务实程序员的自我修炼https://wangjunjian.com/zh-CN© 2026 军舰的日志https://wangjunjian.com/posts/2026-10-14-anthropic-ci-test-selection-scaling.htmlhttps://wangjunjian.com/posts/2026-10-14-anthropic-ci-test-selection-scaling.html智能体编程让 Anthropic 的 CI 作业半年增长 25 倍，三次补丁分别只撑 70 天、29 天和不到 1 天，最终用内存数据存储与无状态 worker 重构测试选择服务，并总结出「按 25 倍负载提前规划」的经验。Wed, 14 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-14-anthropic-scion-source-control.htmlhttps://wangjunjian.com/posts/2026-10-14-anthropic-scion-source-control.htmlAnthropic 自研版本控制系统 Scion，五个月内把巨型 monorepo 从 git 完全迁移过来，支撑每天 3 万+ 次代码合并，并分享面向智能体规模的源代码管理原则、扩展架构与工程收获。Wed, 14 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-11-enterprise-agentic-coding-survey.htmlhttps://wangjunjian.com/posts/2026-10-11-enterprise-agentic-coding-survey.html内部信息化系统项目组智能体编码现状调研：梳理三个使用层次，提炼五步法最佳实践，剖析算力、模型、推理服务与智能体软件四层基础设施短板及组织瓶颈，给出三线并行推进建议。Tue, 13 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-13-cursor-plugins-marketplace-catalog.htmlhttps://wangjunjian.com/posts/2026-10-13-cursor-plugins-marketplace-catalog.html一份离线可用的 Cursor 官方插件市场总览：收录 101 个插件，涵盖 17 个核心插件与 84 个第三方集成，逐一展示每个插件的技能、智能体、规则、钩子与 MCP 服务器配置，并支持分类筛选与紧凑视图浏览。Tue, 13 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-12-rea-agentic-reverse-engineering.htmlhttps://wangjunjian.com/posts/2026-10-12-rea-agentic-reverse-engineering.html从 1513 星到 11 万星的六天里，REA 到底做了什么？本报告逐层拆开这个逆向工程 Agent 编排层的架构、16 类目标能力边界、证据强度与中美法律红线，并把星标曲线、npm 装机量、fork 比率与代码实现交叉核对，分清真实贡献与注意力泡沫。Mon, 12 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-12-rea-working-principles.htmlhttps://wangjunjian.com/posts/2026-10-12-rea-working-principles.htmlREA 6.4.0 编排层实测：36 个依赖零反编译引擎，170 个 MCP 工具零引擎下仅 18 项 target-free 可用，nib 解码得 780 节点 421 边；五元证据模型与 fail-closed 契约让结论可复核，另附三条被实测推翻的判断。Mon, 12 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-11-playwright-zhihu-publish.htmlhttps://wangjunjian.com/posts/2026-10-11-playwright-zhihu-publish.html用 Playwright 驱动系统 Chrome，把稿件自动填进知乎专栏编辑器，走通登录、进编辑器、写标题正文、存草稿全链路。复盘安装被拒、浏览器启动即崩、知乎强制登录、Draft.js 拒绝赋值四道坎，还原报错背后的根因与解法，附最小复现矩阵与实测数字。Sun, 11 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-10-generic-workflow-tool-agnostic.htmlhttps://wangjunjian.com/posts/2026-10-10-generic-workflow-tool-agnostic.html一套从三路独立分析合并实践中反向提炼的通用工作流程：三阶段七步骤、十条可复制提示词、八条铁律，不依赖任何框架与工具。实测揭示核心真相——需求覆盖满分毫无区分度，差异全部出现在需求没写的地方；「未定义点穷举」不可跳过，并给出按需求规模裁剪用法。Sat, 10 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-09-sales-framework-contract-query-spec.htmlhttps://wangjunjian.com/posts/2026-10-09-sales-framework-contract-query-spec.html三条独立 SDD 路径分别产出、再合并而成的销售框架合同信息查询规范：需求 26 项覆盖三路完全一致，6 项共识直接采纳、4 项分歧逐条裁决。是只读分组查询，以框架合同为分页单位，含 7 个筛选、16 个展示字段、4 条规则与 2 个权限点，附取证与确认清单。Fri, 09 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-08-ai-native-development-guide.htmlhttps://wangjunjian.com/posts/2026-10-08-ai-native-development-guide.html以真实项目「适老友好计算器」为案例，系统讲透基于 spec-kit 的规格驱动开发：从项目章程、功能规格、实现计划、任务分解，到一致性分析、测试驱动实现与收敛核查，完整八步流程附真实提示词、二十九个任务与九次提交记录，助零经验开发者快速上手 AI 原生开发。Thu, 08 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-08-ai-native-sdlc-expert-summary.htmlhttps://wangjunjian.com/posts/2026-10-08-ai-native-sdlc-expert-summary.html以 Anthropic 的 AI 原生 SDLC 为主线，横评 OpenSpec、spec-kit、mattpocock skills 三大规约流派，拆解计划到维护六阶段与八条元原则，并用同一个适老化计算器跑通三条路径做对照，给出落地路线与三条必避失败路径。Thu, 08 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-08-jev-ecosystem-report.htmlhttps://wangjunjian.com/posts/2026-10-08-jev-ecosystem-report.htmlJev 是 TypeSafe 推出的决策模型：它不生成文本，只对分类、选择、评分、真伪判断返回带校准概率的判定，两周便催生两百多个开源项目。本文梳理快慢分工机制，盘点浏览器操作、上下文压缩、代码审查等热门项目，对比 Open Jev 复刻路线并给出选型建议。Thu, 08 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-08-sdd-tools-comparison.htmlhttps://wangjunjian.com/posts/2026-10-08-sdd-tools-comparison.html同一作者用同一款老人计算器想法，分别以 OpenSpec、matt-skills、Spec Kit 三种规格驱动工具开发，逐行对比产物：流程文档最重达 1005 行、是最轻版本的 3.3 倍，代码只多 22%。以功能矩阵与五条洞察揭示工具如何反向塑造需求。Thu, 08 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-07-spec-kit-sdd-workflow.htmlhttps://wangjunjian.com/posts/2026-10-07-spec-kit-sdd-workflow.html以 GitHub Spec Kit 为工具底座，把「写规格→生成计划→拆任务→实现→收敛验证」变成可执行的工作流：七步核心命令、工件地图、质量护栏、宪法门禁、Bug 与想法评估两条分支，以及团队落地清单，一次讲透。Wed, 07 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-03-ai-native-rewrite-methodology.htmlhttps://wangjunjian.com/posts/2026-10-03-ai-native-rewrite-methodology.html面对 73 万行、3412 个 Java 文件的 onesystem 老系统，本文提出「这不是翻译工程，而是考古工程」的核心判断，给出建知识库、业务考古、规格重建、可对账切片、平行对账绞杀式替换五阶段路线，附 90 天计划与十大陷阱，以数字对账验证替代性。Sat, 03 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-03-ai-native-sdlc-best-practices.htmlhttps://wangjunjian.com/posts/2026-10-03-ai-native-sdlc-best-practices.html基于 onesystem 项目真实实践的 AI 原生开发全生命周期指南：讲清代码不再是瓶颈、瓶颈左右移到计划与评审的核心转变，拆解路由立项、调研共识、规格拆票、实现、双轴评审、架构深化六个阶段，附 L1/L2/L3 决策权红线与 10 条反模式改正。Sat, 03 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-02-agentic-coding-reading-list.htmlhttps://wangjunjian.com/posts/2026-10-02-agentic-coding-reading-list.html智能体编程阅读清单：精选 Anthropic、OpenAI、Cursor、Stripe 等一线团队与专家的 16 篇原作，按证据强度降序排列。含零手写百万行代码、每周 1300+ PR、成本相差 7.9 倍等硬数字，每篇附摘要与避坑提示，并给出四条上手路线。Fri, 02 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-01-ai-native-rewrite-playbook.htmlhttps://wangjunjian.com/posts/2026-10-01-ai-native-rewrite-playbook.html73万行遗留Java内管系统的AI原生重写作战手册：先过五道闸门判定路线，再以放大器定律、接缝、表征测试与规格先行推导动作，按战前护栏、代码考古、规格抽取、切片定序、七步循环、数据层与下线七阶段绞杀替换，核心是瓶颈在验收不在生成，附度量止损线与反模式清单。Thu, 01 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-01-ai-native-software-dev-reading-list.htmlhttps://wangjunjian.com/posts/2026-10-01-ai-native-software-dev-reading-list.html精选 25 篇 AI 原生软件开发阅读清单：涵盖 OpenAI、微软、亚马逊等大厂官方复盘，一线工程师手记与年度权威调研，以及美团、腾讯、阿里等国内实践。核心结论：AI 是放大器，只有重构工作流才带来阶跃提效，瓶颈已从写代码转向评审与决策，并提醒警惕理解债。Thu, 01 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-10-01-mattpocock-skills-legacy-guide.htmlhttps://wangjunjian.com/posts/2026-10-01-mattpocock-skills-legacy-guide.html为 73 万行的十年 Java 单体落地 Matt Pocock 技能包：先压缩歧义再动手，以表征测试与垂直切片建起验证能力，而非让 AI 写得更快。结合实测慢 19% 与 GitClear 两亿行证据，给出十二条核心论断、度量方法与 90 天路线图。Thu, 01 Oct 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-30-jev-trace-viewer.htmlhttps://wangjunjian.com/posts/2026-09-30-jev-trace-viewer.html一个单文件交互工具，回顾 Jev 决策追踪全过程：以苏黎世到伦敦单程机票任务为例，71 次决策中 32 次执行、39 次因指纹变化被作废，成本仅 0.011 美元。逐步展示发给模型的页面状态、元素表与投机扇出并行应答，附原始 JSON，可键盘翻页审计。Wed, 30 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-29-ai-legacy-rewrite-roadmap.htmlhttps://wangjunjian.com/posts/2026-09-29-ai-legacy-rewrite-roadmap.html以13年、73万行的自研系统为例，用十条论断戳破AI一键重写的幻觉：AI独立完成率仅约5%，大爆炸重写失败率超七成，胜负不在编码而在认知与验证。报告主张改为行为迁移，以知识图谱、决策日志、特征测试三件套打底，用影子流量验真，并给出90天路线图与十五条反模式。Tue, 29 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-29-jev-in-action-seed42.htmlhttps://wangjunjian.com/posts/2026-09-29-jev-in-action-seed42.html完整回放 Jev 俄罗斯方块对局 seed 42 的每一步决策：落子 98 块、消行 24 次、得 6614 分。页面把棋盘词化为自然语言喂给模型，逐步展示落点选择的主问题，以及策略、棋盘健康度等投机判断，并附完整输入输出日志，供逐帧细看模型每步思考与置信度。Tue, 29 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-29-jev-in-the-wild-panorama.htmlhttps://wangjunjian.com/posts/2026-09-29-jev-in-the-wild-panorama.html深读《Jev 在野》论文：发布一周内 1,865 个新仓库、305 次既有接入，合计 2,170 个公开项目、43,750 星。拆解 8 大类 18 子类、三接口与六种决策目的，点破「19.6% 项目吃掉 63.0% 星」的错配，附七个在野案例与本地实测。Tue, 29 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-29-laya-in-action.htmlhttps://wangjunjian.com/posts/2026-09-29-laya-in-action.htmlLaya 不是聊天模型，而是单次前向即返回答案与概率的类型化决策器。从安装部署到跑通客服分流、批量处理与大模型输入护栏三大场景，实测意图分类四条全对、概率超 0.92、单条约 90 毫秒；俄罗斯方块上却概率均匀如抛硬币。