为知识工作代理设计可版本化的协作空间,提升多格式文件处理准确性。
StagedWorkspace: A Versioned Workspace for Knowledge-Work Agents

- 将解析数据与原始文件哈希绑定,实现跨格式文件版本追踪。
- 相比单一视图,双通道访问使OfficeQA准确率提升8.3-12.1点。
- 支持显式记录编辑过程,适合需追溯修改的智能代理研发者。
AI代理在知识工作中持续生成和修改数字成果(如代码库、文档、表格、幻灯片、报告),但其检索的解析视图、编辑的原生文件、审查的变更及提交的产物可能指向同一作品的不同版本。本文提出StagedWorkspace,一种面向知识工作代理的版本化工作区。该系统将解析记录与审查差异绑定于原生文件的内容哈希,确保状态一致性。在OfficeQA Pro与APEX-Agents上的固定范式消融实验显示,双通道(解析+原生)访问在所有测试模型中表现最佳:相较单视图,使OfficeQA Pass@1提升8.3-12.1点,APEX平均评分提升4.7-9.2点。使用Gemini 3.1 Pro在OfficeQA上得分为63.9%,高于公开的29.3%;GPT-5.4 Nano在APEX上得42.1%,优于25.5%。57项文件编辑任务的配对分析进一步验证:可见差异可提升评分。结果表明工作区状态是知识工作代理的关键变量,推动构建评估证据链、分阶段编辑与提交成果的基准。
原文摘要 · Abstract (English)
AI agents increasingly perform knowledge work (i.e., produce and modify persistent digital artifacts such as code repositories, documents, spreadsheets, slides, reports), yet the parsed views they search, the native files they edit, the changes they review, and the artifacts they submit can refer to different versions of the same work product. We formulate this as a workspace-state contract: every view should be explicitly tied to a version of the evolving workspace state. Coding agents partly address this need through repository contracts for search, diffs, and tests, whereas an analogous contract is less explicit for PDFs, spreadsheets, slides, notebooks, and mixed-format project folders. We propose StagedWorkspace, a versioned workspace for knowledge-work agents. The workspace binds parsed records and review diffs to content hashes of the native files as they change. In fixed-harness ablations on OfficeQA Pro and APEX-Agents, dual parsed/native access has the highest point estimate for every tested model; relative to the more limiting single view, it improves OfficeQA Pass@1 by 8.3-12.1 points and APEX mean rubric score by 4.7-9.2 points. SW-AGENT scores 63.9% with Gemini 3.1 Pro on OfficeQA and 42.1 with GPT-5.4 Nano on APEX, compared with published same-model scores of 29.3% and 25.5, respectively. A paired review-axis ablation on 57 file-editing tasks further finds higher observed scores when diffs are visible. These results identify workspace state as an experimental variable in knowledge-work agents and motivate benchmarks that score evidence, staged edits, and submitted artifacts as explicit state transitions.
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