商业产业 Product Hunt 2026-07-15T10:24 正文 ok 195 words

Graft AI:将公司运营变成 Agent 的实时活地图

英文标题:Graft AI

Graft AI 通过观察真实工作流自动创建并维护公司运营知识地图,仅在变更风险较高或不确定时要求人工审核,从而为 Agent 提供一致且最新的知识。它并非一个 Agent,而是深度集成于企业工具、能够自更新的基础设施,可理解退款等具体业务逻辑。该方法有望大幅降低人工维护成本,为开发者构建可靠的智能体决策环境提供新范式。
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中文

@doganakbulut 你好,这是个好问题。你无需费心照看它。Graft 会观察真实工作流执行,将决策、异常和结果与当前地图进行对比;当情况发生变化时,它会提出清晰的差异,在影子模式下测试,并仅在变更风险较高或不确定时才要求审核。日常工作会保持地图的实时更新,人们只需在出现有意义的例外时介入。我们正在开发沙盒环境和许多酷炫功能,它能自我更新。这并非一个 Agent,而是用于理解公司运作方式的基础设施,它会连接贵公司使用的软件,从人员中提取领域知识,从而创建出一张可供 Agent 一致使用的运营知识地图(借助我们先进的记忆系统)。举个例子,它能理解退款流程如何运作,因此不会把信息保存为静态文档,而是观察退款在贵公司中的实际运作方式并将其绘制成地图,下次发生变化时会自动更新。它与你的系统深度集成,连接你使用的工具,仿佛一个不断进化的大脑。

如有任何问题,欢迎提问!如果你感兴趣并希望进一步交流,可前往 graft.axcelner.com 注册候补名单。

English / 原文

@doganakbulut hello, good question. You shouldn’t have to babysit it. Graft watches real workflow executions and compares decisions, exceptions, and outcomes against the current map; when something changes, it proposes a clear diff, tests it in shadow mode, and only asks for review when the change is risky or uncertain. Normal work keeps the map current, while people step in only for meaningful exceptions. We're working on sandboxed environments and many cool features, it self-updates it self. This is not an agent, its an infra running to understand how your company operates, connects to software your company uses, extracts the domain knowledge from people to create a operating knowledge map (with our advanced memory systems) usable by agents consistently. For example it understands how refunds work, so this won't save it as a doc, it'll see how it functions in your company and map it out, next time something changes it'll update itself. It is deeply integrated to your system and connected to the tools you use and is like an evolving brain

Ask any questions if you have! if you're interested and want to talk, you can sign up for the waitlist at graft.axcelner.com