附五套模板与排错速查表。Tue, 29 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-29-legacy-modernization-report.htmlhttps://wangjunjian.com/posts/2026-09-29-legacy-modernization-report.html13年、73万行的Java遗留系统如何现代化？本报告断言「推倒重来」才是最大风险，正解是AI加速的绞杀者迁移：五阶段十八至三十个月路线图，用大厂案例证明AI能把理解与翻译成本压低六到九成，但最后业务规则仍须人工验证；先行为锁定再动代码，配四线考古与六道门禁。Tue, 29 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-28-high-school-luxun-essay/https://wangjunjian.com/posts/2026-09-28-high-school-luxun-essay/Mon, 28 Sep 2026 03:41:00 GMThttps://wangjunjian.com/posts/2026-09-28-laya-best-practices.htmlhttps://wangjunjian.com/posts/2026-09-28-laya-best-practices.html真机部署实录：在代理受限的苹果芯片上跑通开源决策模型 Laya，借镜像源绕过下载封锁，用零依赖协议层让页面零改动、与云端 Jev 双后端并存，热身推理仅 72 毫秒。但开箱棋力近乎随机，判别力实验锁定根因为缺语义先验，并给出三条路线与排错清单。Mon, 28 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-28-laya-why-weak.htmlhttps://wangjunjian.com/posts/2026-09-28-laya-why-weak.htmlLaya 玩俄罗斯方块只得几百分，而 Jev 能拿几万分。本文用三组受控实验分离接口与能力：即便候选只给两个、信息完整进入模型，它仍以熵 0.995 近乎抛硬币地选走最差落点。根因是 421M 编码器缺语义先验，截断只是次因，并给出微调等三条对策路径。Mon, 28 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-27-diogo-almeida-jev-interview-cards.htmlhttps://wangjunjian.com/posts/2026-09-27-diogo-almeida-jev-interview-cards.html迪奥戈·阿尔梅达在播客复盘 Jev 的发布：AI 能力虽强却进不了真实工作流，RLHF 的模式丢弃偷走校准，杨立昆论断的结论没错前提却错了。他主张让小决策取代大提示词、让代码消费模型输出、把智能装进程序，以「每美元智能」为北极星，9 张卡片读懂机器原生 AI。Sun, 27 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-26-fde-deep-research.htmlhttps://wangjunjian.com/posts/2026-09-26-fde-deep-research.html以 Palantir 一手材料拆解前置部署工程师（FDE）：它是组织机制，非岗位名，靠用毛利换护城河成立，八周逾 85 亿美元下注；纠正「95% 试点失败」误引，给出五步闭环、五阶成熟度、90 天路线与反模式，并直言行业无公认证书、中国版偏向交付标准化。Sat, 26 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-26-gaosan-modern-reading-examples.htmlhttps://wangjunjian.com/posts/2026-09-26-gaosan-modern-reading-examples.html高考现代文阅读提分示例精讲：以四道仿真例题拆解信息类文本的选择题与主观题、文学类文本的选择题与作用题，每题给出错误答法、出错原因与满分答案对照，配套逐词回原文加七类陷阱速查、主观题六分三点采分公式与作用题四维支架，附考场速查卡，看完就能照练。Sat, 26 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-26-gaosan-modern-reading-research.htmlhttps://wangjunjian.com/posts/2026-09-26-gaosan-modern-reading-research.html高三语文90分、现代文阅读几乎不得分怎么办？这份深度报告用命题文件、阅卷细则与元分析数据，拆解信息类与文学类两条失分轨道，揭示采分点可逆向工程、选择题最该先抢，给出四步精做循环、九个月三阶段路线，测算35分能从约5分提到22–26分。Sat, 26 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-25-ai-native-dev-practice-elder-calculator.htmlhttps://wangjunjian.com/posts/2026-09-25-ai-native-dev-practice-elder-calculator.html借 Claude Code 与 mattpocock-skills 开发 macOS「长辈计算器」，复盘访谈、规格、拆票、TDD、双轴评审五环节流水线：4 轮访谈落定 25 个决策点，36 条故事切为 12 张曳光弹切片，23 个测试全绿，关键在上下文工程。Fri, 25 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-24-vllm-sglang-pd-disaggregation.htmlhttps://wangjunjian.com/posts/2026-09-24-vllm-sglang-pd-disaggregation.html深度对比 vLLM 与 SGLang 两大推理引擎：显存分页与基树索引怎样管理 KV 缓存，连续批处理与前缀复用为何把显存利用率拉到九成以上；再拆解 PD 分离为何拆、怎么拆、如何定配比，指明它只提升有效吞吐与尾部延迟而非吞吐，并给出渐进落地清单与常见反模式。Thu, 24 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-23-jev-development-guide.htmlhttps://wangjunjian.com/posts/2026-09-23-jev-development-guide.html以俄罗斯方块为例的 Jev 集成开发实战：复盘 v1 逐键询问的反面教材，再拆解 v2 落点决策闭环——代码枚举合法落点、隐患转成语义词、优先级列表注入策略，实测六十秒从零消行跃升至消十二行三千零九十四分，附 CORS 代理与智能体接口清单。Wed, 23 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-23-jev-docs.htmlhttps://wangjunjian.com/posts/2026-09-23-jev-docs.htmlJev 为软件而生的结构化决策模型：不写文本，只用 RLCD 校准概率直接返回可分支、可排序、可路由的答案，延迟约 100ms，十三个问题合并比逐个便宜 12.2 倍。本篇为官方文档全站中文整理，覆盖三大原语、四大架构模式、置信度门控路由与九个已知失效模式。Wed, 23 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-22-ai-native-sdlc-workflow-guide/https://wangjunjian.com/posts/2026-09-22-ai-native-sdlc-workflow-guide/Tue, 22 Sep 2026 08:30:00 GMThttps://wangjunjian.com/posts/2026-09-22-ai-native-sdlc-workflow-guide.htmlhttps://wangjunjian.com/posts/2026-09-22-ai-native-sdlc-workflow-guide.html一份可以照着做的 AI 原生软件开发工作流实战指南。作者用 Claude Code 从零开发一款适老化计算器应用，完整走通需求访谈、规格化、拆票、测试驱动实现、双轴评审与架构演进全流程，并给出团队落地路径，附四轮二十七问、三十六条故事与七十六个测试的真实数据。Tue, 22 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-22-ai-sdlc-mattpocock-skills.htmlhttps://wangjunjian.com/posts/2026-09-22-ai-sdlc-mattpocock-skills.html以 mattpocock/skills 的 37 个技能为蓝本，完整拆解从模糊想法到可合并代码的 AI 原生开发全流程：每个环节做什么、该用哪个技能、为什么这样设计，并附可照抄的落地检查清单与技能逐条详解。Tue, 22 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-22-jev-agent-integration-report.htmlhttps://wangjunjian.com/posts/2026-09-22-jev-agent-integration-report.html深度拆解 Jev 决策模型接进智能体循环的真实收益与边界：官方称快至 200 倍，社区实测端到端仅提速 25%，因决策仅占流程 53%。报告归纳四种集成模式与决策树，讲清置信度门控、模型路由等实践，点明上下文压缩是唯一硬失败案例，并附落地清单与本地化复现方案。Tue, 22 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-22-jev-opensource-projects.htmlhttps://wangjunjian.com/posts/2026-09-22-jev-opensource-projects.html「Jev」发布一周，GitHub 便长出一个开源生态。本文经接口核实盘点 20 个最火项目：头部网页智能体拿下 1.7 万星，另有语音控制浏览器、本地复现与我的世界通关案例，按决策层、开发工具、资源清单、开源复现四大生态位分类，并警示全部未经生产验证。Tue, 22 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-22-jev-ultrafast-results.htmlhttps://wangjunjian.com/posts/2026-09-22-jev-ultrafast-results.html实测超快浏览器智能体：离线契约测试全过，无需密钥即跑通决策循环；接入真实浏览器后三次运行定位过期日期根因，第三次以 $0.0114 成本完成苏黎世到伦敦航班任务，7/7 独立校验全过。报告拆解投机扇出机制、56% 决策过期率与延迟差距，并附三层可审计日志。Tue, 22 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-21-ai-native-sdlc.htmlhttps://wangjunjian.com/posts/2026-09-21-ai-native-sdlc.html以 mattpocock/skills 技能库为蓝本，梳理AI原生软件开发生命周期的完整实践：先剖析它反对的四类失败模式与设计哲学，再走通从想法拷问、原型验证、规格化、拆票到实现与双轴评审的完整环节，并附上三条汇入通道与上下文卫生等要点，附录逐一详解全部技能。Mon, 21 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-21-company-sdd-skillset-plan.htmlhttps://wangjunjian.com/posts/2026-09-21-company-sdd-skillset-plan.html公司规格驱动开发技能集定制方案：以可组合技能三层架构为骨架，借鉴差异增量防漂移机制与宪法门禁，并注入自研 AI 设计流水线实践，覆盖需求拷问至归档全链路。正文含三大工具源码级对比、裁剪清单、新增技能设计、质量门与治理不变量、人机分工及三阶段落地路线图。Mon, 21 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-20-html-to-design-research.htmlhttps://wangjunjian.com/posts/2026-09-20-html-to-design-research.html深度拆解 Figma 网页转设计插件：它能将任意网页编译成完全可编辑的设计图层，已坐拥两百万用户与社区点赞第一，核心引擎被收购。报告讲清转换管线与质量分层、云端和扩展双通道的隐私代价、MCP 与 AI 工作流闭环、定价与竞品选型，并附风险清单与结论建议。Sun, 20 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-19-ai-native-design-pipeline/https://wangjunjian.com/posts/2026-09-19-ai-native-design-pipeline/Sat, 19 Sep 2026 06:00:00 GMThttps://wangjunjian.com/posts/2026-09-19-ai-native-design-pipeline.htmlhttps://wangjunjian.com/posts/2026-09-19-ai-native-design-pipeline.htmlAI 原生设计流水线实战：把设计事实源从 Figma 上移到可 diff 可 lint 的 DESIGN.md，按四阶段完成规范提炼、HTML 高保真原型、导入 Figma 与代码对齐，并给出设计治理、工具链配置、六个真实踩坑、人机分工与落地检查清单。Sat, 19 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-19-jiaodong-pastry-shop-research.htmlhttps://wangjunjian.com/posts/2026-09-19-jiaodong-pastry-shop-research.html胶东喜饼开店深度研究：以乳山媳妇饼为样本，讲文化源流、烘焙大盘与区域缝隙，给出「无水」配方10:4:1.6:2.5、设备2万起预算与山东办证路径，测算单饼成本约1.6元、日保本80～120个，借文登花饽饽5亿产业验证三层产品线与90天冷启动，附风险反模式清单。Sat, 19 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-18-ai-native-sdlc-practice/https://wangjunjian.com/posts/2026-09-18-ai-native-sdlc-practice/Fri, 18 Sep 2026 13:30:00 GMThttps://wangjunjian.com/posts/2026-09-18-smart-zone/https://wangjunjian.com/posts/2026-09-18-smart-zone/Fri, 18 Sep 2026 05:07:00 GMThttps://wangjunjian.com/posts/2026-09-18-ai-native-sdlc-practice.htmlhttps://wangjunjian.com/posts/2026-09-18-ai-native-sdlc-practice.html用 Claude 技能集从零开发「长辈计算器」，完整拆解 AI 原生开发流水线：需求访谈逐轮实时落盘、测试接缝先行、曳光弹式垂直切票、红绿循环与双轴代码评审。36 条用户故事拆成 12 张票，23 个行为测试全绿，共识归文件系统而非对话，并复盘关键踩坑。