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Reading Stream
Things I read and chose to keep, collected from X, GitHub, newsletters, and the open web.
270 items
updated 11/04
updated 11/04
AI Trends Weekly
New every Monday. A weekly edition of Airing’s daily reading.
Less weight. Better agents.
From an 800-line rulebook to subagent handoffs: rethink constraints and checks, then examine Jev’s likes, physics results and human work.
17 reads · 5 themes · Edited by Airing
Latest reads Newest saved first
AIGC Weekly #195：Anthropic S-1 / AI 科研进展（歸藏 Newsletter）
框架选不对，Claude 开发成本多一倍：前端十年框架膨胀，终于有人买单了
The Edge-Play Economy Isn't About Sexual Repression: Relationships Can't Grow, So the Market Sells Intimacy in Parts (Zhineng Luzhang, Bilibili)
Claude 5.5 提示词库（Opus · Sonnet · Haiku · Fable）：视频、动效、3D 与游戏
From "Big Results" to "Big Hongguo": When Hard Work Stops Paying Off (Zhixing Tavern E255)
agent-desktop: Vercel Labs open-sources desktop computer use via OS accessibility trees
地心引力 · 短更新：刷短视频是否影响深度思考
赛博禅心：动态图解 DeepSeek Super-agent 架构
DeepSeek Super-agent 设计探索：双层架构让 Agent 持续在线、主动干活
APPSO：DeepSeek 发布 Super-agent 架构，AI 开始指挥 AI 干活
洛克船长推荐 Teachable Figures：用 AI Agent 做交互式 2D/3D 教学场景
Alexandr Wang 谈拉开与 99% 人的差距：不拼智商，拼极端执行力（@huxlab）
Pi 扩展圈五连杀：缓存压缩、旁听搭档、浏览器遥控、安卓口袋版、pstack 移植（@GitTrend0x）
Pi Durable 性能优化：数据库事务减少 82%，流式合并写入与崩溃可恢复（@xiaomovps）
Herdr 发布桌面 App 与 herdr-core：每个像素都是 Agent 能改的文件，关掉窗口 Agent 照跑（@herdrdev）
AI Coding 20 条最佳实践：许愿式编程、规则脚本兜底与复盘沉淀（@HiTw93）
AI 浏览器自动化八条主流路线：从 Playwright 到 Ego Lite、WebMCP 怎么选（@realchendahuang）
Wonder：你和 Agent 在同一张画布上设计并改代码
pen.dev：带 Agent 的设计画布，在画布上设计、落地成代码
Anthropic：何时把子 Agent 并回主 Agent 循环
PixelRAG：把网页截图当检索单元的视觉 RAG，自称超越文本 RAG 18.1%（@AHSeslami）
Content Studio：LangChain 开源自家设计 Agent（design-agent）
Pond：Butterfly 做的轻量、好看的 Linux 系统（Early Preview）
DEX 周刊 · #369 Wonder 2.0
Thorsten Ball：我如何与 Agent 协作（2026 年 10 月版）
一张立绘实时驱动的看板娘「若泉绮羽」（@Hitomiiim）
AIGC Weekly #194：黑色十月 / Block Dessa 语音模型（歸藏 Newsletter）
如何用模型变得更有野心：高度、深度、广度三种进阶（Felix Rieseberg）
Harness²：Google Research 开源「递归 Agent 调优」框架
past.dev：给 AI Agent 的长期、多人共享记忆 API（BEAM 榜首）
Expand：让 Agent 真正“看见”网页的抓取与爬取 API
Jev 决策核玩法合集：Agent Skill、SEO 体检、声控浏览器、AI 马里奥、无人机（@GitTrend0x）
CapCut 插件即将登陆 ChatGPT（@capcutapp）
地心引力 · 短更新：田柯宇事件与争抢「天才」
至高の Grok Bot 10選（@cu30rry_）
Anthropic：谨慎使用子 Agent
我好像陷入了某种，AI时代的虚无主义。
腾讯 QClaw、元器下架：Agent 1.0 落幕，Agent 2.0 时代到来
给AI写了800行规则，它反而更不听话了
DEX 周刊 · #368 Unscroll
AIGC Weekly #193：Meta Muse / Anthropic 公益基金 / DeepSeek V4.1（歸藏 Newsletter）
实测 Lovart 2.0 ，设计 AI 进入个人助理时代
Pi Durable 出了原生苹果 App：Apple Bots 一周进展（@xiaomovps）
刚刚，Anthropic官宣！要捐3200亿分给普通人
哈佛谷歌惊人研究：GPT-6 Astra已解决98%世界物理难题！
AI生成的代码看不懂就扔掉重来：一位首席架构师的 5 条 Agent 编程反常识原则
用 GPT-6 魔改 Kindle，我又找到了越狱的乐趣
短更新：What’s the Matter With France?
