https://guijiagi.com/categories/agent%E6%A1%86%E6%9E%B6/Recent content in Agent框架 on AI 实战派 · 从技术到赚钱Hugozh-cn本站内容采用 CC BY-NC-SA 4.0 国际许可协议授权Fri, 23 Oct 2026 11:18:00 +0800https://guijiagi.com/posts/2026-10-23-78-lightweight-agent-framework-2026/Fri, 23 Oct 2026 11:18:00 +0800https://guijiagi.com/posts/2026-10-23-78-lightweight-agent-framework-2026/2026年做Agent，未必一上来就上重型编排框架。https://guijiagi.com/posts/2026-10-23-77-agent-tool-call-safety/Fri, 23 Oct 2026 11:17:00 +0800https://guijiagi.com/posts/2026-10-23-77-agent-tool-call-safety/Agent越强，能调的工具越多，出问题时破坏面就越大。https://guijiagi.com/posts/2026-10-23-76-browser-agent-automation/Fri, 23 Oct 2026 11:16:00 +0800https://guijiagi.com/posts/2026-10-23-76-browser-agent-automation/浏览器Agent让AI不再只会读API，而是能像人一样打开网页、点按钮、填表单、读渲染后的结果。https://guijiagi.com/posts/2026-10-23-75-agent-scheduled-workflow-engine/Fri, 23 Oct 2026 11:15:00 +0800https://guijiagi.com/posts/2026-10-23-75-agent-scheduled-workflow-engine/定时Agent把智能体从等人提问解放成按点上班：每天清晨拉取简报、每周一生成周报、每隔一小时巡检一次异常。https://guijiagi.com/posts/2026-10-23-74-agent-evaluation-methods/Fri, 23 Oct 2026 11:14:00 +0800https://guijiagi.com/posts/2026-10-23-74-agent-evaluation-methods/Agent做得好不好，不能靠演示时很惊艳来判断。https://guijiagi.com/posts/2026-10-23-73-function-calling-practice/Fri, 23 Oct 2026 11:13:00 +0800https://guijiagi.com/posts/2026-10-23-73-function-calling-practice/FunctionCalling是让大模型从会说变成会调的关键接口：模型不再自己瞎编答案，而是输出一段结构化请求，由你的程序去真正调用API、数据库或内部工具。https://guijiagi.com/posts/2026-10-23-72-agent-memory-system-design/Fri, 23 Oct 2026 11:12:00 +0800https://guijiagi.com/posts/2026-10-23-72-agent-memory-system-design/让智能体记得住，是它从一次性问答走向长期协作的分水岭。https://guijiagi.com/posts/2026-10-23-71-multi-agent-framework-compare/Fri, 23 Oct 2026 11:11:00 +0800https://guijiagi.com/posts/2026-10-23-71-multi-agent-framework-compare/多智能体框架的选择，本质是在编排控制力与上手速度之间下注。https://guijiagi.com/posts/2026-10-23-70-react-pattern-analysis/Fri, 23 Oct 2026 11:10:00 +0800https://guijiagi.com/posts/2026-10-23-70-react-pattern-analysis/ReAct是把推理与行动绑在同一个循环里的智能体范式：模型先想一步，再动一下手，观察结果后继续想下一步。https://guijiagi.com/posts/2026-10-23-69-mcp-protocol-practice/Fri, 23 Oct 2026 11:09:00 +0800https://guijiagi.com/posts/2026-10-23-69-mcp-protocol-practice/MCP协议这两年成了给Agent接工具的事实标准。https://guijiagi.com/posts/2026-10-17-04-zhichi-ai-customer-service-stack/Sat, 17 Oct 2026 16:24:00 +0800https://guijiagi.com/posts/2026-10-17-04-zhichi-ai-customer-service-stack/从知识库清洗到大模型兜底，用智齿加Coze给淘宝京东商家搭一套夜班客服机器人，月费八百就能接单https://guijiagi.com/posts/2026-10-17-04-coze-free-wechat-cs-bot-limit/Sat, 17 Oct 2026 11:24:00 +0800https://guijiagi.com/posts/2026-10-17-04-coze-free-wechat-cs-bot-limit/实测扣子个人免费版的每日积分消耗、知识库上传上限、发布渠道限制，小商家能不能白嫖自动回复客服https://guijiagi.com/posts/2026-10-17-01-n8n-deepseek-xiaohongshu-auto-publish/Sat, 17 Oct 2026 11:06:00 +0800https://guijiagi.com/posts/2026-10-17-01-n8n-deepseek-xiaohongshu-auto-publish/从零搭一条抓取热点、AI 