Fri, 18 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-18-mattpocock-skills-ai-native-sdlc.htmlhttps://wangjunjian.com/posts/2026-09-18-mattpocock-skills-ai-native-sdlc.html深度解构 mattpocock/skills：37 个技能、25 个晋升、两条调用轴，把软件工程基本功编码成可复用指令。还原 15 相位 AI 原生 SDLC 主链路，剖析上下文经济学、前置词、反馈环与深模块。核心三句：先造反馈环、定准语言、把上下文当钱花。Fri, 18 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-18-smart-zone-research.htmlhttps://wangjunjian.com/posts/2026-09-18-smart-zone-research.html「Smart Zone」是经验还是实证？本报告拆成能力、行为、经济三条边界，用受控实验与厂商数据证明：编程助手拐点早在 32K，顶级模型从 96% 跌到 15%；并横评七款助手策略与反模式。核心结论是它并非使用上限，而应留出余量，真瓶颈已从容量转向信号密度。Fri, 18 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-17-ai-sdlc-matt-pocock-skills/https://wangjunjian.com/posts/2026-09-17-ai-sdlc-matt-pocock-skills/Thu, 17 Sep 2026 10:53:00 GMThttps://wangjunjian.com/posts/2026-09-17-okf-knowledge-base-guide.htmlhttps://wangjunjian.com/posts/2026-09-17-okf-knowledge-base-guide.html逐行研读 okf-knowledge-base 源码：它如何把任意仓库、数据集或系统，沉淀成 OKF v0.2 规范的 markdown 知识库。含六步工作流、校验器与图谱渲染机制，以塔防小游戏跑通：21 篇文档、22 节点 8 条边、488KB 离线图谱。Thu, 17 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-16-docs-as-code/https://wangjunjian.com/posts/2026-09-16-docs-as-code/Wed, 16 Sep 2026 10:56:00 GMThttps://wangjunjian.com/posts/2026-09-16-docs-as-code-report.htmlhttps://wangjunjian.com/posts/2026-09-16-docs-as-code-report.html把文档当作代码来写、审、测、发，究竟意味着什么？这份深度研究提出 8 条可证伪论断，用 5 条判据界定范式，量化文档债年化成本约 400 工程师小时、其中重复提问占六成，并梳理持续集成里四条可验证门禁、结构化写作、证据分级、反模式清单与 90 天落地路线。Wed, 16 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-15-ai-native-sdlc-playbook-deep-dive.htmlhttps://wangjunjian.com/posts/2026-09-15-ai-native-sdlc-playbook-deep-dive.html深度解读《AI-Native SDLC》：当编码提速十倍，传统研发流程为何全面失效。全文以工件链、控制分层、人从环内移到环上三条主线，拆解六阶段 12 个 play 的落地内核，给出按依赖排序的五波采用路线图、遗留系统共存模式与领先滞后度量总表。Tue, 15 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-15-dtcg-spec-deep-research.htmlhttps://wangjunjian.com/posts/2026-09-15-dtcg-spec-deep-research.html设计令牌规范十年演化：从2014年命名到2025年10月首个稳定版，精读格式、颜色、解析器三大模块与判定规则、基本组合类型、引用继承、主题化与广色域升级，揭示九成团队已定义令牌却仅四成有自动化管线、同步仅5%的治理鸿沟，附九十天路线与智能体时代反模式。Tue, 15 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-15-mattpocock-skills-workflow.htmlhttps://wangjunjian.com/posts/2026-09-15-mattpocock-skills-workflow.html基于对 mattpocock/skills 仓库的真实阅读，面向初次上手的工程师：讲清「反流程」立场与四类 AI 编码失败模式，拆解两类 skill 的调用规则，并给出从安装配置到把「想法 → 规格 → 工单 → 实现 → 验证 → 评审」串成工作流的路径。Tue, 15 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-15-open-knowledge-format-usage-guide.htmlhttps://wangjunjian.com/posts/2026-09-15-open-knowledge-format-usage-guide.html全面解读 OKF v0.2 规范：目录树加 Markdown 构建 Agent 可读知识库，覆盖 Bundle 结构、信任与来源字段、Attested Computation、Reference Agent 双 pass 原理与六大使用场景。Tue, 15 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-15-openspec-workflow.htmlhttps://wangjunjian.com/posts/2026-09-15-openspec-workflow.html面向没用过 OpenSpec 的工程师，基于对官方仓库的真实阅读，讲清规范驱动开发的核心：用增量规格取代一次性文档、用随时可做的动作取代线性阶段，并完整梳理安装初始化与探索、提案、实现、同步、归档闭环，附中文实战实例、四大工件格式与八条常见坑。Tue, 15 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-15-sdd-tools-vs-ai-native-sdlc-stages.htmlhttps://wangjunjian.com/posts/2026-09-15-sdd-tools-vs-ai-native-sdlc-stages.html从原生研发手册的线与环、依赖图出发，逐环节对比 Spec Kit、OpenSpec、mattpocock 三款规格驱动工具在意图、设计、构建、测试、部署、维护上的覆盖强弱，并给出整体覆盖评分与落地组合策略：部署审批、评测回归与生产闭环是三者共同空白。Tue, 15 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-15-spec-kit-workflow.htmlhttps://wangjunjian.com/posts/2026-09-15-spec-kit-workflow.html一文吃透 GitHub Spec Kit：从规范即源码的权力反转与项目宪法门禁讲起，覆盖 specify CLI 安装初始化、九步命令链逐一拆解、扩展与模板定制，配中文示例与常见坑，再对照 AI 原生 SDLC 工件链给出速查表，助你从零上手规范驱动开发。Tue, 15 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-14-simon-willison-agentic-engineering-patterns/https://wangjunjian.com/posts/2026-09-14-simon-willison-agentic-engineering-patterns/Mon, 14 Sep 2026 12:30:00 GMThttps://wangjunjian.com/posts/2026-09-13-ai-native-sdlc-playbook.htmlhttps://wangjunjian.com/posts/2026-09-13-ai-native-sdlc-playbook.html逐节点拆解 Anthropic《The AI-Native SDLC Playbook》：六阶段闭环、工件驱动的自动交接、skill 与 hook 双层控制、成对度量，附 11 张手绘 SVG 结构图与反模式清单。Sun, 13 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-12-mattpocock-skills/https://wangjunjian.com/posts/2026-09-12-mattpocock-skills/Sat, 12 Sep 2026 01:12:00 GMThttps://wangjunjian.com/posts/2026-09-11-elder-friendly-calculator-openspec/https://wangjunjian.com/posts/2026-09-11-elder-friendly-calculator-openspec/Fri, 11 Sep 2026 06:44:00 GMThttps://wangjunjian.com/posts/2026-09-09-automator-compress-videos/https://wangjunjian.com/posts/2026-09-09-automator-compress-videos/Wed, 09 Sep 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-09-09-workbuddy-expert-dev-spec/https://wangjunjian.com/posts/2026-09-09-workbuddy-expert-dev-spec/Wed, 09 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-09-autoresearch-architecture.htmlhttps://wangjunjian.com/posts/2026-09-09-autoresearch-architecture.html这张可交互架构图拆解 autoresearch 运行时：AI 智能体在单卡 GPU 上自主改写 train.py、每次跑 5 分钟实验，评测底座只读守真值，并附固定协议、信任边界、外部依赖与导出分享能力。Wed, 09 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-08-workbuddy-expert-vs-expert-team-skeleton/https://wangjunjian.com/posts/2026-09-08-workbuddy-expert-vs-expert-team-skeleton/Tue, 08 Sep 2026 14:48:00 GMThttps://wangjunjian.com/posts/2026-09-08-workbuddy-expert-mechanism/https://wangjunjian.com/posts/2026-09-08-workbuddy-expert-mechanism/Tue, 08 Sep 2026 03:44:00 GMThttps://wangjunjian.com/posts/2026-09-08-workbuddy-expert-mechanism.htmlhttps://wangjunjian.com/posts/2026-09-08-workbuddy-expert-mechanism.html「完整拆解 WorkBuddy 专家与专家团机制：从 plugin.json 元数据、七步生命周期，到主理人主导的星型协作拓扑、身份覆盖与团队命名规范，并给出可移植到自建智能体的最小落地骨架与避坑清单」Tue, 08 Sep 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-09-07-the-ai-native-sdlc-playbook/https://wangjunjian.com/posts/2026-09-07-the-ai-native-sdlc-playbook/Mon, 07 Sep 2026 09:30:00 GMThttps://wangjunjian.com/posts/2026-09-07-sdd-3-tools/https://wangjunjian.com/posts/2026-09-07-sdd-3-tools/Mon, 07 Sep 2026 08:41:00 GMThttps://wangjunjian.com/posts/2026-09-06-ai-coding-paradigms-2026/https://wangjunjian.com/posts/2026-09-06-ai-coding-paradigms-2026/Sun, 06 Sep 2026 12:24:00 GMThttps://wangjunjian.com/posts/2026-09-05-spec-driven-development/https://wangjunjian.com/posts/2026-09-05-spec-driven-development/Sat, 05 Sep 2026 01:40:00 GMThttps://wangjunjian.com/posts/2026-09-04-how-to-write-agents-md-for-ai-coding/https://wangjunjian.com/posts/2026-09-04-how-to-write-agents-md-for-ai-coding/Fri, 04 Sep 2026 01:42:00 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即时背景移除（Instant Background Remove）：基于 AI 分割模…Fri, 03 Jul 2026 18:45:00 GMThttps://wangjunjian.com/posts/2026-07-03-ai-weekly/https://wangjunjian.com/posts/2026-07-03-ai-weekly/大模型密集发布、AI 资本化进入 IPO 密集窗口、人形机器人消费市场破冰——三大主线交汇，AI 产业从能力竞赛进入商业化深水区。Fri, 03 Jul 2026 15:22:00 GMThttps://wangjunjian.com/posts/2026-07-03-ai-eco-lab-workflow/https://wangjunjian.com/posts/2026-07-03-ai-eco-lab-workflow/Fri, 03 Jul 2026 13:42:00 GMThttps://wangjunjian.com/posts/2026-07-01-intelligent-customer-service/https://wangjunjian.com/posts/2026-07-01-intelligent-customer-service/Wed, 01 Jul 2026 07:00:00 GMThttps://wangjunjian.com/posts/2026-06-30-paper-skvm/https://wangjunjian.com/posts/2026-06-30-paper-skvm/Mon, 29 Jun 2026 16:24:00 GMThttps://wangjunjian.com/posts/2026-06-30-dspark-dflash-eagle3/https://wangjunjian.com/posts/2026-06-30-dspark-dflash-eagle3/Mon, 29 Jun 2026 16:00:00 GMThttps://wangjunjian.com/posts/2026-06-29-deepspec-qwen3-dspark/https://wangjunjian.com/posts/2026-06-29-deepspec-qwen3-dspark/Mon, 29 Jun 2026 14:55:00 GMThttps://wangjunjian.com/posts/2026-06-29-release-reader/https://wangjunjian.com/posts/2026-06-29-release-reader/朗读者是什么 朗读者（Long Reader）是一款基于 Web Speech API 的纯前端长文朗读工具。