Bing 的个人网站，记录 AI Agent、大模型应用架构、生产工程与技术领导力实践。https://bbing.xyz/zh-CNhttps://bbing.xyz/blog/moto-agent-practice/https://bbing.xyz/blog/moto-agent-practice/自研 Agent Loop、分级模型路由、六边形架构——一个生产级 Telegram Bot 从 0 到 1 的完整技术拆解。Tue, 30 Jun 2026 16:00:00 GMTAgent 架构aitutorialBinghttps://bbing.xyz/blog/knowledge-intensive-agent-traps/https://bbing.xyz/blog/knowledge-intensive-agent-traps/法律、医疗、金融等知识密集型行业的 Agent 落地六大陷阱——幻觉责任归属、知识时效性、数据隔离、监管合规等。Mon, 29 Jun 2026 16:00:00 GMT技术领导力aiBinghttps://bbing.xyz/blog/issuepilot-practice/https://bbing.xyz/blog/issuepilot-practice/从 Issue 发现、价值评估、代码开发到 PR 提交的全自动流水线——4 个 Agent + 1 个分类器如何协作完成完整的软件开发生命周期。Thu, 25 Jun 2026 16:00:00 GMTAgent 架构aitutorialBinghttps://bbing.xyz/blog/agent-boundary/https://bbing.xyz/blog/agent-boundary/一个二维决策框架帮你判断：规则引擎、传统代码还是 AI Agent？以及 5 种不值得用 Agent 的场景。Tue, 23 Jun 2026 16:00:00 GMTAgent 架构aiBinghttps://bbing.xyz/blog/llm-robotics-mcp/https://bbing.xyz/blog/llm-robotics-mcp/从工业机械臂、巡检机器人到无人机协同——MCP 作为 LLM 与物理世界的标准接口，让自然语言控制机器人成为现实。Tue, 26 May 2026 16:00:00 GMTAgent 架构aiBinghttps://bbing.xyz/blog/software-upgrade-agent-practice/https://bbing.xyz/blog/software-upgrade-agent-practice/从需求分析、影响评估、代码迁移到灰度切换——AI Agent 在软件升级项目每个阶段的介入点与实践方法。Tue, 14 Apr 2026 16:00:00 GMT生产工程aitutorialBinghttps://bbing.xyz/blog/tob-saas-agent-refactor/https://bbing.xyz/blog/tob-saas-agent-refactor/从 UI 操作到意图驱动——ToB SaaS 产品用 Agent 重构交互方式的适配层设计和配置实践。Tue, 10 Mar 2026 16:00:00 GMT技术领导力aiarchitectureBinghttps://bbing.xyz/blog/agent-industry-landscape/https://bbing.xyz/blog/agent-industry-landscape/四个行业的 AI Agent 落地场景与关键切入点——从信息聚合到辅助决策再到自动执行的渐进路径。Tue, 17 Feb 2026 16:00:00 GMT技术领导力aiBinghttps://bbing.xyz/blog/agent-observability-governance/https://bbing.xyz/blog/agent-observability-governance/Agent 调用链追踪、质量指标、告警配置、灰度发布与成本治理——把 Agent 当微服务一样管理的完整方法论。Tue, 20 Jan 2026 16:00:00 GMT生产工程aiarchitectureBinghttps://bbing.xyz/blog/enterprise-agent-path/https://bbing.xyz/blog/enterprise-agent-path/旁路 Agent → 嵌入 Agent → 协同 Agent 三阶段渐进式演进策略，避免大爆炸改造。Sun, 28 Dec 2025 16:00:00 GMT技术领导力aiarchitectureBinghttps://bbing.xyz/blog/agent-microservice-integration/https://bbing.xyz/blog/agent-microservice-integration/Agent 作为智能编排层如何与存量微服务体系握手——Agent Router、适配层、权限继承、事务补偿、灰度与熔断。Tue, 09 Dec 2025 16:00:00 GMT技术领导力aiarchitectureBinghttps://bbing.xyz/blog/multi-agent-patterns/https://bbing.xyz/blog/multi-agent-patterns/Supervisor / Pipeline / Debate / Tool 分发四种 Multi-Agent 模式的选型与混合策略，从单 Agent 到多 Agent 的演进路径。