发表机构
SAP SE（思爱普公司）
机构由 AI 辅助整理，请以论文原文为准。AI 中文总结
本文设计部署共享组织记忆系统，将经验捕获融入企业编码工作流，收集并整理任务相关经验，管控风险并供智能体检索，目前其效果仍在评估。
AI 中文摘要
企业编码智能体依赖工具与检索，但企业知识常处于公共训练数据和正式文档之外：包括内部DSL、专有平台、本地约定、近期修复及隐性工作流程。现有知识接口虽能暴露存储资源，但仍需智能体识别并显式记录值得复用的经验，将经验捕获与编码工作流分离，导致开发经验被重复发现。本文报告一项正在进行的共享组织记忆系统生产部署，该系统将捕获作为编码工作的平台级组成部分：它在贡献者批准下收集与任务相关的经验，将其整理为可复用的问答记忆，管控明显的安全与隐私风险，并为后续智能体检索记忆。本短文描述该系统的部署生命周期与运行快照，其对检索和编码任务的效果仍在评估中。
英文摘要
Enterprise coding agents rely on tools and retrieval, yet enterprise knowledge often remains outside public training data and formal documentation: internal DSLs, proprietary platforms, local conventions, recent fixes, and tacit workflows. Existing knowledge interfaces expose stored resources but still depend on agents recognizing and explicitly recording lessons worth reusing, disconnecting capture from the coding workflow and leaving development experience repeatedly rediscovered. We report an ongoing production deployment of a shared organizational memory system that makes capture a platform-level part of coding work: it collects task-adjacent experience with contributor approval, curates it into reusable question-answer memories, gates obvious security and privacy risks, and retrieves memories for future agents. This short paper describes the deployed lifecycle and an operational snapshot. Effects on retrieval and coding tasks remain under evaluation.