它采用左侧编辑设置、右侧沉浸阅读的布局，支持中英文长文本逐句朗读，无需上传、无需后端，所有文本处理与语音合成都在浏览器本地完成。 核心功能 本地朗读：文本不离开浏览器，无上传、无服务端、保护隐私。 自动分句：按中英文标点自动切分长文，避免单条语音过长被截断。 逐句高亮：朗读时当前句高亮显示…Mon, 29 Jun 2026 14:15:00 GMThttps://wangjunjian.com/posts/2026-06-29-paper-dspark/https://wangjunjian.com/posts/2026-06-29-paper-dspark/Mon, 29 Jun 2026 10:48:00 GMThttps://wangjunjian.com/posts/2026-06-28-stitch/https://wangjunjian.com/posts/2026-06-28-stitch/Sun, 28 Jun 2026 13:24:00 GMThttps://wangjunjian.com/posts/2026-06-28-design-spec/https://wangjunjian.com/posts/2026-06-28-design-spec/Sun, 28 Jun 2026 11:56:00 GMThttps://wangjunjian.com/posts/2026-06-28-link-design/https://wangjunjian.com/posts/2026-06-28-link-design/要更好地理解 DESIGN.md 这个技术，你可以将其核心定位为：“专门给 AI 编码助手（AI Coding Agents）阅读的‘UI/UX 说明书’或‘设计系统提示词（System Prompt）’”。 以下是帮助你深度、立体理解这项技术的 5 个关键维度： 1. 理解它的核心痛点：为什么需要它？ 在 DESIGN.Sun, 28 Jun 2026 09:59:00 GMThttps://wangjunjian.com/posts/2026-06-28-design/https://wangjunjian.com/posts/2026-06-28-design/Sun, 28 Jun 2026 08:59:00 GMThttps://wangjunjian.com/posts/2026-06-28-link-dspark/https://wangjunjian.com/posts/2026-06-28-link-dspark/这篇研究论文介绍了 DSpark，一个由北京大学和 DeepSeek-AI 联合开发的投机采样（Speculative Decoding）大模型推理加速框架。以下是该论文的核心要点总结： 核心痛点 传统的投机采样在提高大模型推理速度上面临两个瓶颈： 生成质量退化（后缀衰减）： 并行草稿模型（如 DFlash）虽然生成速度快，但因为各 Token 独立预测，缺乏前后依赖关系，容易产生语义冲突（多模态…Sun, 28 Jun 2026 02:09:00 GMThttps://wangjunjian.com/posts/2026-06-27-deepseek-dspark/https://wangjunjian.com/posts/2026-06-27-deepseek-dspark/Sat, 27 Jun 2026 13:19:00 GMThttps://wangjunjian.com/posts/2026-06-27-link-skvm/https://wangjunjian.com/posts/2026-06-27-link-skvm/一句话概括 把 Skill 当作"代码"、把 LLM 当作"异构处理器"，借鉴传统编译器（AOT + JIT）设计思想，首次为 LLM Agent 的 Skill 构建了跨模型、跨平台的编译与运行时系统。 一、核心问题：Skill 的"可移植性危机" 当前 Agent 把 Skill 当作原始文本直接塞给模型，导致同一 Skill 在不同…Sat, 27 Jun 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-06-27-link-mineru/https://wangjunjian.com/posts/2026-06-27-link-mineru/MinerU 是 OpenDataLab 开源的一款高精度文档解析引擎，能把 PDF、DOCX、PPTX、XLSX、图片和网页转换成结构化的 Markdown 或 JSON，方便下游 LLM、RAG 和 Agent 工作流直接消费。 What｜是什么 MinerU 的定位是“为 LLM 准备数据”的文档解析基础设施。它支持多种输入格式，输出则强调人类阅读顺序和语义结构：Sat, 27 Jun 2026 01:09:57 GMThttps://wangjunjian.com/posts/2026-06-26-link-excalidraw/https://wangjunjian.com/posts/2026-06-26-link-excalidraw/Excalidraw 是一款广受欢迎的开源虚拟白板工具，主打“手绘风格”的图表绘制体验。它让用户在数字画布上画出看起来像随手涂鸦、却又结构清晰的示意图，既保留了手绘的自然感，又具备现代协作工具的便利。 其核心定位可以概括为以下几个方面： 1. 产品核心能力 手绘风格画布：无限画布 + 手绘质感线条，默认的“潦草”风格让技术图表少了些冰冷，多了些亲和力。 实时多人协作：支持多人同时编辑，并通过端到端…Fri, 26 Jun 2026 13:18:06 GMThttps://wangjunjian.com/posts/2026-06-26-ai-weekly/https://wangjunjian.com/posts/2026-06-26-ai-weekly/本周 AI 行业围绕 Google 核心人才流失、OpenAI 网络安全模型、SpaceX 算力扩张与中美 AI 出口管制反制四条主线展开。Fri, 26 Jun 2026 11:19:00 GMThttps://wangjunjian.com/posts/2026-06-25-release-online-translator/https://wangjunjian.com/posts/2026-06-25-release-online-translator/免费在线翻译工具是什么 免费在线翻译工具是一款纯前端的浏览器翻译工具，支持 MyMemory、Lingva、LibreTranslate 三种翻译源，无需注册、无需 API Key 即可使用。它采用左右分屏设计，输入内容后会实时翻译，并支持基于 Web Speech API 的本地语音朗读。所有设置与偏好都保存在浏览器本地，文本不会上传至任何服务端。 核心功能 多翻译源可选：支持 MyMemory…Thu, 25 Jun 2026 14:36:00 GMThttps://wangjunjian.com/posts/2026-06-24-browser-tts-experience/https://wangjunjian.com/posts/2026-06-24-browser-tts-experience/浏览器原生语音合成（TTS）开发经验 最近先后在站点上线了两个纯前端的朗读工具：Read Aloud 和 智能朗读阅读器。两者都基于浏览器的 Web Speech API 实现，没有后端、没有上传、没有第三方语音服务。开发过程中踩了一些坑，也积累了一些可复用的经验，记录如下。 一、Web Speech API 基础 浏览器 TTS 的入口非常简洁：Wed, 24 Jun 2026 14:45:00 GMThttps://wangjunjian.com/posts/2026-06-24-release-reading-companion/https://wangjunjian.com/posts/2026-06-24-release-reading-companion/智能朗读阅读器是什么 智能朗读阅读器是一款基于 Web Speech API 的纯前端朗读工具。它采用左右分屏设计：左侧为阅读区，右侧为可折叠编辑区，适合朗读中文小说、英文范文、演讲稿等长文本。所有文本处理与语音合成都在浏览器本地完成，无需上传、无需后端。 核心功能 左右分屏阅读：左侧阅读区、右侧可折叠编辑区，加载大文本后阅读区独立滚动，页面不再被撑高。 自动分句与高亮：按中英文标点自动切分长文，…Wed, 24 Jun 2026 13:36:00 GMThttps://wangjunjian.com/posts/2026-06-23-jiuwenswarm-architecture-analysis/https://wangjunjian.com/posts/2026-06-23-jiuwenswarm-architecture-analysis/Tue, 23 Jun 2026 15:59:00 GMThttps://wangjunjian.com/posts/2026-06-23-release-english-words/https://wangjunjian.com/posts/2026-06-23-release-english-words/高中英语3500词是什么 高中英语3500词是一款纯前端、无需安装的浏览器背单词工具。它内置高考核心词汇，采用卡片式记忆设计，支持释义隐藏、朗读、收藏标记和进度统计，所有学习状态都保存在浏览器本地。 核心功能 内置高考词汇库：覆盖高中英语 3500 核心词，打开即用，无需上传词表。 卡片式记忆：大字显示单词，点击卡片或按空格即可显示/隐藏中文释义。 顺序与随机模式：支持顺序背诵和随机抽词，一键切换…Tue, 23 Jun 2026 15:15:00 GMThttps://wangjunjian.com/posts/2026-06-23-release-read-aloud/https://wangjunjian.com/posts/2026-06-23-release-read-aloud/Read Aloud 是什么 Read Aloud 是一款纯前端、无需上传文本的浏览器朗读工具。它基于 Web Speech API 实现，全部文本处理与语音合成都在本地完成，适合朗读英文范文、中文小说、演讲稿、技术文档等长文本。 核心功能 本地朗读：文本不离开浏览器，无上传、无服务端、保护隐私。 自动分句：按段落和标点自动切分长文，避免单次文本过长被浏览器截断。 当前句高亮：朗读时文本区切换为阅…Tue, 23 Jun 2026 14:10:00 GMThttps://wangjunjian.com/posts/2026-06-23-release-minimalist-long-text-reader/https://wangjunjian.com/posts/2026-06-23-release-minimalist-long-text-reader/极简长文朗读器是什么 极简长文朗读器是一款基于浏览器 Web Speech API 的本地文本朗读工具。它采用左右分屏的极简设计：左侧输入文本，右侧实时生成可朗读的阅读视图，全部处理都在浏览器内完成，无需上传、无需后端。 核心功能 左右分屏实时同步：左侧编辑文本，右侧阅读视图即时解析渲染，边写边读。 中英文智能识别：自动判断文本为中文还是英文，也可手动选择语种。 按句高亮：朗读时当前句子以黄色高亮…Tue, 23 Jun 2026 12:50:00 GMThttps://wangjunjian.com/posts/2026-06-22-release-clipboard-backup/https://wangjunjian.com/posts/2026-06-22-release-clipboard-backup/剪贴板备份是什么 剪贴板备份是一款纯前端、无需后端的浏览器剪贴板历史管理工具。它支持保存文本、HTML、RTF、图片等多种剪贴板格式，利用浏览器 IndexedDB 本地持久化存储，随时恢复或下载历史内容。 核心功能 多格式剪贴板捕获：支持保存文本、HTML、RTF、URL 列表、PNG / JPEG / GIF / WebP 图片等多种剪贴板格式。 本地持久化存储：所有备份数据通过 Indexe…Mon, 22 Jun 2026 15:35:00 GMThttps://wangjunjian.com/posts/2026-06-22-release-svg-renderer/https://wangjunjian.com/posts/2026-06-22-release-svg-renderer/SVG 渲染器是什么 SVG 渲染器是一款纯前端的在线 SVG 预览工具。它支持粘贴 SVG 代码或从 URL 加载 SVG 文件，右侧实时渲染预览，全部处理都在浏览器内完成，无需上传、无需后端。 核心功能 双模式输入：支持直接粘贴 SVG 代码，或输入 URL 从网络加载 SVG 文件。 实时预览：左侧编辑或粘贴代码，右侧即时渲染 SVG 图形，所见即所得。 安全沙箱渲染：使用 DOMPurif…Mon, 22 Jun 2026 15:24:00 GMThttps://wangjunjian.com/posts/2026-06-22-release-dot/https://wangjunjian.com/posts/2026-06-22-release-dot/DOT 文件渲染器是什么 DOT 文件渲染器是一款纯前端的在线 Graphviz 图形预览工具。只需在浏览器中粘贴 DOT 语言描述的图结构代码，即可实时渲染为有向图或无向图 SVG，支持通过 URL 片段直接分享图形代码，无需安装任何本地软件。 核心功能 实时渲染：输入 DOT 代码后自动防抖渲染，500ms 内即时出图。 URL 分享：图形代码自动编码到 URL 片段中，复制链接即可分享完整图…Mon, 22 Jun 2026 14:45:00 GMThttps://wangjunjian.com/posts/2026-06-22-release-render-markdown/https://wangjunjian.com/posts/2026-06-22-release-render-markdown/Markdown 渲染器是什么 Markdown 渲染器是一款纯前端的在线 Markdown 转 HTML 工具。它调用 GitHub Markdown API 进行渲染，支持 GitHub Flavored Markdown (GFM) 标准，输出干净的 HTML 代码和实时预览，无需安装任何软件，打开浏览器即可使用。 核心功能 GitHub API 渲染：调用 GitHub 官方 Markdo…Mon, 22 Jun 2026 14:45:00 GMThttps://wangjunjian.com/posts/2026-06-22-release-qr-code-decoder/https://wangjunjian.com/posts/2026-06-22-release-qr-code-decoder/二维码识别器是什么 二维码识别器是一款纯前端在线 QR 码识别工具，基于 jsQR 库实现。它支持图片上传、拖拽、剪贴板粘贴以及摄像头实时扫码四种方式，所有图片处理均在浏览器本地完成，不会上传到任何服务器，保护隐私安全。 核心功能 图片上传识别：点击或拖拽图片文件到识别区域，即可自动解析二维码内容。 剪贴板粘贴识别：直接按 Ctrl / ⌘ + V 粘贴剪贴板中的图片，无需先保存文件。 摄像头实时…Mon, 22 Jun 2026 12:53:00 GMThttps://wangjunjian.com/posts/2026-06-22-release-qr-code-generator/https://wangjunjian.com/posts/2026-06-22-release-qr-code-generator/二维码生成器是什么 一款纯前端在线二维码生成工具，支持为网址、文本和 WiFi 网络创建可扫描的二维码，可自定义样式、尺寸与颜色，并直接下载 PNG 图片。 