改写、生成封面图、定时推小红书的自动化流水线，成本明细与踩坑参数全记录https://guijiagi.com/posts/2026-10-17-13-stack-overflow-for-agents-codex/Sat, 17 Oct 2026 10:18:00 +0800https://guijiagi.com/posts/2026-10-17-13-stack-overflow-for-agents-codex/Stack Overflow 推出面向 AI 智能体的知识产品，由两名工程师用 OpenAI Codex 数周完成，注册量一夜增至三倍https://guijiagi.com/posts/2026-10-15-20-tencent-youtu-agent-framework/Thu, 15 Oct 2026 22:54:00 +0800https://guijiagi.com/posts/2026-10-15-20-tencent-youtu-agent-framework/腾讯云 ADP 十月中旬开源 Youtu-Agent 智能体框架，分环境、工具、智能体三层，主打自动化任务生成与混合策略优化，配套圆周平台快速开发发布。https://guijiagi.com/posts/2026-10-15-20-agent-framework-rust-azure-search/Thu, 15 Oct 2026 20:54:00 +0800https://guijiagi.com/posts/2026-10-15-20-agent-framework-rust-azure-search/Rust 生态 agent-framework 于十月十四日发布 0.12.0，新增 Azure AI Search 上下文提供者，智能体检索落地更顺。https://guijiagi.com/posts/2026-10-15-19-haystack-ai-oct-pipeline/Thu, 15 Oct 2026 20:48:00 +0800https://guijiagi.com/posts/2026-10-15-19-haystack-ai-oct-pipeline/开源编排框架 Haystack 十月一日发布新版，强调显式控制检索、路由、记忆与生成，可搭多模态与自主智能体。https://guijiagi.com/posts/2026-10-15-18-strands-agents-aws-toolkit/Thu, 15 Oct 2026 20:42:00 +0800https://guijiagi.com/posts/2026-10-15-18-strands-agents-aws-toolkit/AWS 开源 Strands Agents 持续更新，自带安全与 AWS 集成，支持自带模型，被 Jit 等用于基础设施漂移检测。https://guijiagi.com/posts/2026-10-15-17-builder-agent-native-beta/Thu, 15 Oct 2026 20:36:00 +0800https://guijiagi.com/posts/2026-10-15-17-builder-agent-native-beta/Builder.io 十月十四日发布开源 TypeScript 框架 Agent-Native 测试版，动作数据状态共享给界面、HTTP、CLI、MCP 与 A2A。https://guijiagi.com/posts/2026-10-15-20-workbuddy-wecom-ten-capabilities/Thu, 15 Oct 2026 16:54:00 +0800https://guijiagi.com/posts/2026-10-15-20-workbuddy-wecom-ten-capabilities/腾讯研究院十月十五日速递：WorkBuddy 客户端在企业授权内调用企业微信消息、文档、会议、微盘等十大能力，代发消息须本人确认。https://guijiagi.com/posts/2026-10-15-20-claude-code-desktop-multi-session-btw/Thu, 15 Oct 2026 12:54:00 +0800https://guijiagi.com/posts/2026-10-15-20-claude-code-desktop-multi-session-btw/10 月 15 日 Claude Code 桌面版大更新，侧边栏按需要你、正在跑、已完成分组，支持任务卡片派生嵌套子会话，/btw 旁开小窗不打断主任务，Pro 以上付费档可用。https://guijiagi.com/posts/2026-10-15-19-github-actions-coding-agent-poison/Thu, 15 Oct 2026 12:48:00 +0800https://guijiagi.com/posts/2026-10-15-19-github-actions-coding-agent-poison/10 月 14 日开发者社区长文复盘，今年四月公开演示的单一注入模式可同时劫持 Claude Code、Gemini CLI 与 GitHub Copilot Agent，攻击面藏在 PR 评论与 issue 正文里。https://guijiagi.com/posts/2026-10-15-18-agent-lethal-trifecta-hardening/Thu, 15 Oct 2026 12:42:00 +0800https://guijiagi.com/posts/2026-10-15-18-agent-lethal-trifecta-hardening/10 月 14 日安全报道指出，AI Agent 中被称为致命三要素的结构性漏洞已被主动利用，可通过提示注入实现远程代码执行与数据外泄，多数企业对 Agent 身份缺乏可见性。https://guijiagi.com/posts/2026-10-15-17-apus-reflex-agent-memory/Thu, 15 Oct 2026 12:36:00 +0800https://guijiagi.com/posts/2026-10-15-17-apus-reflex-agent-memory/APUS AI 10 月 13 日以 MIT 协议开源个人智能体 Reflex Agent，基于自研决策模型 Reflex 构建 Harness 控制框架，配 Continuum 记忆引擎，官方称响应速度达主流 Agent 三倍。