dsh-superagent-prototype
DeepSeek's research build of an agent that watches one repo
Emerged finds new products worth a look, daily — what’s new today
It goes after the three cheapest wins in agent spend — re-learned repo facts, tools the agent never calls, and turns that have stopped making progress — without asking you to change agents.
A plugin from Microsoft Research and UC Berkeley that sits under Claude Code, Codex, GitHub Copilot CLI and Pi. It learns from sessions you have already run in a repository, then does three things: records facts the agent keeps rediscovering, injecting one once three sessions agree; removes tools the agent never calls, reversible with one command; and has a judge model flag turns that look stuck, handing you a redirect note rather than killing the turn. Apache 2.0, 85 commits. The paper reports 18.4 to 30.9 percent lower mean cost over 277 SWE-Bench tasks, measured by the authors.
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