核心功能 双模式生成：支持「网址 / 文本」和「WiFi 网络」两种二维码类型，一键切换 WiFi 二维码：输入 SSID、密码、选择加密方式（WPA/WEP/无），支持隐藏网络，手机扫码即可自动连接 自定义样式：提供「方块」和「流体」两种视…Mon, 22 Jun 2026 11:24:00 GMThttps://wangjunjian.com/posts/2026-06-22-release-word-memory/https://wangjunjian.com/posts/2026-06-22-release-word-memory/高中英语词汇速记是什么 高中英语词汇速记是一款纯前端浏览器背单词工具，专为高考英语词汇复习设计。它采用卡片式翻转记忆，支持单词搜索、朗读、已会/未会标记、随机顺序和进度统计，所有学习状态保存在浏览器本地，无需安装、无需上传。 核心功能 内置高考词汇库：覆盖高中英语核心词汇，打开即用。 卡片式记忆：大字显示单词，点击或按 H 键显示/隐藏中文释义。 搜索跳转：顶部搜索框支持按英文单词或中文释义快速定…Mon, 22 Jun 2026 10:49:00 GMThttps://wangjunjian.com/posts/2026-06-21-release-minesweeper/https://wangjunjian.com/posts/2026-06-21-release-minesweeper/扫雷是什么 扫雷是一款经典的浏览器本地益智游戏。无需下载安装，打开网页即可游玩，支持简单、中等、困难三种难度，同时适配桌面端与移动端操作。 核心功能 三种难度可选：简单（9×9，10 颗雷）、中等（16×16，40 颗雷）、困难（30×16，99 颗雷），一键切换。 首次点击保护：第一次点击永远不会踩到雷，确保开局安全。 自动展开空区：翻开无雷的空白格子时，自动级联展开周围相邻区域。 插旗标记：支…Sun, 21 Jun 2026 15:11:00 GMThttps://wangjunjian.com/posts/2026-06-21-link-simon-willison-weblog/https://wangjunjian.com/posts/2026-06-21-link-simon-willison-weblog/Simon Willison's Weblog 是开源社区和 AI 工程领域极具影响力的个人技术博客。它的创办者 Simon Willison 是著名的 Python Web 框架 Django 的联合创始人之一，同时也是开源数据分析工具 Datasette 的作者。 该网站在当前的 AI 和软件工程生态中具有风向标式的地位，其核心内容和特点可以概括为以下几个方面： 1. 核心技术关注点Sun, 21 Jun 2026 14:56:00 GMThttps://wangjunjian.com/posts/2026-06-21-release-tank-game/https://wangjunjian.com/posts/2026-06-21-release-tank-game/坦克大战是什么 坦克大战是一款纯前端运行的经典坦克射击游戏，基于 HTML5 Canvas 构建。玩家控制坦克消灭所有敌人、保护基地，采用关卡制推进，每关敌人数量和强度逐渐增加，支持道具收集和丰富的自定义配置。 核心功能 经典关卡制玩法：消灭所有敌人即可进入下一关，每关难度递增。 6 种道具系统：生命+1、火力提升（散射穿甲弹）、速度提升、护盾、炸弹（全屏清敌）、冻结敌人。 完整音效系统：基于 W…Sun, 21 Jun 2026 08:28:00 GMThttps://wangjunjian.com/posts/2026-06-21-note-qr-code/https://wangjunjian.com/posts/2026-06-21-note-qr-code/调试二维码识别与生成工具的几点经验 下午折腾了两个纯前端二维码工具：一个识别器、一个生成器。记录下调试过程中踩过的几个坑，免得以后重复踩。 1. 中文二维码识别出来是空的 用的是 jsQR。识别英文二维码没问题，但中文二维码识别结果直接为空。 查了下，jsQR 返回的对象里有两个字段： code.data：legacy 字符串，对多字节字符支持不好 code.binaryData：原始字节数组Sun, 21 Jun 2026 05:30:00 GMThttps://wangjunjian.com/posts/2026-06-21-release-json-prettifier/https://wangjunjian.com/posts/2026-06-21-release-json-prettifier/JSON 格式化 / 压缩 是什么 JSON 格式化 / 压缩是一款纯前端在线 JSON 处理工具，无需联网、无需上传数据，所有操作均在浏览器本地完成。支持格式化、压缩、转义与去转义，适合开发者在日常工作中快速处理 JSON 数据。 核心功能 格式化：将压缩的 JSON 文本一键展开为带缩进的可读格式，便于查看与调试。 压缩：去除 JSON 中所有不必要的空格与换行，生成最小体积的 JSON 字符…Sun, 21 Jun 2026 02:22:00 GMThttps://wangjunjian.com/posts/2026-06-20-release-simon-willison-blog-analysis/https://wangjunjian.com/posts/2026-06-20-release-simon-willison-blog-analysis/User: 研究这个网站设计的风格和功能：https://simonwillison.net/ 这里有许多不同类型的内容（如Link、TIL、Tool、Entries、Quotes、Notes、Guides等），它是如何融合到一起的。 https://wangjunjian.com/ 是我的博客，我想参考一下。 Kimi: 让我先浏览这两个网站，了解它们的设计风格和内容组织方式。 我已经仔细浏览了…Sat, 20 Jun 2026 08:00:00 GMThttps://wangjunjian.com/posts/2026-06-19-ai-weekly/https://wangjunjian.com/posts/2026-06-19-ai-weekly/本周 AI 行业在开源模型、巨额并购、出口管制与智能体安全四条主线上同时发力。Thu, 18 Jun 2026 16:00:00 GMThttps://wangjunjian.com/posts/2026-06-17-open-knowledge-format-0.1/https://wangjunjian.com/posts/2026-06-17-open-knowledge-format-0.1/Wed, 17 Jun 2026 03:00:00 GMThttps://wangjunjian.com/posts/2026-06-17-kilo-code-ai-code-gen-rate-attribution-system-design/https://wangjunjian.com/posts/2026-06-17-kilo-code-ai-code-gen-rate-attribution-system-design/Tue, 16 Jun 2026 22:00:00 GMThttps://wangjunjian.com/posts/2026-06-16-quote-georgi-gerganov/https://wangjunjian.com/posts/2026-06-16-quote-georgi-gerganov/我可以 100% 证实，Qwen3.6-27B 在处理编程任务时是一款非常出色的本地模型。在过去的一个半月里，我几乎每天都在使用它，要么是在我的 M2 Ultra 上，要么是在我的 RTX 5090 电脑上。我用它来处理 ggml-org 中一些简单乏味的日常任务——没什么特别惊艳的，但对一个维护者来说绝对是个实用的工具。我想如果我不用把大量时间花在审查 PR（拉取请求）上的话，我使用它的频率还会…Tue, 16 Jun 2026 08:04:00 GMThttps://wangjunjian.com/posts/2026-06-13-release-spacex/https://wangjunjian.com/posts/2026-06-13-release-spacex/SpaceX S-1 招股说明书数据可视化网站 这是一个使用 Kimi 网站 基于 SpaceX S-1 招股说明书 和 SpaceX 官方网 制作的网站，以视觉化的方式展示了据称提取自 SpaceX 于 2026 年 5 月 20 日向 SEC 提交的 S-1 注册声明的数据。整体风格偏向科幻和未来感，配有 AI 生成的航天主题图片。 网站内容可以分为以下几个主要板块：Sat, 13 Jun 2026 03:00:00 GMThttps://wangjunjian.com/posts/2026-06-10-audio2sub/https://wangjunjian.com/posts/2026-06-10-audio2sub/Wed, 10 Jun 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-06-09-quote-andrej-karpathy/https://wangjunjian.com/posts/2026-06-09-quote-andrej-karpathy/随着可用的软件越来越像拧开水龙头一样唾手可得，我感到很多事情都在发生变化。杰文斯悖论开始显现，我对软件的需求也在大幅增长。你可以要求任何东西——解释器、可视化工具、仪表盘、定制的单次使用应用……你可以把测试套件扩大 10 倍，自动优化代码，运行大型研究项目并用自定义 HTML 展示结果，什么都可以！《黑客帝国》里说的「解放你的思想」。来源: Simon Willison 的网络日志Tue, 09 Jun 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-06-07-general-high-school-vocabulary-2025/https://wangjunjian.com/posts/2026-06-07-general-high-school-vocabulary-2025/Sun, 07 Jun 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-06-07-coding-assistant-contribution-ratio-design/https://wangjunjian.com/posts/2026-06-07-coding-assistant-contribution-ratio-design/Sat, 06 Jun 2026 22:00:00 GMThttps://wangjunjian.com/posts/2026-06-06-k-shingle-text-deduplication-anti-tampering-guide/https://wangjunjian.com/posts/2026-06-06-k-shingle-text-deduplication-anti-tampering-guide/Sat, 06 Jun 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-06-06-jaccard-minhash-text-similarity-guide/https://wangjunjian.com/posts/2026-06-06-jaccard-minhash-text-similarity-guide/Sat, 06 Jun 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-06-04-edge-litert-lm-gemma4/https://wangjunjian.com/posts/2026-06-04-edge-litert-lm-gemma4/Thu, 04 Jun 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-06-03-agent-era-coevolution-and-compute-economics/https://wangjunjian.com/posts/2026-06-03-agent-era-coevolution-and-compute-economics/Wed, 03 Jun 2026 03:00:00 GMThttps://wangjunjian.com/posts/2026-06-02-license-agpl-v3/https://wangjunjian.com/posts/2026-06-02-license-agpl-v3/Tue, 02 Jun 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-06-02-kilo-opencode-agent-guidelines/https://wangjunjian.com/posts/2026-06-02-kilo-opencode-agent-guidelines/Tue, 02 Jun 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-06-01-claude-code/https://wangjunjian.com/posts/2026-06-01-claude-code/Mon, 01 Jun 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-29-claude-code/https://wangjunjian.com/posts/2026-05-29-claude-code/Fri, 29 May 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-05-29-uv-pip-add-tool/https://wangjunjian.com/posts/2026-05-29-uv-pip-add-tool/Fri, 29 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-28-litellm/https://wangjunjian.com/posts/2026-05-28-litellm/Thu, 28 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-26-quote-paul-graham/https://wangjunjian.com/posts/2026-05-26-quote-paul-graham/我现在收到的很多创始人邮件都写成了一种强硬的新闻体风格。我知道它们是 AI 写的，因为以前从来没有创始人这样写过。一旦你意识到某件事是 AI 写的，就很难不去忽略它。 我从未 knowingly 读完过一封由人署名但由 AI 写的邮件。这感觉像被欺骗，谁会忍受呢？ 这让我对作者评价降低。这意味着他们无法独立写好（或者觉得自己写不好），而且他们试图欺骗我。 