Tue, 18 Nov 2025 16:00:00 GMTAgent 架构aiarchitectureBinghttps://bbing.xyz/blog/fullstack-ai-assistant/https://bbing.xyz/blog/fullstack-ai-assistant/路由 Workflow → 编排 Workflow → 记忆 Workflow → 安全 Workflow——四阶段 Agent Workflow 的完整设计与代码骨架。Tue, 28 Oct 2025 16:00:00 GMTAgent 架构aitutorialBinghttps://bbing.xyz/blog/legacy-system-ai-upgrade/https://bbing.xyz/blog/legacy-system-ai-upgrade/不改存量系统也能接入 AI——数据库直连、API 封装、屏幕抓取三种模式的选择与组合策略。Tue, 07 Oct 2025 16:00:00 GMT技术领导力aiarchitectureBinghttps://bbing.xyz/blog/mcp-protocol-guide/https://bbing.xyz/blog/mcp-protocol-guide/MCP 架构设计、Tools/Resources/Prompts 三大概念、传输方式与技术对比——从原理到动手写一个 MCP Server。Tue, 09 Sep 2025 16:00:00 GMTAgent 架构aitutorialBinghttps://bbing.xyz/blog/llm-observability-evaluation/https://bbing.xyz/blog/llm-observability-evaluation/Trace / Evaluation / Guardrails——LLM 应用独有的性能、质量和安全三维观测体系。Wed, 13 Aug 2025 16:00:00 GMT生产工程aiBinghttps://bbing.xyz/blog/ai-agent-system-design/https://bbing.xyz/blog/ai-agent-system-design/Planning / Memory / Tool Use 三大件拆解，四种主流 Agent 架构模式对比与选型指南。Tue, 15 Jul 2025 16:00:00 GMTAgent 架构aiBinghttps://bbing.xyz/blog/rag-advanced/https://bbing.xyz/blog/rag-advanced/Query Rewriting、HyDE、Reranker、Hybrid Search、Self-RAG、Graph RAG——三代 RAG 技术的完整梳理与选型指南。Tue, 17 Jun 2025 16:00:00 GMT生产工程aitutorialBinghttps://bbing.xyz/blog/llm-inference-optimization/https://bbing.xyz/blog/llm-inference-optimization/Prefill/Decode 区别、KV Cache 显存管理、PagedAttention、Continuous Batching、Speculative Decoding 等推理优化技术详解。Mon, 19 May 2025 16:00:00 GMT生产工程aiBinghttps://bbing.xyz/blog/transformer-deep-dive/https://bbing.xyz/blog/transformer-deep-dive/从 Self-Attention 出发推导 Transformer 架构设计逻辑，理解 GPT 系列模型背后的核心原理。Thu, 24 Apr 2025 16:00:00 GMTAI 原理aiBinghttps://bbing.xyz/blog/function-calling-mechanism/https://bbing.xyz/blog/function-calling-mechanism/Function Calling 的本质原理、工具描述优化、并行调用、错误处理与生产级实践。Wed, 09 Apr 2025 16:00:00 GMTAgent 架构aiBinghttps://bbing.xyz/blog/web3-projects-dex-move/https://bbing.xyz/blog/web3-projects-dex-move/基于 WTF-Dapp 的简易 DEX 实现与 Sui Move 链上留言板——两个生态的合约编程对比。Mon, 17 Mar 2025 16:00:00 GMT工程实践blockchaintutorialBinghttps://bbing.xyz/blog/llm-training-full-picture/https://bbing.xyz/blog/llm-training-full-picture/预训练、SFT、RLHF——完整梳理大模型训练的三个阶段，理解 Base/Instruct/Chat 模型的区别。