<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Vigenz</title><description>Vigenz（维根兹）—— 解读 X、GitHub、YouTube 上的科技内容，附原文链接与出处，不做全文转载。</description><link>https://vigenz.com/</link><item><title>解读：0xCodila 挂的「两小时 Agent 工程课」——其实是 Annie Wang 讲 AGENTS.md / ADK 工作流与 Task mode</title><link>https://vigenz.com/posts/0xcodila-google-agent-skills/</link><guid isPermaLink="true">https://vigenz.com/posts/0xcodila-google-agent-skills/</guid><description>帖挂约 149 分钟横屏：前段 Agent Skills（AGENTS.md、DESIGN.md、SKILL.md），中后段 Google ADK 多模态 Vibetube 工作流与 chat / single_turn / task；帖文 GrokBot→Muse 时间轴是营销包装，不是片中章节名。</description><pubDate>Tue, 03 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：Graph Engineering——用图组织专家 Agent，替换「单环扛一切」</title><link>https://vigenz.com/posts/0xshoopy-graph-engineering/</link><guid isPermaLink="true">https://vigenz.com/posts/0xshoopy-graph-engineering/</guid><description>摘要 @0xShoopy 的 X Article：三原语 Nodes/Edges/State、四问过滤器、CI failure triage 实作、硬约束放 edge、Gate 分层与 comprehension debt。图不取代 loop，是其上的第四层。</description><pubDate>Tue, 03 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：Agent Reach——让 AI Agent 够得着登录墙外与中文平台的读网 CLI</title><link>https://vigenz.com/posts/agent-reach-internet-cli/</link><guid isPermaLink="true">https://vigenz.com/posts/agent-reach-internet-cli/</guid><description>一条 agent-reach 命令覆盖 GitHub/B站/YouTube/网页等默认渠道，可选小红书/雪球等；v1.6.0 重构；抓取时约 ★10.3 万，MIT，Python。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：AI Design Skills——给 Claude Code / Cursor 补上设计规范的 skills 合集</title><link>https://vigenz.com/posts/ai-design-skills/</link><guid isPermaLink="true">https://vigenz.com/posts/ai-design-skills/</guid><description>MIT 合集：landing-page-design 与 design-to-motion；装到 .claude/skills 或 Cursor rules。对照同作者 redesign-skill，谈「写代码的 Agent 缺设计味」。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Andrew Ng《Agentic AI》课长片——帖写「1 hour」，实测约 106 分钟</title><link>https://vigenz.com/posts/andrew-ng-agentic-ai-dipanshu/</link><guid isPermaLink="true">https://vigenz.com/posts/andrew-ng-agentic-ai-dipanshu/</guid><description>DeepLearning.AI 官方气质长片：reflection / tool use / planning / multi-agent + evals·error analysis；对照 @Dipanshu_AI「1 hour free course」钩子与虚报时长。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：斯坦福 CS329A「推理时算力缩放」——帖文金句与讲座内容不是一回事</title><link>https://vigenz.com/posts/anthropic-agent-sale-stanford-lesliedqbb/</link><guid isPermaLink="true">https://vigenz.com/posts/anthropic-agent-sale-stanford-lesliedqbb/</guid><description>约 63 分钟：Azalia Mirhoseini 讲 Large Language Monkeys / 验证器 / ORM·PRM / Archon。帖文「18 岁 Opus 5 卖 Anthropic 320 万美元」为标题党；正文对照官方课与字幕。</description><pubDate>Wed, 28 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Anthropic Isabella He「Ship your first Managed Agent」——不是 Building Effective Agents 博客同名片</title><link>https://vigenz.com/posts/anthropic-agents-guide-chesny/</link><guid isPermaLink="true">https://vigenz.com/posts/anthropic-agents-guide-chesny/</guid><description>帖钩子写「37 分钟免费指南 / 自动化整个公司」；正片约 36.8 分钟，实为 Code w/ Claude 工坊：Claude Managed Agents 心智模型 + 手把手搭 SRE 事故调查 Agent。没看过也能分清脑/手/会话三原语。