用 AI 帮你写东西并不令人印象深刻；任何…Tue, 26 May 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-05-25-mac-screen-media-guide-gif-ffmpeg-compression/https://wangjunjian.com/posts/2026-05-25-mac-screen-media-guide-gif-ffmpeg-compression/Mon, 25 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-24-pi-agent-event-examples/https://wangjunjian.com/posts/2026-05-24-pi-agent-event-examples/Sun, 24 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-21-pi-agent-core-readme/https://wangjunjian.com/posts/2026-05-21-pi-agent-core-readme/Thu, 21 May 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-05-21-pi-agent-sdk-guide/https://wangjunjian.com/posts/2026-05-21-pi-agent-sdk-guide/Thu, 21 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-20-pi-agent-ollama-integration-guide/https://wangjunjian.com/posts/2026-05-20-pi-agent-ollama-integration-guide/Wed, 20 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-19-bitter-lesson/https://wangjunjian.com/posts/2026-05-19-bitter-lesson/Tue, 19 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-18-reachy_mini_conversation_app/https://wangjunjian.com/posts/2026-05-18-reachy_mini_conversation_app/Mon, 18 May 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-05-17-kilocode-architecture/https://wangjunjian.com/posts/2026-05-17-kilocode-architecture/Sun, 17 May 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-05-16-pi-agent-architecture/https://wangjunjian.com/posts/2026-05-16-pi-agent-architecture/Sat, 16 May 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-05-15-build-reachy-mini-voice-conversation-agent/https://wangjunjian.com/posts/2026-05-15-build-reachy-mini-voice-conversation-agent/Fri, 15 May 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-05-13-speech-to-speech/https://wangjunjian.com/posts/2026-05-13-speech-to-speech/Wed, 13 May 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-05-11-using-claude-code-the-unreasonable-effectiveness-of-html/https://wangjunjian.com/posts/2026-05-11-using-claude-code-the-unreasonable-effectiveness-of-html/Mon, 11 May 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-05-10-quote-andrew-quinn/https://wangjunjian.com/posts/2026-05-10-quote-andrew-quinn/可以说，在我人生的前四分之一个世纪里，尽管我对编程一直充满痴迷，却始终无法摆脱一种内疚感——我总是在怀疑，自己手头正在构建的工具，是不是早在 30 年或 40 年前就已经被别人用更好、更完美的方式实现了。比如，我可能会自己写一个支持 TSV（标签分隔值）的查找与替换程序，但随后却发现早就有了一个叫 awk 的工具，能一举解决这一整类问题。 而我核心的论点在于：这其实是一个陷阱。Sun, 10 May 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-05-10-reachy-mini-dev-guide-motion-to-media/https://wangjunjian.com/posts/2026-05-10-reachy-mini-dev-guide-motion-to-media/Sun, 10 May 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-05-10-karpathy-llm-wiki/https://wangjunjian.com/posts/2026-05-10-karpathy-llm-wiki/Sun, 10 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-09-github-pages-giscus-discussions/https://wangjunjian.com/posts/2026-05-09-github-pages-giscus-discussions/Sat, 09 May 2026 14:00:00 GMThttps://wangjunjian.com/posts/2026-05-09-hermes-vs-openclaw-when-to-reach/https://wangjunjian.com/posts/2026-05-09-hermes-vs-openclaw-when-to-reach/Sat, 09 May 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-05-08-kiloclaw-security-white-paper/https://wangjunjian.com/posts/2026-05-08-kiloclaw-security-white-paper/Fri, 08 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-07-integrate-personal-assistant-openclaw-hermes-method/https://wangjunjian.com/posts/2026-05-07-integrate-personal-assistant-openclaw-hermes-method/Thu, 07 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-06-kilo-code-coding-agent-best-practices/https://wangjunjian.com/posts/2026-05-06-kilo-code-coding-agent-best-practices/Wed, 06 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-05-reachy-mini/https://wangjunjian.com/posts/2026-05-05-reachy-mini/Tue, 05 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-05-01-automator-image-to-webp/https://wangjunjian.com/posts/2026-05-01-automator-image-to-webp/Fri, 01 May 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-05-01-kilocode/https://wangjunjian.com/posts/2026-05-01-kilocode/Fri, 01 May 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-04-30-webp-image-format/https://wangjunjian.com/posts/2026-04-30-webp-image-format/Thu, 30 Apr 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-04-29-value_china_2025/https://wangjunjian.com/posts/2026-04-29-value_china_2025/Wed, 29 Apr 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-04-28-deepseek-v4/https://wangjunjian.com/posts/2026-04-28-deepseek-v4/Tue, 28 Apr 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-04-22-components-of-a-coding-agent/https://wangjunjian.com/posts/2026-04-22-components-of-a-coding-agent/Wed, 22 Apr 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-04-19-code-review-graph/https://wangjunjian.com/posts/2026-04-19-code-review-graph/Sun, 19 Apr 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-04-19-Understand-Anything/https://wangjunjian.com/posts/2026-04-19-Understand-Anything/Sun, 19 Apr 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-04-18-claude-code-plugin-marketplace/https://wangjunjian.com/posts/2026-04-18-claude-code-plugin-marketplace/Sat, 18 Apr 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-04-15-popmart_investment_analysis-2025/https://wangjunjian.com/posts/2026-04-15-popmart_investment_analysis-2025/Wed, 15 Apr 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-04-15-popmart_investment_analysis/https://wangjunjian.com/posts/2026-04-15-popmart_investment_analysis/Wed, 15 Apr 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-04-13-2026-ai-index-report/https://wangjunjian.com/posts/2026-04-13-2026-ai-index-report/Mon, 13 Apr 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-04-12-Hermes/https://wangjunjian.com/posts/2026-04-12-Hermes/Sun, 12 Apr 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-04-13-Embodied_AI_Survey/https://wangjunjian.com/posts/2026-04-13-Embodied_AI_Survey/Sun, 12 Apr 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-04-12-Harness-Engineering/https://wangjunjian.com/posts/2026-04-12-Harness-Engineering/Sun, 12 Apr 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-04-11-macos-automator-inverse-selection/https://wangjunjian.com/posts/2026-04-11-macos-automator-inverse-selection/Sat, 11 Apr 2026 05:00:00 GMThttps://wangjunjian.com/posts/2026-04-11-claude-managed-agents/https://wangjunjian.com/posts/2026-04-11-claude-managed-agents/Sat, 11 Apr 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-04-10-2604_08224v1/https://wangjunjian.com/posts/2026-04-10-2604_08224v1/Fri, 10 Apr 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-04-10-boil-the-ocean/https://wangjunjian.com/posts/2026-04-10-boil-the-ocean/Fri, 10 Apr 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-04-08-gstack/https://wangjunjian.com/posts/2026-04-08-gstack/Wed, 08 Apr 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-04-07-wikillm/https://wangjunjian.com/posts/2026-04-07-wikillm/Tue, 07 Apr 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-04-06-autoresearch/https://wangjunjian.com/posts/2026-04-06-autoresearch/Mon, 06 Apr 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-04-06-autoresearch-gemini-3-deepresearch/https://wangjunjian.com/posts/2026-04-06-autoresearch-gemini-3-deepresearch/Mon, 06 Apr 2026 08:00:00 GMThttps://wangjunjian.com/posts/2026-04-05-harness_engineering_guide/https://wangjunjian.com/posts/2026-04-05-harness_engineering_guide/Sun, 05 Apr 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-04-04-karpathy-llm-knowledge-base/https://wangjunjian.com/posts/2026-04-04-karpathy-llm-knowledge-base/Sat, 04 Apr 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-04-01-claude-code/https://wangjunjian.com/posts/2026-04-01-claude-code/Wed, 01 Apr 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-04-01-opencode/https://wangjunjian.com/posts/2026-04-01-opencode/Wed, 01 Apr 