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

- Company: Cognition (cognition.com)
- Announced: 2025-10-16
- Category: capability-change
- Coverage: not counted
- Announcement: yes
- Group: announcements
- Source: https://cognition.com/blog/swe-grep
- Record: https://forck.live/items/7689-introducing-swe-grep-and-swe-grep-mini-rl-for-multi-turn-fast-context-retrieval
- Subject: Devin / SWE
- Models affected: SWE-grep, SWE-grep-mini

Cognition released SWE-grep and SWE-grep-mini, fast agentic models specialized in multi-turn, highly parallel context retrieval. These match the retrieval capabilities of frontier coding models while taking an order of magnitude less time. They power the new Fast Context subagent in Windsurf.

## Evidence

Verbatim from https://cognition.com/blog/swe-grep:

> These models now power Fast Context , a subagent that helps you stay in flow.

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Record: https://forck.live/items/7689-introducing-swe-grep-and-swe-grep-mini-rl-for-multi-turn-fast-context-retrieval
Catalogue: https://forck.live/llms.txt
Current issue: https://forck.live/feed.md