</description><pubDate>Tue, 27 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Perplexity CEO Aravind Srinivas——「你不需要十亿用户」，AI 是递归效应不是网络效应</title><link>https://vigenz.com/posts/aravind-srinivas-sourcery-maiyangai/</link><guid isPermaLink="true">https://vigenz.com/posts/aravind-srinivas-sourcery-maiyangai/</guid><description>Sourcery / Molly O’Shea 约 51 分钟访谈：小公司更赚钱、Larry Page「用户永远没错」、答案引擎→agent、本地/云中立调度、不自建数据中心。</description><pubDate>Wed, 28 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：@Arindam_1729——Coding Agent 会写代码了，缺的是「工厂」：SuperPlane 1.0 把 babysitting 收成看板</title><link>https://vigenz.com/posts/arindam-superplane/</link><guid isPermaLink="true">https://vigenz.com/posts/arindam-superplane/</guid><description>X Article 实操 walkthrough：痛点是人当极速实习生项目经理；factory 看板 Backlog→Implement→Verify→Done；intake 置信度；确定性检查优先；默认 loop≈5。开源 Apache-2.0，GitHub API 约 ★8513。定价以官网为准、标作者转述。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：Av1dlive《用 Jev 做 Agent Harness》——Keel 里决策层归谁管、记录能证明什么</title><link>https://vigenz.com/posts/av1dlive-keel-jev-harness/</link><guid isPermaLink="true">https://vigenz.com/posts/av1dlive-keel-jev-harness/</guid><description>X Article 约 3500+ 词 + codejunkie99/keel（约 ★355）：host 备菜单、Laya/Jev 选型、ACP 外环自管；「自我改进」= 可回放收据而非静默自训练。对照站内 Awesome Jev。</description><pubDate>Tue, 03 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：_avichawla《本地造一个 Jev》——固定答案打分、SGLang /v1/score，以及它不等于完整 Jev</title><link>https://vigenz.com/posts/avichawla-local-jev-scoring/</link><guid isPermaLink="true">https://vigenz.com/posts/avichawla-local-jev-scoring/</guid><description>X Article：用开源 LLM + SGLang 做 next-token 受限 softmax 决策；对比结构化输出与自回归生成；复现推理路径，不复现 Jev 权重/校准/训练。</description><pubDate>Tue, 03 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：Awesome Jev——992 个「类型化决策」开源项目目录，不是又一份星标榜</title><link>https://vigenz.com/posts/awesome-jev/</link><guid isPermaLink="true">https://vigenz.com/posts/awesome-jev/</guid><description>社区维护的 Jev / System One 生态目录：11 类、约 992 项；强调「Jev 具体判什么」与调用点证据。起草时 GitHub API 约 ★1020，MIT；与 TypeSafe 无隶属。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：@AYi_AInotes——本地「情商外挂」与 UUMit：把非暴力沟通做成免服务器的小团队网页工具</title><link>https://vigenz.com/posts/ayi-qingshang-waigua/</link><guid isPermaLink="true">https://vigenz.com/posts/ayi-qingshang-waigua/</guid><description>摘要解读：把《非暴力沟通》Skill 做成零依赖本地网页；UUMit 把本机服务变成固定 HTTPS。核对两仓星标、作者口径、限流与勿整机暴露。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：百度 Unlimited OCR 2——一次请求「不限视距」解析长文档</title><link>https://vigenz.com/posts/baidu-unlimited-ocr/</link><guid isPermaLink="true">https://vigenz.com/posts/baidu-unlimited-ocr/</guid><description>百度 ERNIE 开源的超长文档端到端 OCR：用 SR-SWA 把图文注意力压进固定大小的工作参照，并配套 MarathonDocBench 百页级基准。抓取时约 ★3.0 万，MIT。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：@bernirov 转发的「7 分钟爆 Shorts」——口播其实讲可持续变现：常青赛道、可量产 format、多频道覆盖竞品列表</title><link>https://vigenz.com/posts/bernirov-yt-shorts-revenue/</link><guid isPermaLink="true">https://vigenz.com/posts/bernirov-yt-shorts-revenue/</guid><description>对 @bernirov 转发视频的摘要评论。口播者 Deven Seenath；配文强调算法/爆款，正文主线是 niche+format+多频道与付费 Inner Circle。收入与学员数字为画面转述、无法独立核实。非算法深拆。