https://guijiagi.com/posts/2026-10-10-15-claude-skills-ga-container/Sat, 10 Oct 2026 16:24:00 +0800https://guijiagi.com/posts/2026-10-10-15-claude-skills-ga-container/Claude 平台十月更新里 Agent Skills 与 Skills API 正式出测试版，/v1/skills 随容器参数加载，BetaContainerSkill 重命名，生态进入 GA。https://guijiagi.com/posts/2026-10-10-19-devin-fusion-lead-sidekick-harness/Sat, 10 Oct 2026 12:48:00 +0800https://guijiagi.com/posts/2026-10-10-19-devin-fusion-lead-sidekick-harness/Cognition 的 Devin Fusion 用两个模型协同——lead 做规划和审查，sidekick 做执行，实测每个任务成本降低百分之二十三到四十六。https://guijiagi.com/posts/2026-10-10-18-cline-cli-four-modes-tui-json-yolo/Sat, 10 Oct 2026 12:42:00 +0800https://guijiagi.com/posts/2026-10-10-18-cline-cli-four-modes-tui-json-yolo/Cline 开源编码代理的 CLI 支持四种运行模式：TUI 交互、一次性执行、JSON 事件流和 Yolo 全自动，适配不同自动化场景。https://guijiagi.com/posts/2026-10-10-17-mastra-vpc-postgres-server-adapters/Sat, 10 Oct 2026 12:36:00 +0800https://guijiagi.com/posts/2026-10-10-17-mastra-vpc-postgres-server-adapters/Mastra 十月一日发布 VPC 隔离的托管 Postgres，加上 Server Adapters，让 TypeScript Agent 直接嵌进现有 Express/Hono 应用。https://guijiagi.com/posts/2026-10-10-09-mastra-connect-single-key-integrations/Sat, 10 Oct 2026 11:48:00 +0800https://guijiagi.com/posts/2026-10-10-09-mastra-connect-single-key-integrations/TypeScript Agent 框架 Mastra 十月七日发布 Connect 功能，用 OAuth 连接管理器把常用 SaaS 服务集成从写代码变成填配置。https://guijiagi.com/posts/2026-10-09-20-a2a-agent-protocol-trust/Fri, 09 Oct 2026 16:54:00 +0800https://guijiagi.com/posts/2026-10-09-20-a2a-agent-protocol-trust/MCP 解决 Agent 连工具，A2A 解决 Agent 连 Agent。NIST 已把 MCP、A2A、ACP 列为不安全协议。本文梳理 A2A 的信任边界。https://guijiagi.com/posts/2026-10-09-20-openai-agents-sdk-handoffs/Fri, 09 Oct 2026 12:54:00 +0800https://guijiagi.com/posts/2026-10-09-20-openai-agents-sdk-handoffs/OpenAI Agents SDK 把多智能体协作简化为 handoffs 交接与 guardrails 护栏。本文记录交接、前置拦截与最终输出聚合的实操。https://guijiagi.com/posts/2026-10-09-19-semantickernel-plugins-net/Fri, 09 Oct 2026 12:48:00 +0800https://guijiagi.com/posts/2026-10-09-19-semantickernel-plugins-net/Python 团队有 LangChain，.NET 团队有微软 Semantic Kernel。本文记录其插件机制与把企业现有 API 暴露给模型的实操。https://guijiagi.com/posts/2026-10-09-18-pydantic-ai-typed-agent/Fri, 09 Oct 2026 12:42:00 +0800https://guijiagi.com/posts/2026-10-09-18-pydantic-ai-typed-agent/函数调用最怕模型吐出半截 JSON。Pydantic AI 把 Pydantic 模型当工具 schema，从类型层保证输出可解析。本文记录最小可用写法。https://guijiagi.com/posts/2026-10-09-17-autogen-v04-event-driven/Fri, 09 Oct 2026 12:36:00 +0800https://guijiagi.com/posts/2026-10-09-17-autogen-v04-event-driven/LangGraph、CrewAI 之外，微软 AutoGen v0.4 是另一套事件驱动多智能体范式。本文记录其核心抽象与第一个可跑的协作示例。https://guijiagi.com/posts/2026-10-08-20-openai-agents-api-dots/Thu, 08 Oct 2026 16:54:00 +0800https://guijiagi.com/posts/2026-10-08-20-openai-agents-api-dots/9 月 10 日 Agents API 公测、9 月 29 日 DevDay 推出带云电脑的 dots。本文拆解从编排 SDK 到托管沙箱的范式转移。