行动型 Agent 原型Action-oriented agent prototype· 2026
LifeOps
把生活义务变成可验证行动Turn everyday obligations into verified actions
让日常任务经过计划、人工确认、执行和结果证明，而不是停在一段建议文本。Move everyday tasks through planning, human confirmation, execution, and proof instead of stopping at advice.
案例摘要Case summary
目标用户Audience
希望把日常义务拆成可执行步骤，并能确认、追踪和复盘行动结果的个人用户。People who want to break everyday obligations into executable steps and confirm, track, and review what actually happened.
我的角色Role
负责生活事务场景、Agent 行动边界、人工确认、幂等性和结果证明的产品设计与验收；代码由 AI 编程工具完成。Owned the everyday-obligation scenario, agent action boundary, human approval, idempotency, and proof-of-action acceptance; code was produced with AI coding tools.
交付结果Outcome
完成本地可运行的计划—审批—执行—证明闭环，验证 Agent 从建议走向受控行动的产品方向。Delivered a locally runnable plan–approval–execution–proof loop that tests how an agent can move from advice toward controlled action.
产品洞察Product insight
Agent 的价值不只是替人提出建议，还要让行动边界清楚、关键步骤可确认、重复执行可控，并留下“做过什么”的证据。An agent becomes useful beyond suggestions when action boundaries are clear, critical steps are confirmed, repeated execution is controlled, and the result leaves evidence.
项目简介Overview
LifeOps 是一个面向日常事务的 Agent 工作流原型，把生活义务拆成计划、确认、行动和证明结果的连续步骤。它重点验证 human approval、幂等执行和 proof-of-action，而不是只展示聊天回复。LifeOps is an agent-workflow prototype for everyday obligations. It turns a task into a sequence of planning, confirmation, action, and proof-of-action, focusing on human approval, idempotent execution, and observable outcomes rather than chat replies alone.
技术栈Tech stack
结果证据Evidence
仓库包含 Next.js web、FastAPI API、Google ADK、Firestore 和 Docker 配置，具备可运行的端到端项目骨架。The repo includes a Next.js web app, FastAPI API, Google ADK, Firestore, and Docker configuration for an end-to-end project skeleton.
本地演示覆盖人工确认、幂等处理和 proof-of-action，验证了行动型 Agent 的关键状态。The local demo covers human approval, idempotent handling, and proof-of-action for the key action states.
这是黑客松原型；当前证据不等同于真实用户规模验证、生产级外部行动接入或长期业务结果。This is a hackathon prototype; the evidence does not establish real-user scale validation, production external-action integrations, or long-term business outcomes.
关键决策Key decisions
Agent 如果可以未经确认直接执行外部行动，便利性会变成不可控风险。An agent that executes external actions without confirmation can turn convenience into uncontrolled risk.
把 human approval 放在行动边界前，只有明确确认后才推进执行。Place human approval before the action boundary and advance only after explicit confirmation.
网络重试和重复点击可能让同一项生活义务被执行多次。Network retries and duplicate clicks can execute the same obligation more than once.
用幂等设计约束执行状态，并为完成结果保留 proof-of-action。Constrain execution with idempotent state handling and retain proof-of-action for the completed result.
想看完整的代码和实现细节？Want the full code and implementation details?
在 GitHub 上查看View on GitHub