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：Microsoft BitNet——1-bit LLM 的官方推理框架 bitnet.cpp</title><link>https://vigenz.com/posts/bitnet/</link><guid isPermaLink="true">https://vigenz.com/posts/bitnet/</guid><description>微软开源 1-bit LLM 推理框架；抓取时约 ★4.1 万，C++/MIT；面向 CPU/GPU 上的 BitNet b1.58 原生权重，不是随便把任意模型压成 1.58bit。</description><pubDate>Tue, 27 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：查理·芒格口述巴菲特——从 Graham 烟蒂到「值得的信任网」</title><link>https://vigenz.com/posts/buffett-berkshire-munger-lesliedqbb/</link><guid isPermaLink="true">https://vigenz.com/posts/buffett-berkshire-munger-lesliedqbb/</guid><description>约 35 分钟：HBO《Becoming Warren Buffett》素材精校切片。芒格谈相识、早期统计便宜货、Berkshire 意外起源、可口可乐与护城河、Salomon 危机、总部零官僚与理性作为道德义务。</description><pubDate>Tue, 27 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Ray Dalio 2019 LIWA 演讲——债务周期、储备货币与「圣杯」式分散</title><link>https://vigenz.com/posts/changing-world-order-adel/</link><guid isPermaLink="true">https://vigenz.com/posts/changing-world-order-adel/</guid><description>约 42.4 分钟：LIWA「Looking at the World Through Economic and Investment Principles」（2019-03）；短/长债周期、三均衡两杠杆、贫富差距与民粹、储备货币兴衰；对照 @AdelDeveloperX 阿语营销钩子。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Claude Code 创建者 Boris 的 28 分钟实战清单</title><link>https://vigenz.com/posts/claude-code-boris-pro-tips/</link><guid isPermaLink="true">https://vigenz.com/posts/claude-code-boris-pro-tips/</guid><description>Anthropic 工程师 Boris（Claude Code 创建者）讲 Codebase Q&amp;A、CLAUDE.md、MCP、键盘技巧、SDK 与并行 worktree。假设你没看过视频，也能按「先问仓再改仓」的路径落地。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Ali Abdaal 的 Claude Code 入门长片——不是 Anthropic 官方「1 小时全能课」</title><link>https://vigenz.com/posts/claude-full-course-ishh/</link><guid isPermaLink="true">https://vigenz.com/posts/claude-full-course-ishh/</guid><description>实测约 66.8 分钟：桌面 Chat/Co-work/Code、终端装 Claude Code、用对话搭 YouTube 竞品看板；对照 @Ishh_021「FULL COURSE 1 HOUR」钩子。没看过也能按 AI flywheel 跟做。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Anthropic Code w/ Claude《Prompting 101》——瑞典车险索赔表，把提示词从「滑雪事故」迭代到可入库判决</title><link>https://vigenz.com/posts/claude-prompting-101-lesliedqbb/</link><guid isPermaLink="true">https://vigenz.com/posts/claude-prompting-101-lesliedqbb/</guid><description>约 24.4 分钟：Hannah Moran &amp; Christian Ryan（Applied AI）现场从零搭提示词；瑞典车险表 + 手绘草图的真实改写案例。与站内 interactive tutorial / agents 工坊 / Ali Abdaal 入门长片角度分开。</description><pubDate>Wed, 28 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：@aresotik 用 Claude 写 TradingView 策略——「17 分钟交易 bot」实际是回测课</title><link>https://vigenz.com/posts/claude-trading-bot-aresotik/</link><guid isPermaLink="true">https://vigenz.com/posts/claude-trading-bot-aresotik/</guid><description>约 17.7 分钟：Claude（Fable）写 Pine Script、12 策略 The Gauntlet、RSI 均值回归被判 bin、EMA Cross 9/21；西语帖钩子夸大了自动执行。教育向，非荐币。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：ConvertX——自托管在线文件转换器，1000+ 格式</title><link>https://vigenz.com/posts/convertx/</link><guid isPermaLink="true">https://vigenz.com/posts/convertx/</guid><description>Bun + Elysia 写的自托管文件转换站：Docker 一键起，聚合 ImageMagick、FFmpeg、LibreOffice、Pandoc 等；抓取时约 ★1.9 万。</description><pubDate>Tue, 27 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：dbskill——dontbesilent 的 34 个中文商业诊断 Skills，装进 Agent 用 /dbs 调度</title><link>https://vigenz.com/posts/dbskill/</link><guid isPermaLink="true">https://vigenz.com/posts/dbskill/</guid><description>面向生意判断与内容发布的中文 Skill 工具箱；/dbs 按目标编排。