离谱：Hugging Face 史上点赞第 10 的模型，94% 来自新注册账号
看完Anthropic内部工作报告，真替应届生捏把汗
别只盯着AI Coding，真正的变化发生在整个研发流程
Trusting Agent Work: @poteto Inverse Pyramid (@shao__meng)
JEV 1.14.0：多模态 + box 定位 + 262K 上下文（@op7418）
Pi 官方教程：在 Cloudflare Durable Objects 上做多人 Agent（@jiangkoumo_）
e2e 推出 /migrate-to-e2e：把 Playwright 等旧 E2E 套件逐个功能迁到智能体测试（@cu30rry_）
Dots / Astra 用 Blender 连夜压榨 3D：提示词不玄、0 额度、Drive 持久化（@yrmkejun）
Hy Memory · 腾讯混元开源智能体记忆 SDK + MemHub
神经网络可解释性被AI解决了？90%神经元只有一个功能
omp：把 IDE 接进来的编码智能体（Rust 内核 Agent Harness）
mobile-mcp：让 Agent 摸真机做 iOS/Android 回归（@dngzsn37461）
Grok Bot + Dawn 跟单：连亏两次就换交易员，52→4939（@crbpite8）
magpie：给 OpenCode / Agent 做 LLM 路由与账号分流（@AsadaYuki_Art）
Grok Bot 48 美元到 7492：六代理筛币、小单滚动（@crbpite8）
Evo²：把改 Harness 与训模型接成自进化闭环（@Xudong07452910）
如何把 Grok Bot 军团接到飞书：保姆级新手教程（@KinGao476942）
刚刚，Anthropic 重新发明了 git（尹John / AGI Hunt）
DEX 周刊 · #367 压缩和解压缩
AIGC Weekly #192：Personal Agent 混战与协议（歸藏 Newsletter）
ExcaliClaw：手绘图协作工作区，自带 MCP 让 Claude / Cursor 一起画图
AI 陪伴鼻祖破产，你能导出聊天记录，却带不走 TA（APPSO）
Anthropic 自研版本控制 Scion：每天合并 3 万次，5 个月替换 git
人人都想当你的 Personal Agent，却没人知道它应该长什么样（Founder Park）
AI 蠕虫离现实还有几个月：小模型可能在智能电视、烤箱上自我复制（Anthropic 红队）
Anthropic 防蒸馏：推理链锁起来，被偷的数据少了 90–99%
Tern · Stencil 的 Rust 原生「新终端」：会话活过窗口，Mac / iPhone / 浏览器实时同步
AI 开始逆向一切：闭源软件护城河正在崩塌（数字生命卡兹克）
IdeaScientist：让智能体跨领域找灵感，提出有依据的科研 idea（@Xudong07452910）
GrokBot 智能体团队 Harness：Lauren Tan 基于 /pstack 的「参谋长 + 负责人 + 验证者」模板（@0xCodez）
Grok Bot 详解：云端常驻智能体团队入门，附 7 个可直接复制的智能体提示词（@AnatoliKopadze）
Pi 1.1.0 支持 Program Status Protocol（OSC 7501）：终端能看出 Agent 在干活还是卡住了（@xiaomovps）
OpenAI Dots 全指南：GPT-6 Astra 常驻干活，Jev 做廉价决策层，独立开发者只管监督（@noisyb0y1）
用 Opus 5.5 搭 24/7 AI 量化研究台：先审宇宙与证据，再谈回测（@Av1dlive）
10 个立刻能让生活变得更好的小技巧
常驻智能体如何工作：Lee Robinson 斯坦福 CS146S 讲座全解（@shao__meng）
Claude Managed Agents 动态工作流公测：主智能体写计划，分阶段编排最多 1000 个智能体（@ClaudeDevs）
Tendedero：把 Mac 截图挂在菜单栏下的晒衣绳上（@ianneo_ai）
REA：一个 MCP 逆向分析一切，看到喜欢的功能就拆到二进制（@Lee_points）
Designeer · 设计 + 工程的精选工具箱（422 工具 / 132 设计工程师）
Mirasim · 编程 Agent 的团队工作间（12 个 CLI 并排 + 协作空间）
FireCode · 给 Pi 装上并行子代理与多模型对抗审查
awesome-jev 周期巡检：新增 8 条，583 → 591（@yibie）
Dream-RSI · 让 Agent 在自己的「历史」里做梦来自我进化
DEX 周刊 · #366 个人 agent、云端电脑、AI 电脑
陶哲轩转发抵制声明，数学界和 OpenAI 彻底撕破脸
GitAgent · 把 AI Agent 写成一个 Git 仓库
Pi Durable 技术手册：让 Agent 崩溃后接着干
不只有 Personal Agent，本周我们推荐这 16 款 AI 产品
Monid · 一次接入，让 Agent 自己找、比、买 1700+ 工具
PANDA：拔掉中心指挥官，让 Multi-Agent 真正去中心化（@snwiki238337）
