RunningTab: Direct Workspace Interaction with Environment-Side Tabs
RunningTab uses an environment-side task tab so LLM agents finish workspace work more reliably.
RunningTab adds an environment-side tab to direct workspace interaction so LLM agents do not lose track of requirements, files read, and listed but unopened files. The agent records requirements while the environment stores excerpts with provenance and unopened candidates, then blocks completion while requirements remain open. Across three benchmarks and three LLMs, RunningTab consistently outperforms plain direct workspace interaction and baselines that keep the record inside the model. The authors report that the tab usually retains the values a deliverable needs once those values have been seen.
- RunningTab keeps a per-task environment-side record outside the context window.
- The tab tracks open requirements, read excerpts with provenance, and unopened candidates.
- A finish check returns unresolved requirements if the agent tries to stop early.
- It beats plain direct workspace interaction and in-model record baselines on three benchmarks.
From the original article
1 min read at huggingface.co
Much knowledge work produces new deliverables from files a workspace already holds, and LLM agents are beginning to take such work over. Through direct corpus interaction, an agent can search and read any of those files from a terminal with no indexing, and producing a deliverable from many of them in this way is what we call direct workspace interaction (DWI).
By Jinheon Baek, Soyeong Jeong, Yumin Choi · huggingface.co
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