起草时 GitHub API 约 ★11056。许可证 Other/NOASSERTION：LICENSE 为 CC BY-NC 4.0，商业用途需授权。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：DBX——约 25 MB 的跨平台数据库客户端，顺带把 MCP 接到 Agent</title><link>https://vigenz.com/posts/dbx-lightweight-database-client/</link><guid isPermaLink="true">https://vigenz.com/posts/dbx-lightweight-database-client/</guid><description>开源 Rust+Tauri 客户端：100+ 库、内置 AI SQL、MCP/CLI、消息队列与插件商店；对照 DBeaver/TablePlus 谈轻量与「连接配置一次、Agent 复用」。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：DeepSeek Harness 谈 Super-agent——持续在线、多任务并行的「超级代理」架构探讨</title><link>https://vigenz.com/posts/deepseek-superagent/</link><guid isPermaLink="true">https://vigenz.com/posts/deepseek-superagent/</guid><description>官方 X Article 摘要：四特征、Router/Worker 两层、事件 Triggers、全双工多通道、算力/状态/环境分离与 Watchdog。架构探讨≠产品说明书；原型插件≠正式产品。起草时约 ★27 万主仓、★1.5 万原型。</description><pubDate>Tue, 03 Nov 2026 00:00:00 GMT</pubDate></item><item><title>译文/原文：《Super-agent 设计探索：迈向更自主的 Agent 系统》</title><link>https://vigenz.com/posts/deepseek-superagent-zh-full/</link><guid isPermaLink="true">https://vigenz.com/posts/deepseek-superagent-zh-full/</guid><description>DeepSeek Harness 团队原文中文全文整理。X Article 为机翻英文本；本稿据公开中文转载整理，版权归原作者。</description><pubDate>Tue, 03 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：LangChain Academy「用 LangGraph 搭 Workflow / Agent」——帖文「Anthropic 工程师 + Opus 5.5 自我改进 harness」对不上</title><link>https://vigenz.com/posts/f5adon-anthropic-harness-2115618227187552351/</link><guid isPermaLink="true">https://vigenz.com/posts/f5adon-anthropic-harness-2115618227187552351/</guid><description>约 36 分钟：Lance Martin 按 Anthropic《Building Effective Agents》把 prompt chaining、并行、路由、orchestrator-worker、evaluator-optimizer 与工具循环 Agent 用 LangGraph 搭一遍。模型是 Claude 3.5 Sonnet；免费学院课，不是 1500 美元私课。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：Freqtrade——免费开源加密货币交易机器人（教育用途）</title><link>https://vigenz.com/posts/freqtrade-crypto-bot/</link><guid isPermaLink="true">https://vigenz.com/posts/freqtrade-crypto-bot/</guid><description>Python 交易机器人：Dry-Run、回测、Hyperopt/FreqAI、多交易所与 Telegram/WebUI；抓取时约 ★5.6 万，GPL-3.0，最新 release 2026.9。非荐币教程。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：姜雪勤 Game Theory #3——棉花糖、富爸穷爸与「革命是重置游戏」</title><link>https://vigenz.com/posts/game-theory-rich-dad-jiang-xueqin/</link><guid isPermaLink="true">https://vigenz.com/posts/game-theory-rich-dad-jiang-xueqin/</guid><description>约 53.5 分钟课堂：先拆 Mischel / Dweck / Ericsson 的成功学，再翻成富穷父母的词汇量、权威态度与信任；后半用博弈论讲移民、革命与阶层固化。帖文挂 Dan Koe，正文并非其文章。</description><pubDate>Tue, 27 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Google Cloud Annie Wang 的 Agent 课——记忆、定时唤醒、杀进程还能 resume</title><link>https://vigenz.com/posts/google-cloud-agents-annie-wang/</link><guid isPermaLink="true">https://vigenz.com/posts/google-cloud-agents-annie-wang/</guid><description>约 2 小时 26 分钟：Google Cloud 工程师 Annie Wang 讲 AI harness、四类记忆、Memory Bank、为何「10 秒后再查」写进指令没用、中途 kill 后如何 resume、付费工具怎样做幂等。对照 @0xShoopy 帖与官方 Codelab，假设你没看过视频也能读懂。