Pi 如何用好提示缓存：从零理解 Prompt Caching（@xiaomovps 译）
OpenBot · 在本机跑一支 AI Agent 团队
Rill · Claude Code / Codex 就在旁边的浏览器
AI 让数学再也回不去那个旧世界了（OpenAI 722 份数学手稿）
Mintlify · 给智能体用的文档平台
短更新：Thin Is In
Lapis One · 给 Agent 一台专属电脑（Pamir）
EmbeddingGemma 2 · 谷歌首个开源原生多模态 Embedding 模型
AIGC Weekly #191 · Guizang
CLAUDE.md 还是 AGENTS.md？Anthropic：以后都不用
聊聊A16Z这两份AI报告，以及一些反常识的真相
pstack 的 /correct：把反复踩的坑写进代码库约束（@lukasen_xyz）
用手指空隙可视化芝诺悖论（@kakouton2bro）
Pi 如何做上下文压缩：从零理解 Compaction（@xiaomovps 译）
Run virtual iPhones on your Mac: vPhone Workstation (@bkdgiffug)
T3 Code · 编程 Agent 的开源控制台
《动手学大语言模型》Hands-On Large Language Models
Apple SCLATE: curing Agent amnesia (@mylifcc)
Apple LoopCD: fewer loops, stronger results (@arankomatsuzaki)
Pi Durable: Document for agent state (@xiaomovps)
Claude Mods → MW2 quick-scope lobby (@alexchristou_)
Hand-writing UI tests makes no sense anymore — Maestro (@JorgeCastilloPr)
Fable 5.5 — 40,000 years of art history animation (@leo114119)
Claude Code plugin "You should know": sideagent info-safety (@XihuangHuang)
Pi 1.0 upgrade is not all praise: minimal → Runtime (@xiaomovps)
e2e: The open source AI testing framework
Skill authoring best practices
Maestro, End-to-End UI Testing for Mobile and Web
Jev被请下王座，StartLux中国开源决策模型冲上第一
Empryo · 懂你代码库的编程 Agent
SoL-Pi: Scaling Auto-Research Loops for Efficient Agent Harnesses
Jev + Claude Opus 5.5: $106/day back (@AnnatarXBT)
Pi Durable: WAL inside the Agent runtime (@jiangkoumo_)
Cut Agent Bill 90% with Jev Engineering + Kimi K3 (@polydao)
AI For Creativity — Jeffrey Katzenberg (@jeffreykWNDR)
Who is Eating Pi Context? pi-context-view (@xiaomovps)
Nobody Really Wants AI Personal Assistants (@staysaasy)
Pi 0.99 Tames MCP with Codemode (@jiangkoumo_)
Stamp Book Animation (@AdityaSur11)
Claude Code Just Shipped Mods — Rewrite Itself With One Prompt
Invent a Dataset — Training data from intent (Adaption)
Code Contracts — Specs humans read, agents verify
Build Your First AI Agent Team with Claude Opus 5.5 (@eng_khairallah1)
Pi + Subagents: Multi-Agent Flavor (@xiaomovps)
Rene — Multiplayer personal superintelligence
NOAN — Fact layer for agentic business
Breaking: Trump EO Bans US Government Use of the Word "AI"
Pi 0.87.0: Context Splits from Session History (@xiaomovps)
Did OpenAI Kill $10B Jev in Just 15 Days?
