Skip to content
Linfeng ChenAI 工程师与产品构建者AI Engineer & Product Builder

服务Services

服务Services

面向个人与小团队的实用 AI 工程、产品原型与 Web 系统服务。Practical AI engineering, product prototyping, and web systems for individuals and small teams.

服务卡片Service Cards

给出清楚入口，而不是无限承诺Clear entry points, not open-ended promises

AI 应用原型设计AI Application Prototyping

把一个 AI 产品想法落成可评审、结构清晰的原型。Turn an AI product idea into a reviewable prototype with clear structure.

适合在投入更大开发前，先验证一个 AI 功能、内容流程或内部工具是否成立。Useful when the goal is to validate an AI feature, content workflow, or internal tool before committing to a larger build.

交付内容Deliverables

原型范围Prototype scope
用户流程草图User flow sketch
技术验证Technical spike
评估记录Evaluation notes

适合谁Ideal for

  • - 创业者Founders
  • - 小团队Small teams
  • - 独立操盘者Independent operators

起始方式：发现冲刺Starting point: Discovery sprint

Agent 工作流设计Agent Workflow Design

设计可理解、可控、可复盘的 Agent 回路。Design agent loops that stay understandable, controllable, and reviewable.

我会划清 Agent 边界、工具表面、回退路径和人工审核点，让系统好用但不失透明。I map the agent boundary, tool surface, fallback path, and human review points so the system is useful without becoming opaque.

交付内容Deliverables

工作流地图Workflow map
Prompt 与工具设计Prompt and tool design
失败模式说明Failure mode notes
交接说明Handoff notes

适合谁Ideal for

  • - 研究型 AgentResearch agents
  • - 运营自动化Ops automation
  • - 内部工具Internal tools

起始方式：工作流审计Starting point: Workflow audit

个人 / 品牌网站Personal / Brand Websites

为独立工作、案例研究与写作建立可维护的网站系统。A maintainable web presence for independent work, case studies, and writing.

我做的是像“工作品牌系统”的网站，而不是简历模板或通用 SaaS 落地页。I build sites that feel like working brand systems, not resume templates or generic SaaS landing pages.

交付内容Deliverables

信息架构Information architecture
类型化内容模型Typed content model
首页与路由壳Homepage and route shell
联系与 SEO 基础Contact and SEO foundation

适合谁Ideal for

  • - 独立工程师Independent engineers
  • - 顾问Consultants
  • - 小型工作室Small studios

起始方式：结构与首页冲刺Starting point: Structure and homepage sprint

内容系统与本地编辑器Content Systems & Local Editors

在内容模型稳定前，保持本地可编辑，而不是过早引入 CMS。Keep content editable locally without forcing a CMS before the model is stable.

我会设计类型化内容层、本地编辑流程和发布路径，同时给后续 MDX 或 CMS 迁移留出口。I design typed content layers, local editor flows, and publishing paths that stay light while leaving room for MDX or CMS migration.

交付内容Deliverables

内容 schemaContent schema
本地编辑流程Local editing flow
发布说明Publishing notes
迁移路径Migration path

适合谁Ideal for

  • - 技术写作者Technical writers
  • - 小团队Small teams
  • - 独立构建者Solo builders

起始方式：内容审计Starting point: Content audit

轻量后台工具Lightweight Admin Tools

为活动、收集、跟踪和协同提供窄而清晰的内部工具。Small internal tools for events, intake, tracking, and coordination.

我会把后台系统做得足够窄、足够清楚、足够容易交接，同时保留真实运营需要的结构。I keep admin systems narrow, legible, and easy to hand over, with enough structure to support real operations.

交付内容Deliverables

后台流程Admin workflow
数据录入界面Data entry screens
审核状态Review states
运营交接Operational handoff

适合谁Ideal for

  • - 社区组织Community groups
  • - 小型运营团队Small operations teams
  • - 活动组织者Event organizers

起始方式：运营地图Starting point: Operations map

部署与集成支持Deployment & Integration Support

发布到 Vercel，并把产品真正需要的服务接起来。Ship to Vercel and wire in the services the product actually needs.

我会帮你接好邮件、分析、托管、环境配置和发布基础，而不是把代码库越堆越重。I help connect email, analytics, hosting, environment setup, and release basics without bloating the codebase.

交付内容Deliverables

部署设置Deployment setup
集成清单Integration checklist
环境说明Environment notes
发布复核Release review

适合谁Ideal for

  • - MVPMVPs
  • - 客户交接Client handoff
  • - 小型产品团队Small product teams

起始方式：集成冲刺Starting point: Integration sprint

合作方式How I Work

小步推进，清晰交接Small steps, clear handoff

01

发现Discover

在开始搭建前，先把问题、约束和交接形态画清楚。Map the problem, the constraints, and the shape of the handoff before building anything.

02

原型Prototype

先做最小可用版本，并保留审阅点，让工作始终可检查。Create the smallest useful version with review points so the work stays inspectable.

03

构建Build

把确定下来的形态做成有类型、有边界、可持续演进的系统。Turn the chosen shape into a durable system with typed data and practical guardrails.

04

交接Handoff

留下文档、 ownership 说明，以及后续迭代或迁移的路径。Leave documentation, ownership notes, and a path for later iteration or migration.

适合的合作Good Fit

值得带来的问题Useful problems to bring

  • - 需要窄范围、可审阅边界的 AI 工具AI tools that need a narrow, reviewable scope
  • - 带有人类检查点的 Agent 工作流Agent workflows with clear human checkpoints
  • - 必须长期可维护的个人或品牌网站Personal or brand websites that must stay maintainable
  • - 在决定 CMS 之前先保持本地的内容系统Content systems that should stay local before CMS decisions
  • - 用于协同、收集或运营的轻量内部工具Lightweight internal tools for coordination or intake

不太适合Not Good Fit

合作边界Clear boundaries

  • - 需要完整产品组织重构的大团队项目Large teams needing a full product organization redesign
  • - 依赖长期企业级 rollout 计划的工作Projects that require a long enterprise rollout plan
  • - 需要深度后端平台 ownership 的项目Work that depends on deep backend platform ownership
  • - 目前还过于模糊、无法收束成系统的探索Explorations that are still too vague to shape into a system

关联项目Related Work

Kizuna IndexKizuna IndexAI 客户需求收集系统AI Client Intake SystemAgent 工作流实验室Agent Workflow Lab米兰活动系统Milan Event System建筑事务所网站Architecture Studio Website技术品牌系统Technical Brand SystemAI 本地博客编辑器AI Local Blog Editor

关联案例研究Related Case Studies

把静态索引改造成可维护的 AI 辅助发布工作流Turning a Static Index into a Maintainable AI-Assisted Publishing Workflow用 AI 降低客户需求收集摩擦Reducing Client Intake Friction with AI搭建一个带护栏的 Agent 工作流实验室Building an Agent Lab with Guardrails为小型社区设计一个活动管理系统Designing an Event Management System for a Small Community为建筑事务所打造更精致的作品集系统Building a Refined Portfolio System for Architecture Studios

想把一个服务或原型先收成清楚的第一版吗？Need help shaping a service or prototype?

我可以先帮你划清边界、做出第一版，并留下以后仍然看得懂、接得住的结构。I can help define the boundary, build the first version, and leave behind something that stays understandable.

联系我Contact me