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Grok Bot for Product——把 Agent 当同事，而不是聊天框里的问答机</title><link>https://vigenz.com/posts/grok-bot-for-product-roundtable/</link><guid isPermaLink="true">https://vigenz.com/posts/grok-bot-for-product-roundtable/</guid><description>Kevin Niparko &amp; Rochon 约 52 分钟产品演示：多 bot 团队、Attention list、Routines、并行研究到 Cloud Agents 端到端做 feature；对照 Roundtable 帖钩子说明并非「1 小时从零到 24/7」。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Grok Bot Galaxy Day 1——三人三天从零「搭一家公司」的直播精剪</title><link>https://vigenz.com/posts/grok-bot-galaxy-day1-akarixbt/</link><guid isPermaLink="true">https://vigenz.com/posts/grok-bot-galaxy-day1-akarixbt/</guid><description>约 53 分钟精剪：Matt Palmer / Lauren Tan / Roshan Sadanani 的 Galaxy Day 1；从空仓库教第一个 skill，到具名 bot 进同一群聊互相交接。与站内 Roundtable、Nick Miller、poteto 三篇角度分开。帖钩子 $1.2M / 100+ updates 未在正片中核验。</description><pubDate>Wed, 28 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Nick Miller（ex-Cursor / SpaceXAI）——多 Grok Bot 编排、交接与「每 bot 一台电脑」</title><link>https://vigenz.com/posts/grok-bot-team-nick-miller-0xkryzer/</link><guid isPermaLink="true">https://vigenz.com/posts/grok-bot-team-nick-miller-0xkryzer/</guid><description>Agent Conf 约 26.5 分钟：演示 bot 如何互聊、分工（CoS / 工程小队 / 差旅三件套）、Routines 与验证式收件箱；与站内 Grok Bot for Product 角度分开。没看过也能跟上编排逻辑。</description><pubDate>Tue, 27 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Herdr Mobile Relay——把多机 Agent 审批收进一部手机</title><link>https://vigenz.com/posts/herdr-mobile-relay/</link><guid isPermaLink="true">https://vigenz.com/posts/herdr-mobile-relay/</guid><description>Herdr 插件：每台 Linux/macOS 跑 relay，手机 PWA 合并多机 agents；推送、QR 配对、端到端加密；推荐 Community WebRTC Gateway。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>转载整理：Sam Altman《How To Be Successful》十三要点</title><link>https://vigenz.com/posts/how-to-be-successful-sam-altman/</link><guid isPermaLink="true">https://vigenz.com/posts/how-to-be-successful-sam-altman/</guid><description>标明转载：对 blog.samaltman.com 长文的中文要点整理与简短解读；非全文翻译，完整论述请读原文。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：HowToLiveBetter——带证据等级与出处的「高性价比人生指南」</title><link>https://vigenz.com/posts/how-to-live-better/</link><guid isPermaLink="true">https://vigenz.com/posts/how-to-live-better/</guid><description>767 条建议：成本/收益/证据 A–C/原始文献；静态检索站 + PDF/EPUB/Anki；另有 Claude Code skill。抓取时约 ★7.0 万，CC BY 4.0。</description><pubDate>Wed, 28 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Huashu Design 3.0——在 agent 里打一句话，拿回能交付的 HTML 设计</title><link>https://vigenz.com/posts/huashu-design/</link><guid isPermaLink="true">https://vigenz.com/posts/huashu-design/</guid><description>花叔开源设计 skill：网页/App 原型/可编辑 PPTX/动画/信息图；六候选挑三方向、84 种样张风格库、外观账本与设计体检。抓取时约 ★2.8 万，MIT。</description><pubDate>Wed, 28 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Karpathy《How I use LLMs》实用指南——帖文「Harness / Prompts→Agents→Loops→Graphs」不是这场讲座</title><link>https://vigenz.com/posts/huxlab-karpathy-harness-2115645934113800640/</link><guid isPermaLink="true">https://vigenz.com/posts/huxlab-karpathy-harness-2115645934113800640/</guid><description>约 2 小时 04 分：Andrej Karpathy 讲 ChatGPT/Claude/Gemini 怎么用——上下文、thinking、搜索、Deep Research、文件、数据分析、Artifacts、Cursor。帖文「Harness 护城河」为营销套话，正片不是 Agent 编排课。