How to Auto-build Evals and Hillclimb with Claude Code
OpenAI DevDay 2026 Overnight Recap · Kazike
AIGC Weekly #190 · Guizang
Jev Engineering: Full 10-Step Roadmap for a New AI Brain (@0xCodila)
Claude Code Tip: Opus 5.5 Ships, Fable 5.1 Advises (@thedelost)
Jev Engineering: Stop Paying Frontier Models for Yes-or-No Calls (@hanakoxbt)
Opus 5.5 + GrokBot + Jev: One Packed Agent Pipeline (@0xCodila)
Claude Code's Thariq: CLAUDE.md Will Fade; Agents Already Hack Graders
Claude Sonnet 5.5 Launch: Nearly Matches Opus 5.5
Hemory — Always-on listening, generate anything
DEX Weekly · #365 Personal Agent
Chit — a printed receipt of your day
drawgent · your coding agent on a live Excalidraw canvas
Xiaohongshu Matrix Growth Guide: Fill Events & Courses from Low Followers (@369Serena)
After Open-Sourcing 39 Style Videos: Stable Opus 5.5 Production (@lemomo_ai)
VoiceStudio: 37k★ Local-First ElevenLabs Alternative (@realfxw)
ElevenLabs · Free AI Voice Generator & Agents Platform
From Coding to Running: AI Native SRE Agent Engineering
AX: Google's Open-Source Agent Scheduler (@Gorden_Sun)
Attention Bankruptcy: AI Tools Can't Save You (@Jaden_riku)
What is Effort Really? (@trq212)
Building a Custom Harness with Pi and Jev (@omarsar0)
Claude Finds ART Enzyme System — Near-Human Excitement
Error-code Agent: From 3–8 Hours to Minutes
Claude Digs Up DNA “God’s Scalpel” ART — Xinzhiyuan
JEV — Why a Model That Can’t Code Raised $40M
Jev vs FLock: Decision Model Benchmark (@SUOHA_AI)
Opus 5.5 Pixel Animation in Under 5 Minutes (@riku720720)
SynCraft — Crafting ideas in sync.
How to Build an $18K/Month AI Agency on Grok (@maestrooth)
This little character deserved a life outside the image (@rege_dev)
awesome-seedance · 463 个 AI 视频 Skill 与提示语模版开源（@aiwarts）
Fish Audio · Emotion-controllable real-time TTS & voice cloning (S2.1 Pro)
ScreenKite · Native Mac recorder + editor (3× faster than Screen Studio)
Keep Outsourced QA — ByteDance Intranet Plea
AIGC Weekly #189 · TypeSafe JEV (System One)
Made with Jev · What people are building with Jev
Made with Jev — What people are building with Jev
Jev 生态 72 小时：46→160（@yibie / awesome-jev）
Jev UI Spec：生成式 UI 从自由生成→有限决策（@GoSailGlobal）
Software & Adventure · Zach's hand-built personal site (zach.dev)
A Deep Dive into Jev, TypeSafe's System One Model
20 High-Quality Jev Projects Worth Watching
Jev plays Slay the Spire 2 in ~0.7s per move · @coolish
TypeSafe AI · System One model Jev — typed structured decisions, not text gen
Zed Delta public beta · agent threads instead of PRs · @vikingmute
Awesome Jev · 14 projects incl. Browser Use high-speed browser agent · @0xLogicrw
Post-Astra Model · Beyond the World's Top Mathematicians (Xinzhiyuan)
Claude Builds Claude · 26× in 6 Months / 30k Agents (APPSO)
Claude Code Projects Redesign · 30k-Agent Orchestration (QbitAI)
AgentGit · Open-Source Agent Session Collaboration Platform (Xinzhiyuan)
DeepSeek Harness: From Answering to Sustained Agent Work
DEX Weekly #364: Elyx — New Product from the Sketch Team
Don't laugh — a digital fruit fly may outplay you (MaleCNS · APPSO)
life-recorder · Local life log from browser-use (@GoSailGlobal)
From ReAct to Agent Teams: An Engineer’s Take on Agent Collaboration
WeKnora · WeChat opensources its AI knowledge base
AIGC Weekly #188
AI 会毁掉数学吗？它先学会了大厂的虚荣
万字详解GPT-6 Astra · Sebastian Raschka 循环 Transformer 与隐藏思维链