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-03-31-Claude-Code/https://wangjunjian.com/posts/2026-03-31-Claude-Code/Tue, 31 Mar 2026 13:00:00 GMThttps://wangjunjian.com/posts/2026-03-31-opencode/https://wangjunjian.com/posts/2026-03-31-opencode/Tue, 31 Mar 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-03-30-Harness-Engineering-Software-Role/https://wangjunjian.com/posts/2026-03-30-Harness-Engineering-Software-Role/Mon, 30 Mar 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-03-30-Harness-Engineering/https://wangjunjian.com/posts/2026-03-30-Harness-Engineering/Mon, 30 Mar 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-03-29-Harness-Engineering-A-New-Paradigm-of-Software-Engineering-in-the-AI-Era/https://wangjunjian.com/posts/2026-03-29-Harness-Engineering-A-New-Paradigm-of-Software-Engineering-in-the-AI-Era/Sun, 29 Mar 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-03-29-Harness-Engineering/https://wangjunjian.com/posts/2026-03-29-Harness-Engineering/Sun, 29 Mar 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-03-29-harness-design-long-running-apps/https://wangjunjian.com/posts/2026-03-29-harness-design-long-running-apps/Sun, 29 Mar 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-03-28-ai-tech-open-source/https://wangjunjian.com/posts/2026-03-28-ai-tech-open-source/Sat, 28 Mar 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-03-28-effective-harnesses-for-long-running-agents/https://wangjunjian.com/posts/2026-03-28-effective-harnesses-for-long-running-agents/Sat, 28 Mar 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-03-27-OpenClaw-Reset-Guide_Ark-Coding-Plan-and-Feishu-Channel/https://wangjunjian.com/posts/2026-03-27-OpenClaw-Reset-Guide_Ark-Coding-Plan-and-Feishu-Channel/Fri, 27 Mar 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-03-26-Agent-News/https://wangjunjian.com/posts/2026-03-26-Agent-News/Thu, 26 Mar 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-03-17-OpenClaw-Setup-Setting/https://wangjunjian.com/posts/2026-03-17-OpenClaw-Setup-Setting/Tue, 17 Mar 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-03-14-Next-AI-Draw.io/https://wangjunjian.com/posts/2026-03-14-Next-AI-Draw.io/Sat, 14 Mar 2026 14:00:00 GMThttps://wangjunjian.com/posts/2026-03-14-Vercel-AI-SDK/https://wangjunjian.com/posts/2026-03-14-Vercel-AI-SDK/Sat, 14 Mar 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-03-14-elizaOS-Multi-Agent/https://wangjunjian.com/posts/2026-03-14-elizaOS-Multi-Agent/Sat, 14 Mar 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-03-08-ZeroAI/https://wangjunjian.com/posts/2026-03-08-ZeroAI/Sun, 08 Mar 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-03-07-ClineArchitectureDesign/https://wangjunjian.com/posts/2026-03-07-ClineArchitectureDesign/Sat, 07 Mar 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-03-05-OpenClaw-Development-ZeroAI/https://wangjunjian.com/posts/2026-03-05-OpenClaw-Development-ZeroAI/Thu, 05 Mar 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-03-05-Feisuan-JavaAI/https://wangjunjian.com/posts/2026-03-05-Feisuan-JavaAI/Thu, 05 Mar 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-03-04-ClineArchitectureDesign/https://wangjunjian.com/posts/2026-03-04-ClineArchitectureDesign/Wed, 04 Mar 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-03-03-Claude-Code-Security-Review/https://wangjunjian.com/posts/2026-03-03-Claude-Code-Security-Review/Tue, 03 Mar 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-03-02-openclaw-peter-steinberger-workflow-agent-coding/https://wangjunjian.com/posts/2026-03-02-openclaw-peter-steinberger-workflow-agent-coding/Mon, 02 Mar 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-03-02-Redis-Patterns-and-Documentation-for-AI-Coding/https://wangjunjian.com/posts/2026-03-02-Redis-Patterns-and-Documentation-for-AI-Coding/Mon, 02 Mar 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-03-01-AI-Agent-Architectures-ZeroClawIronClawNanobot/https://wangjunjian.com/posts/2026-03-01-AI-Agent-Architectures-ZeroClawIronClawNanobot/Sun, 01 Mar 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-02-28-Agent-Code-Security/https://wangjunjian.com/posts/2026-02-28-Agent-Code-Security/Sat, 28 Feb 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-02-27-Claude-Cowork-Knowledge-Work-Plugins/https://wangjunjian.com/posts/2026-02-27-Claude-Cowork-Knowledge-Work-Plugins/Fri, 27 Feb 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-02-26-OpenClaw-Voice-Call-Plugin-Workflow/https://wangjunjian.com/posts/2026-02-26-OpenClaw-Voice-Call-Plugin-Workflow/Thu, 26 Feb 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-02-26-quote-andrej-karpathy/https://wangjunjian.com/posts/2026-02-26-quote-andrej-karpathy/很难说清楚在过去两个月里，人工智能让编程发生了多大的变化：它不是以「往常一样逐步进展」的方式渐进发生的，而是就在去年十二月突然发生的。他指出，由于更高质量模型具备了「长期连贯性和执着性」，编程智能体「在十二月之前基本还不好用，但从那之后基本就能用了」。来源: Simon Willison 的网络日志Thu, 26 Feb 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-02-26-OpenClaw-Agent-Engine/https://wangjunjian.com/posts/2026-02-26-OpenClaw-Agent-Engine/Thu, 26 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-02-26-llms/https://wangjunjian.com/posts/2026-02-26-llms/Thu, 26 Feb 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-02-25-paradigm-evolution-llm-apps/https://wangjunjian.com/posts/2026-02-25-paradigm-evolution-llm-apps/Wed, 25 Feb 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-02-23-nanoclaw-docs/https://wangjunjian.com/posts/2026-02-23-nanoclaw-docs/Mon, 23 Feb 2026 14:00:00 GMThttps://wangjunjian.com/posts/2026-02-23-nanoclaw-architecture-design/https://wangjunjian.com/posts/2026-02-23-nanoclaw-architecture-design/Mon, 23 Feb 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-02-23-vla-model-architecture-and-training/https://wangjunjian.com/posts/2026-02-23-vla-model-architecture-and-training/Mon, 23 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-02-22-NanoClaw-Anslysis/https://wangjunjian.com/posts/2026-02-22-NanoClaw-Anslysis/Sun, 22 Feb 2026 06:00:00 GMThttps://wangjunjian.com/posts/2026-02-22-claws-the-new-layer/https://wangjunjian.com/posts/2026-02-22-claws-the-new-layer/Sun, 22 Feb 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-02-22-Vibe-Coding-vs-Agentic-Engineering/https://wangjunjian.com/posts/2026-02-22-Vibe-Coding-vs-Agentic-Engineering/Sun, 22 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-02-21-quote-claws/https://wangjunjian.com/posts/2026-02-21-quote-claws/安德烈·卡帕西（Andrej Karpathy）发布了一篇微型散文（推文），提到自己买了一台 Mac Mini（“Apple Store 的店员告诉我这东西卖得像热饼一样快，大家都很困惑”），用来折腾 Claws： 我对直接运行 OpenClaw 确实还有点怀疑……但我非常喜欢这个概念。