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：Karpathy 斯坦福演讲——Software 3.0、把 Transformer 当图、再删到 minGPT</title><link>https://vigenz.com/posts/karpathy-software-30-transformers-graph/</link><guid isPermaLink="true">https://vigenz.com/posts/karpathy-software-30-transformers-graph/</guid><description>约 68.5 分钟：口播自证 Andrej Karpathy。从 Software 1.0/2.0/3.0、CoT 与工具循环，讲到「浅宽计算图」与可删编码器的 decoder-only。假设你没看过视频，也能跟上「删掉多余、留下 Graph」这条线。</description><pubDate>Tue, 27 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Lauren Tan × Matt Pocock——从人肉 copy-paste 到调度 Agent 小队的个人 Playbook</title><link>https://vigenz.com/posts/lauren-tan-grok-bot-playbook-marrownets/</link><guid isPermaLink="true">https://vigenz.com/posts/lauren-tan-grok-bot-playbook-marrownets/</guid><description>约 66 分钟访谈：SpaceXAI / @poteto 如何「解雇」自己当肉身中继；验证、环境约束、内外环与抽检式合入。帖钩子「1 hour / 30+ agents」标为推广口径；与站内 Galaxy Day 1、Roundtable、Nick Miller、信任演讲角度分开。</description><pubDate>Wed, 28 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Geoffrey Hinton @ 皇家科学院——数字智能 vs 生物智能；帖文「Claude 只用 10%」不是这场讲座</title><link>https://vigenz.com/posts/lesliedqbb-hinton-2115806346746753491/</link><guid isPermaLink="true">https://vigenz.com/posts/lesliedqbb-hinton-2115806346746753491/</guid><description>约 46.8 分钟 Ri Discourse（2025-05-30）：符号 vs 联结、1985 小模型到 LLM、Apollo 欺骗、永生数字智能与 a-theaterism。钩子前半属实，「Claude 10%」为标题党。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：@m4lkxx——Harness / Loop / Graph 是阶梯，不是菜单：从「你就是 Agent 的循环」到七级修 bug 开 PR</title><link>https://vigenz.com/posts/m4lkxx-agent-7-levels-2114338456750997922/</link><guid isPermaLink="true">https://vigenz.com/posts/m4lkxx-agent-7-levels-2114338456750997922/</guid><description>X Article：为何「自主 Agent」多半是人在当 Harness、当检查、当调度；Level 0 Chat → 7 学习/舰队。读帖时约 156 万曝光。摘要+解读，非转载。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：@m4lkxx——Grok Bot 贵的是 setup：六席位结构、九种 token 泄漏与 15 分钟审计</title><link>https://vigenz.com/posts/m4lkxx-grokbot-6seat-leaks-2115775972536434946/</link><guid isPermaLink="true">https://vigenz.com/posts/m4lkxx-grokbot-6seat-leaks-2115775972536434946/</guid><description>X Article：75% token 重读旧聊天；对照团队 6-bot（含 Jenny ops、Lauren 量级自述）可粘贴配置。与站内 Lauren 访谈/Galaxy/Nick/信任演讲角度分开。约 51 万曝光。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：mattpocock/skills——给真工程用的 Agent Skills，不是 vibe coding 流程绑架</title><link>https://vigenz.com/posts/mattpocock-skills/</link><guid isPermaLink="true">https://vigenz.com/posts/mattpocock-skills/</guid><description>Matt Pocock 日常自用技能包：grill / TDD / 领域词表 / 架构加深；可装 Claude Code·Codex·Copilot·Cursor。抓取时约 ★30 万，MIT。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Anthropic Lydia Hallie 的 Claude Code「会话价值」课——不是 65 Agent Swarm</title><link>https://vigenz.com/posts/maximizing-claude-code-sessions/</link><guid isPermaLink="true">https://vigenz.com/posts/maximizing-claude-code-sessions/</guid><description>约 27 分钟 workshop：token / prompt cache / CLAUDE.md·skills·MCP /compact 与团队 managed settings；对照 @res1dualedge 帖钩子，说明与「65+ agents」营销文案不符。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：MediaCrawler——多平台自媒体公开数据采集的学习向开源项目</title><link>https://vigenz.com/posts/mediacrawler/</link><guid isPermaLink="true">https://vigenz.com/posts/mediacrawler/</guid><description>小红书 / 抖音 / 快手 / B站 / 微博 / 贴吧 / 知乎等公开信息与评论采集；Playwright 登录态思路摘要。