Tue, 11 Mar 2025 16:00:00 GMTAI 原理aiBinghttps://bbing.xyz/blog/local-model-deployment/https://bbing.xyz/blog/local-model-deployment/Ollama / llama.cpp / vLLM 三种方案全对比，消费级硬件跑开源模型的坑和技巧。Mon, 17 Feb 2025 16:00:00 GMT生产工程aitutorialBinghttps://bbing.xyz/blog/bingworks-architecture/https://bbing.xyz/blog/bingworks-architecture/一个零依赖个人站点的架构回顾：为什么不用框架、数据层设计、搜索与主题切换的权衡。Sun, 19 Jan 2025 16:00:00 GMT工程实践architecturejavascriptBinghttps://bbing.xyz/blog/prompt-engineering-systematic/https://bbing.xyz/blog/prompt-engineering-systematic/从基础结构、推理增强到系统化设计——三级能力模型拆解提示工程的完整方法论。Tue, 14 Jan 2025 16:00:00 GMTAI 原理aitutorialBinghttps://bbing.xyz/blog/rag-knowledge-base/https://bbing.xyz/blog/rag-knowledge-base/基于向量检索 + 大模型的 RAG 方案设计，涵盖文档切割、向量库选型与 Prompt 模板优化。Sat, 17 Aug 2024 16:00:00 GMT生产工程aitutorialBinghttps://bbing.xyz/blog/blockchain-basics/https://bbing.xyz/blog/blockchain-basics/区块链底层原理、PoW/PoS 共识机制与智能合约初探——从比特币到以太坊的演进逻辑。Sun, 09 Jun 2024 16:00:00 GMT工程实践blockchaintutorialBinghttps://bbing.xyz/blog/high-concurrency-patterns/https://bbing.xyz/blog/high-concurrency-patterns/缓存、限流、降级、异步、读写分离、池化、动静分离——七种高并发应对手段的组合使用。Wed, 14 Feb 2024 16:00:00 GMT生产工程architectureBinghttps://bbing.xyz/blog/rust-projects-clipbox-loganalyzer/https://bbing.xyz/blog/rust-projects-clipbox-loganalyzer/用 Rust 写桌面工具与命令行应用的全流程——跨平台剪贴板管理与并行日志统计分析。Sun, 14 Jan 2024 16:00:00 GMT工程实践rusttutorialBinghttps://bbing.xyz/blog/ml-basics/https://bbing.xyz/blog/ml-basics/从线性回归、梯度下降到激活函数与神经网络，零基础理解机器学习的核心概念。Tue, 14 Nov 2023 16:00:00 GMTAI 原理aitutorialBinghttps://bbing.xyz/blog/rust-learning-notes/https://bbing.xyz/blog/rust-learning-notes/从所有权规则、借用检查到生命周期标注——Rust 核心概念的学习梳理与代码示例。Thu, 19 Oct 2023 16:00:00 GMT工程实践rusttutorialBinghttps://bbing.xyz/blog/monolith-to-microservices/https://bbing.xyz/blog/monolith-to-microservices/电商后台从单体到微服务的完整演进过程：如何切分、分布式事务、服务调用与数据一致性。Mon, 19 Jun 2023 16:00:00 GMT工程实践architecturejavaBinghttps://bbing.xyz/blog/semantic-kernel-intro/https://bbing.xyz/blog/semantic-kernel-intro/微软 Semantic Kernel 初探：Prompt Template、Native Function 与 Planner 自动编排。Tue, 09 May 2023 16:00:00 GMTAI 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GMT工程实践javaBinghttps://bbing.xyz/blog/mq-comparison/https://bbing.xyz/blog/mq-comparison/三者特性对比与实际选型心路——合适的场景选合适的 MQ，别为了炫技加维护负担。