Modern coding agents face a fundamental tradeoff between speed and intelligence.
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