起草时约 ★7.0 万；许可证为非商业学习许可证 1.1（GitHub 字段 Other/NOASSERTION）。</description><pubDate>Tue, 03 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：MIT 已故教授 Patrick Winston《How to Speak》——从 empowerment promise 到收尾幻灯</title><link>https://vigenz.com/posts/mit-how-to-speak-winston-andyl5cc/</link><guid isPermaLink="true">https://vigenz.com/posts/mit-how-to-speak-winston-andyl5cc/</guid><description>帖钩子常只列 4 条表达要点；挂载正片约 62.7 分钟，实为 Winston 经典 IAP 课全流程：开场承诺、四启发式、时间地点、黑板/道具/幻灯、告知与说服、如何收尾。没看过也能按生产线练。</description><pubDate>Tue, 27 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：@Mr_Buzzoni——用 $20 Claude Pro + Opus 5.5 当「图书馆员」管 Obsidian；变现数字标为作者主张</title><link>https://vigenz.com/posts/mrbuzzoni-obsidian-librarian-2115443090068516935/</link><guid isPermaLink="true">https://vigenz.com/posts/mrbuzzoni-obsidian-librarian-2115443090068516935/</guid><description>X Article：MemoryTax / Stanford Librarian Agents / Karpathy llm-wiki；四工人一夜班；$2100/月等变现话术需当作者主张。约 22.9 万曝光。摘要+解读。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：96 岁芒格 Daily Journal 2020 问答——指数基金、加密「反社会」、Tesla，不是 Misjudgment 逐条课</title><link>https://vigenz.com/posts/munger-96-qa-techwithlilyai/</link><guid isPermaLink="true">https://vigenz.com/posts/munger-96-qa-techwithlilyai/</guid><description>帖钩子写成「42 分钟讲 25 种心理偏见」；正片约 42.8 分钟，实为 2020-02-12 Daily Journal 年会股东问答精剪。Misjudgment 只作为观众提问出现，芒格并未重讲 25 条。假设你没看过也能分清体裁与金句出处。</description><pubDate>Tue, 27 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：OpenMausBot——开源「Grok Bot 形」多智能体聊天壳：本地 harness、自带电脑与审批卡</title><link>https://vigenz.com/posts/openmausbot/</link><guid isPermaLink="true">https://vigenz.com/posts/openmausbot/</guid><description>把一批真实 Agent 做成通讯录式聊天应用：自带 Claude / Codex / Grok CLI，每 bot 可接云桌面或本机控制，危险动作走审批卡。起草时 GitHub API 约 ★10850，Apache-2.0（enterprise/ 另许）。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：Peter Thiel 斯坦福「竞争是失败者的游戏」——从零建垄断公司的竞争逻辑</title><link>https://vigenz.com/posts/peter-thiel-stanford-lesliedqbb/</link><guid isPermaLink="true">https://vigenz.com/posts/peter-thiel-stanford-lesliedqbb/</guid><description>约 42 分钟：CS183B / How to Start a Startup 第 5 讲 Competition is for Losers。创造价值 X 与捕获 Y%、小市场起步、最后行动者；核对通过，帖文钩子夸张但正片对得上。</description><pubDate>Thu, 29 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：PhoneDriver——用 Qwen3-VL「看屏」+ ADB 驱动安卓手机</title><link>https://vigenz.com/posts/phonedriver-qwen3vl/</link><guid isPermaLink="true">https://vigenz.com/posts/phonedriver-qwen3vl/</guid><description>本地视觉 Agent：截图 → Qwen3-VL 理解 UI → tap/swipe/type；Gradio Web UI。抓取时约 ★1640，Apache-2.0，Python。需自有设备与 USB 调试。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：不靠盯屏，靠「厨房」——@poteto 谈如何信任 Agent 并月合上千 PR</title><link>https://vigenz.com/posts/poteto-trust-agents-2500-prs/</link><guid isPermaLink="true">https://vigenz.com/posts/poteto-trust-agents-2500-prs/</guid><description>Lauren Tan（@poteto）用米其林厨房类比 Agent 工程：验证、skills、Agent 友好架构与纠错五层优先级。假设你没看过演讲，也能理解为何不能一上来开一百个 Agent。