Sat, 21 Feb 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-02-21-EvoMap/https://wangjunjian.com/posts/2026-02-21-EvoMap/Sat, 21 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-02-19-Claude-Skill-Building-Guide/https://wangjunjian.com/posts/2026-02-19-Claude-Skill-Building-Guide/Thu, 19 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-02-18-OpenClaw-Application-and-Practice/https://wangjunjian.com/posts/2026-02-18-OpenClaw-Application-and-Practice/Wed, 18 Feb 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-02-18-OpenClaw-ClawChess-SKILL/https://wangjunjian.com/posts/2026-02-18-OpenClaw-ClawChess-SKILL/Wed, 18 Feb 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-02-18-OpenClaw-Source-Code-Analysis/https://wangjunjian.com/posts/2026-02-18-OpenClaw-Source-Code-Analysis/Wed, 18 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-02-17-OpenClaw-Architecture/https://wangjunjian.com/posts/2026-02-17-OpenClaw-Architecture/Tue, 17 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-02-16-OpenClaw-The-Viral-AI-Agent-that-Broke-the-Internet/https://wangjunjian.com/posts/2026-02-16-OpenClaw-The-Viral-AI-Agent-that-Broke-the-Internet/Mon, 16 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-02-15-Agentic-Engineering/https://wangjunjian.com/posts/2026-02-15-Agentic-Engineering/Sun, 15 Feb 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-02-15-shipping-at-inference-speed/https://wangjunjian.com/posts/2026-02-15-shipping-at-inference-speed/Sun, 15 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-02-14-OpenClaw-Architecture-Memory-System/https://wangjunjian.com/posts/2026-02-14-OpenClaw-Architecture-Memory-System/Sat, 14 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-02-13-OpenClaw-Agent-Workspace-Building-Memory/https://wangjunjian.com/posts/2026-02-13-OpenClaw-Agent-Workspace-Building-Memory/Fri, 13 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-02-10-OpenClaw-Agents/https://wangjunjian.com/posts/2026-02-10-OpenClaw-Agents/Tue, 10 Feb 2026 11:00:00 GMThttps://wangjunjian.com/posts/2026-02-07-Kimi-K2.5/https://wangjunjian.com/posts/2026-02-07-Kimi-K2.5/Fri, 06 Feb 2026 17:00:00 GMThttps://wangjunjian.com/posts/2026-02-03-Kimi-Code/https://wangjunjian.com/posts/2026-02-03-Kimi-Code/Tue, 03 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-02-01-OpenClaw/https://wangjunjian.com/posts/2026-02-01-OpenClaw/Sun, 01 Feb 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-01-31-quote-andrej-karpathy/https://wangjunjian.com/posts/2026-01-31-quote-andrej-karpathy/最初在 2019 年，OpenAI 使用 32 块 TPU v3 芯片训练了 168 小时（7 天），当时每块 TPU v3 每小时 8 美元，总成本约为 4.3 万美元。它达到了 0.256525 的 CORE 分数，这是 DCLM 论文中提出的一个综合指标，涵盖了 ARC/MMLU 等 22 项评测。 随着最近合并到 nanochat 的多项改进（其中许多来自 modded-nanogpt 仓…Sat, 31 Jan 2026 04:00:00 GMThttps://wangjunjian.com/posts/2026-01-26-iFlow-CLI/https://wangjunjian.com/posts/2026-01-26-iFlow-CLI/Mon, 26 Jan 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-01-24-LongCat-Flash-Thinking-2601/https://wangjunjian.com/posts/2026-01-24-LongCat-Flash-Thinking-2601/Sat, 24 Jan 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-01-22-MeiTuan-2025/https://wangjunjian.com/posts/2026-01-22-MeiTuan-2025/Thu, 22 Jan 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-01-21-Dify-Custom-Agent/https://wangjunjian.com/posts/2026-01-21-Dify-Custom-Agent/Wed, 21 Jan 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-01-19-Silicon-Valley-101-Physical-AI/https://wangjunjian.com/posts/2026-01-19-Silicon-Valley-101-Physical-AI/Mon, 19 Jan 2026 12:00:00 GMThttps://wangjunjian.com/posts/2026-01-19-Evaluate-investment-analysis-capability-of-various-models/https://wangjunjian.com/posts/2026-01-19-Evaluate-investment-analysis-capability-of-various-models/Mon, 19 Jan 2026 10:00:00 GMThttps://wangjunjian.com/posts/2026-01-18-Context-Engineering-Coding-Agents-with-Cursor/https://wangjunjian.com/posts/2026-01-18-Context-Engineering-Coding-Agents-with-Cursor/Sun, 18 Jan 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-01-14-DeepSeek-Engram/https://wangjunjian.com/posts/2026-01-14-DeepSeek-Engram/Wed, 14 Jan 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-01-13-AI-Coding/https://wangjunjian.com/posts/2026-01-13-AI-Coding/Tue, 13 Jan 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-01-11-NVIDIA-CES-2026-Physical-AI/https://wangjunjian.com/posts/2026-01-11-NVIDIA-CES-2026-Physical-AI/Sun, 11 Jan 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-01-10-AI-Apps-for-Edge-Power-Devices/https://wangjunjian.com/posts/2026-01-10-AI-Apps-for-Edge-Power-Devices/Sat, 10 Jan 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-01-05-DeepSeek-mHC-Manifold-Constrained-Hyper-Connections/https://wangjunjian.com/posts/2026-01-05-DeepSeek-mHC-Manifold-Constrained-Hyper-Connections/Wed, 07 Jan 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-01-03-Image-Generate-Horse/https://wangjunjian.com/posts/2026-01-03-Image-Generate-Horse/Sat, 03 Jan 2026 00:00:00 GMThttps://wangjunjian.com/posts/2026-01-01-MeiTuan/https://wangjunjian.com/posts/2026-01-01-MeiTuan/Thu, 01 Jan 2026 02:00:00 GMThttps://wangjunjian.com/posts/2026-01-01-JD-Health/https://wangjunjian.com/posts/2026-01-01-JD-Health/Thu, 01 Jan 2026 00:00:00 GMThttps://wangjunjian.com/posts/2025-12-31-2025-summary/https://wangjunjian.com/posts/2025-12-31-2025-summary/Wed, 31 Dec 2025 00:00:00 GMThttps://wangjunjian.com/posts/2025-12-19-quote-andrej-karpathy/https://wangjunjian.com/posts/2025-12-19-quote-andrej-karpathy/2025 年，基于可验证奖励的强化学习（RLVR）脱颖而出，成为这一时期事实上的新重要阶段。通过在多个环境中利用自动可验证的奖励来训练大语言模型（例如数学/代码谜题），大语言模型会自发地发展出对人类来说看起来像「推理」的策略——它们学会将问题解决分解为中间计算，并学会多种来回探索的策略以弄清楚事物（参见 DeepSeek R1 论文中的例子）。来源: Simon Willison 的网络日志Fri, 19 Dec 2025 04:00:00 GMThttps://wangjunjian.com/posts/2025-12-06-FunASR/https://wangjunjian.com/posts/2025-12-06-FunASR/Sat, 06 Dec 2025 08:00:00 GMThttps://wangjunjian.com/posts/2025-12-05-PowerShell-Example/https://wangjunjian.com/posts/2025-12-05-PowerShell-Example/Fri, 05 Dec 2025 15:00:00 GMThttps://wangjunjian.com/posts/2025-12-01-AI-Compute-Prediction/https://wangjunjian.com/posts/2025-12-01-AI-Compute-Prediction/Mon, 01 Dec 2025 02:00:00 GMThttps://wangjunjian.com/posts/2025-12-01-reachy-mini/https://wangjunjian.com/posts/2025-12-01-reachy-mini/Mon, 01 Dec 2025 00:00:00 GMThttps://wangjunjian.com/posts/2025-11-24-Smart-Meeting-System-Jetson-Thor/https://wangjunjian.com/posts/2025-11-24-Smart-Meeting-System-Jetson-Thor/Mon, 24 Nov 2025 00:00:00 GMThttps://wangjunjian.com/posts/2025-11-21-FunASR/https://wangjunjian.com/posts/2025-11-21-FunASR/Fri, 21 Nov 2025 00:00:00 GMThttps://wangjunjian.com/posts/2025-11-20-SenseVoice/https://wangjunjian.com/posts/2025-11-20-SenseVoice/Thu, 20 Nov 2025 00:00:00 GMThttps://wangjunjian.com/posts/2025-11-19-SimulStreaming/https://wangjunjian.com/posts/2025-11-19-SimulStreaming/Wed, 19 Nov 2025 00:00:00 GMThttps://wangjunjian.com/posts/2025-11-16-quote-andrej-karpathy/https://wangjunjian.com/posts/2025-11-16-quote-andrej-karpathy/凭借现在的人工智能，我们能够编写以前根本无法手工编写的新程序。我们通过指定目标（例如分类准确率、奖励函数）来做到这一点，并通过梯度下降搜索程序空间，以找到在该目标上表现良好的神经网络。 Karpathy 引用了他的「Software 2.0」博客文章。他指出，「可验证性」是人工智能优化中最具预测性的特征——如果一项任务是可验证的，那么它就可以直接或通过强化学习进行优化。Sun, 16 Nov 2025 04:00:00 GMThttps://wangjunjian.com/posts/2025-11-10-WhisperLiveKit/https://wangjunjian.com/posts/2025-11-10-WhisperLiveKit/Mon, 10 Nov 2025 00:00:00 GMThttps://wangjunjian.com/posts/2025-11-01-large-model-inference-deploy-test/https://wangjunjian.com/posts/2025-11-01-large-model-inference-deploy-test/Sat, 01 Nov 2025 00:00:00 GMThttps://wangjunjian.com/posts/2025-10-24-DeepSeek-OCR/https://wangjunjian.com/posts/2025-10-24-DeepSeek-OCR/Fri, 24 Oct 2025 02:00:00 GMThttps://wangjunjian.com/posts/2025-10-19-whisper.cpp-jetson-thor/https://wangjunjian.com/posts/2025-10-19-whisper.cpp-jetson-thor/Sun, 19 Oct 2025 02:00:00 GMThttps://wangjunjian.com/posts/2025-10-16-nmtui_JetsonThor_WiFi_AP_Config/https://wangjunjian.com/posts/2025-10-16-nmtui_JetsonThor_WiFi_AP_Config/Thu, 16 Oct 2025 00:00:00 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