Sat, 04 Sep 2021 16:00:00 GMT工程实践mqarchitectureBinghttps://bbing.xyz/blog/redis-caching-patterns/https://bbing.xyz/blog/redis-caching-patterns/缓存三大经典问题的场景分析与解法：互斥锁、布隆过滤器、随机 TTL 与集群容灾。Fri, 09 Apr 2021 16:00:00 GMT工程实践redistutorialBinghttps://bbing.xyz/blog/java-threading-basics/https://bbing.xyz/blog/java-threading-basics/线程创建、synchronized、volatile 与线程池参数解析——理解它解决什么问题比死记硬背管用。Wed, 19 Aug 2020 16:00:00 GMT工程实践javatutorialBinghttps://bbing.xyz/blog/redis-intro/https://bbing.xyz/blog/redis-intro/五种基础数据类型、RDB 与 AOF 持久化策略——Redis 初学者的概念梳理笔记。Sat, 14 Mar 2020 16:00:00 GMT工程实践redistutorialBinghttps://bbing.xyz/blog/work-from-home/https://bbing.xyz/blog/work-from-home/疫情封锁下远程办公的生活记录，游戏太好玩导致周记拖更，以及《喜鹊谋杀案》《鸟人》的阅读观影笔记。Wed, 05 Feb 2020 16:00:00 GMT随笔thoughtslifeBinghttps://bbing.xyz/blog/take-root/https://bbing.xyz/blog/take-root/春节疫情爆发，封村封路、被测体温、冒险接女友见家长……特殊时期的真实记录。Wed, 29 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GMT随笔thoughtslifeBinghttps://bbing.xyz/blog/goodbye-2019/https://bbing.xyz/blog/goodbye-2019/圣诞周礼物与拼多多、《俞军产品方法论》读后感、《双子杀手》观后感，以及一周运动记录。Sat, 28 Dec 2019 16:00:00 GMT随笔thoughtsBinghttps://bbing.xyz/blog/winter-solstice-dumplings/https://bbing.xyz/blog/winter-solstice-dumplings/第三方平台二次开发的踩坑记录、《写作这回事》和《红高粱》《无极》的阅读观影笔记。Sat, 21 Dec 2019 16:00:00 GMT随笔thoughtsBinghttps://bbing.xyz/blog/norwegian-wood-27-years/https://bbing.xyz/blog/norwegian-wood-27-years/微信提醒功能上线、东野圭吾《恶意》的震撼、村上春树《挪威的森林》初读、《我和我的祖国》观后感。Sat, 14 Dec 2019 16:00:00 GMT随笔thoughtsBinghttps://bbing.xyz/blog/butterfly-effect/https://bbing.xyz/blog/butterfly-effect/小黄条ToDo与分时工作法、内存溢出与内存泄漏、NLP《语言的魔力》、《蝴蝶效应》时间旅行哲学。Sat, 07 Dec 2019 16:00:00 GMT随笔thoughtsBinghttps://bbing.xyz/blog/upgrade-every-7-days/https://bbing.xyz/blog/upgrade-every-7-days/域名解析与个人网页搭建、GitHub与Markdown入门、四本好书的阅读笔记、《少年的你》校园欺凌思考。Sat, 30 Nov 2019 16:00:00 GMT随笔thoughtsBinghttps://bbing.xyz/blog/nanjing-three-days/https://bbing.xyz/blog/nanjing-three-days/端午南京行：夫子庙、玄武湖、鸡鸣寺、中山陵、秦淮河夜游、朝天宫，三天暴走吃喝全记录。Sat, 08 Jun 2019 16:00:00 GMT随笔lifeBinghttps://bbing.xyz/blog/ssd-replacement/https://bbing.xyz/blog/ssd-replacement/给笔记本换SSD装Win10的翻车全记录：分区失误、SQL Server安装失败、系统闪烁、Host服务深坑。Thu, 17 May 2018 16:00:00 GMT工程实践tutorialBinghttps://bbing.xyz/blog/programming-everywhere/https://bbing.xyz/blog/programming-everywhere/程序不只是代码，生活中处处是程序。俄罗斯程序员自动化生活、15岁少年的温暖发明、古城钟楼的微博。Sat, 18 Nov 2017 16:00:00 GMT随笔thoughtstutorialBing