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：prompts.chat——从 Awesome ChatGPT Prompts 长成的开源提示词库</title><link>https://vigenz.com/posts/prompts-chat/</link><guid isPermaLink="true">https://vigenz.com/posts/prompts-chat/</guid><description>社区策展提示词：站点浏览、自托管、MCP/Claude Code 插件；代码 MIT、提示词数据 CC0。抓取时约 ★17.5 万，官网 prompts.chat。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：REA——给 Agent 接上的「逆向一切」MCP（本机分析 + 证据链）</title><link>https://vigenz.com/posts/rea-reverse-engineer-mcp/</link><guid isPermaLink="true">https://vigenz.com/posts/rea-reverse-engineer-mcp/</guid><description>morluto/rea：一个 MCP 把 Hopper/Ghidra/IDA 与 JS·Electron·.NET·站点等检查能力接到 Claude Code / Cursor；抓取时约 ★38.9 万，MIT，npm rea-agents 6.8.0。</description><pubDate>Mon, 26 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Riley Brown 真实在用的整套 AI 工作流——Claude vs Codex、Composio 与记忆短板</title><link>https://vigenz.com/posts/riley-brown-ai-setup/</link><guid isPermaLink="true">https://vigenz.com/posts/riley-brown-ai-setup/</guid><description>约 31.5 分钟 walkthrough：Claude Projects/Code 做创作，Codex+Dot 做运营，Composio 统一 skills，跨平台记忆仍未解；站内 Grok Bot / Claude Code 文角度对照，不复述工具清单。</description><pubDate>Fri, 30 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Google Cloud「代理工程 1 小时」合辑——从第一个 ADK Agent 到长跑与多 Agent</title><link>https://vigenz.com/posts/smitha-adk-agents-lesliedqbb/</link><guid isPermaLink="true">https://vigenz.com/posts/smitha-adk-agents-lesliedqbb/</guid><description>帖挂约 72 分钟：Smitha Kolan 用 ADK 建博客 Agent；记忆分层；Addy Osmani 谈长跑 Agent；多 Agent + MCP 路由。非单门连录课。假设你没看过也能跟上四段各自在解决什么问题。</description><pubDate>Wed, 28 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：斯坦福 CS229「如何造 LLM」——Yann Dubois 讲 Tokenizer、评测与数据（非完整 2 小时）</title><link>https://vigenz.com/posts/stanford-cs229-building-llms-yann-dubois/</link><guid isPermaLink="true">https://vigenz.com/posts/stanford-cs229-building-llms-yann-dubois/</guid><description>帖称「2 小时」；挂载约 40 分钟，实为 Summer 2024 CS229 嘉宾课前半：预训练任务、BPE、困惑度/MMLU、Common Crawl 到 Llama 3 的 15T tokens。没看过也能跟上生产线。</description><pubDate>Tue, 27 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Starter Story——用 28 个小 App 做到约 $10K/月的组合拳</title><link>https://vigenz.com/posts/starter-story-28-apps-max/</link><guid isPermaLink="true">https://vigenz.com/posts/starter-story-28-apps-max/</guid><description>约 14 分钟：全职 iOS 工程师 Max 业余 8 个月上架 28 个 App；四款各约 $1.5K/月撑起大部分收入。关键词选品 + 单功能 MVP + 复用代码快速发版——假设你没看过视频也能读懂他在做什么、为什么这样做。</description><pubDate>Tue, 27 Oct 2026 00:00:00 GMT</pubDate></item><item><title>解读：Stirling-PDF——自托管 PDF 工作台：浏览器改、签、打码、OCR，文件尽量不离开你的机器</title><link>https://vigenz.com/posts/stirling-pdf/</link><guid isPermaLink="true">https://vigenz.com/posts/stirling-pdf/</guid><description>开源 PDF 平台：桌面 / 浏览器 / 自托管服务与私有 API；50+ 工具与自动化。起草时 GitHub API 约 ★95533。许可证为 Other/NOASSERTION：根 LICENSE 写明 open-core，MIT 覆盖非专有目录。</description><pubDate>Mon, 02 Nov 2026 00:00:00 GMT</pubDate></item><item><title>解读：@thedankoe《用一天整理整个人生》——身份先于行动、anti-vision，以及「人生游戏」六件套</title><link>https://vigenz.com/posts/thedankoe-fix-life-1-day/</link><guid isPermaLink="true">https://vigenz.com/posts/thedankoe-fix-life-1-day/</guid><description>Dan Koe 长文主张：新年决心常败，因为改的是表面行动而非身份与目标透镜；用 Adler 式「只信行动」、身份循环、Human 3.0 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