Amp is now free with BYOK · @LongChenNotes on how Amp uses agents
How LLM Inference Engines Actually Work · Prefill, Decode, KV Cache, Continuous Batching & Agent Loop
ARTEMIS · Google open-source Android NL automation (AndroidWorld >99%)
Anthropic Labs’ 20-Person Failure Team: Most Bets Get Cut; Graduate Past 4 People
Rethinking skills and prompts for GPT-6 Astra
context-mode · Context window optimization for AI coding agents (sandbox tool output, ~98% reduction)
Lab · Sanyam's interface interaction playground (Morphing Icons / Spring / Flip Clock…)
GPT-6's "AGI" Isn't the AGI We Wanted | Hao Trends
GPT-6 Astra Can Sculpt Dragons Itself? After Testing I Chose to Call in Reinforcements
This Skill: Strongly Recommended by the Author of a 250k-Star Project (show-me)
@QingQ77 · 3dviz-pro-max：一句话想法变 Three.js 3D 场景
@shao__meng · IP as Logo：把 IP 形象做成可识别 Logo Skill
@gracewangdesign · 新作品集：可以去钓鱼
Tucky · macOS edge notes with a built-in agent
@realfxw · Master Multi-Agent from scratch (PicoAgents)
@yyyole · GPT Image 2.5 prompting: goal first, then details
Designing Multi-Agent Systems · PicoAgents from scratch
Vinz · @hivinz_ product shop (Sydedock / Screeen / Designgud)
A 27-year-old AI researcher quit Anthropic, fearing AI could cause human extinction
dif.sh — feature flags and A/B tests in your repo
@Xudong07452910 · LLMs as Cognitive Viruses: Tipping Point, Hysteresis & Cognitive Immunity
用GPT-6 Astra操控Blender玩3D，保姆级教程来了。
AIGC Weekly #187
Another Killer Skill: Let Codex Take Over Your Phone (and Order Food)
DEX 周刊 · #363 Readmate
GitHub 3.2万 Star，又一款国产的顶级 Agent 记忆系统火了！
TeamAI CLI · 让每个团队都 AI Native
How to Do Product Design Well with Agents
Moonlit Forge · 月光锻造小屋（四季滚动叙事站）
不会写代码的人，在B站造出了百万用户产品
Hands-on GPT-6 Astra: The Old OpenAI Is Back
Claude Formalizes Fermat's Last Theorem in 11 Days — Yao Class Alum Leads
Karpathy Likes Zhihu — Another Stage Where China AI Goes Global
@anshuc · GPT-6 Astra uses image gen to nail 3D game visuals
@python_xxt · The right way to open GPT-6 Astra (systemic diagnosis prompt)
How to turn your AI into a world-class designer
TaoTao's Little World · Little days, big discoveries.
@shao__meng · Agent Harness 不是 while 循环：omp²《Harness Playbook》
Gear Zero: describe a game, see what it becomes
Designing Grok Bot for a world of persistent agents
GPT-6 Astra 发布：人类进入 AGI 大分工时代
Huabu：从线性对话到二维协作的 Agent 新桌面
GPT-6 Astra：全球最强？人类进入 AGI 时代
@Xudong07452910 · After 70 Coding-Agent Rounds: Harness-of-Harness
Agent Second Half: What Should a Truly Self-Evolving Agent Look Like?
Obscura · Open-Source Headless Browser for Agents
@xuanyuanzhifeng · Understand Transformer in One Go
@dingyi · The Screen Recording Tool Landscape
@ErwinWu000 · AI Code Review: Requirements Misaligned
@Zen_with_AI · Why KV Cache Stores Only K/V, Not Q
LLM Wiki · A Self-Building Personal Knowledge Base
Claude Prompting Best Practices (Official Docs)
@wuzhutisushuo · My FDE
noty · Native macOS Sticky Notes on the Screen Edge
How people use Grok Bot · UseGrokBot
@xiaohu · Claude Handwriting Board: Pen-to-Pen Learning
@Xudong07452910 · SKILLSTATE: Keep Only Current State
#362 Indie Hackers' New Trinity
Users and Revenue Aren't Enough: AI Apps Still Aren't a Good Business
AGI Hunt · Chain-of-Experience: Don't Rush to Compress Attempt History
5 Million Views: AI Builds an "Infinite Slop" Machine
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