https://guijiagi.com/posts/2026-10-08-vercel-ai-sdk-agent-nextjs/Thu, 08 Oct 2026 12:48:00 +0800https://guijiagi.com/posts/2026-10-08-vercel-ai-sdk-agent-nextjs/GPT-6 智能界面要落地，前端得会流式渲染、会处理工具回调。Vercel AI SDK 把这两件事封装成 React 里的几个钩子。https://guijiagi.com/posts/2026-10-08-llamaindex-workflows-event-driven/Thu, 08 Oct 2026 12:06:00 +0800https://guijiagi.com/posts/2026-10-08-llamaindex-workflows-event-driven/普通链式调用在多分支 Agent 里很快失控。LlamaIndex Workflows 用「事件 + 步骤」模型，把复杂流程显式编排成状态机。https://guijiagi.com/posts/2026-10-08-google-adk-agent-engine-deploy/Thu, 08 Oct 2026 11:42:00 +0800https://guijiagi.com/posts/2026-10-08-google-adk-agent-engine-deploy/Google ADK 是谷歌官方的智能体开发套件，配合 Agent Engine 可把本地调试好的 Agent 一键托管到云端。本文讲这条部署链路。https://guijiagi.com/posts/2026-10-08-dify-selfhost-workflow-app/Thu, 08 Oct 2026 11:30:00 +0800https://guijiagi.com/posts/2026-10-08-dify-selfhost-workflow-app/Dify 是把 LLM 工作流可视化编排的开源平台。本文给出自托管部署、接模型供应商、再跑通一个审批摘要助手的最短路径。https://guijiagi.com/posts/2026-10-07-langgraph-agent-orchestration/Wed, 07 Oct 2026 17:12:00 +0800https://guijiagi.com/posts/2026-10-07-langgraph-agent-orchestration/LangChain 出身的 LangGraph 把 Agent 流程建成有状态、可循环、可中断的图。拆解它的节点、边与检查点机制。https://guijiagi.com/posts/2026-10-07-build-mcp-server-python-template/Wed, 07 Oct 2026 11:36:00 +0800https://guijiagi.com/posts/2026-10-07-build-mcp-server-python-template/用官方 Python SDK，一个计算器或数据库查询工具，二十多行代码就能跑通。这篇给最小可运行模板和三个必踩的坑。https://guijiagi.com/posts/2026-10-07-agent-memory-three-layer-ledger/Wed, 07 Oct 2026 11:30:00 +0800https://guijiagi.com/posts/2026-10-07-agent-memory-three-layer-ledger/对话历史是短期记忆，摘要压缩是中层，向量库存长期事实。三层不分层，Agent 要么忘事要么把上下文撑爆。https://guijiagi.com/posts/2026-10-07-agent-function-calling-schema-pitfalls/Wed, 07 Oct 2026 11:24:00 +0800https://guijiagi.com/posts/2026-10-07-agent-function-calling-schema-pitfalls/模型不是不调工具，是参数瞎填。工具描述写得像说明书还是像合同，直接决定 function calling 的成功率。https://guijiagi.com/posts/2026-10-07-multi-agent-crewai-role-collaboration/Wed, 07 Oct 2026 11:18:00 +0800https://guijiagi.com/posts/2026-10-07-multi-agent-crewai-role-collaboration/一个任务派五个 Agent 听起来酷，实际是幻觉放大器。CrewAI 上手快，但角色边界、任务交接、死循环这三个坑不踩过不算会用。https://guijiagi.com/posts/2026-09-17-openai-agents-api-public-beta/Thu, 17 Sep 2026 00:00:00 +0000https://guijiagi.com/posts/2026-09-17-openai-agents-api-public-beta/9月10日OpenAI Agents API进入公测，提供托管式Codex harness：沙箱环境、上下文压缩、并行子Agent、MCP协议、可恢复会话。与Claude Code和Cursor Projects形成三足鼎立。https://guijiagi.com/posts/tencent-workbuddy-open-platform-agent/Fri, 11 Sep 2026 10:00:00 +0800https://guijiagi.com/posts/tencent-workbuddy-open-platform-agent/2026年9月，腾讯WorkBuddy开放平台正式上线，首批超百家生态伙伴接入，接入30余品牌硬件，覆盖金融、法律等20多个行业领域，成为国内首个同时打通硬件、应用、开发者三层的AI Agent开放平台。https://guijiagi.com/posts/openclaw-20-release-upgrade/Mon, 31 Aug 2026 09:00:00 +0800https://guijiagi.com/posts/openclaw-20-release-upgrade/2026年8月31日，开源AI Agent框架OpenClaw发布2.0版本：安装流程重做，浏览器端Control UI重构为chat-first，启动时间降至575毫秒，会话存储迁入SQLite，新增共享云会话能力。这是开源Agent框架在开发者体验上的一次重大升级。