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Hacker News - Newest: "AI"

AI can't read an investor deck AI as an attorney? Student uses ChatGPT, Gemini to sue UW Hacking MCP Servers in AI Systems – The Rug Pull: Tool Changes After Approval GitHub - MeepCastana/KubeezCut: Free Web based video editor GitHub - GenAI-Gurus/awesome-eu-ai-act: Curated tools, official sources, OSS, templates, and guides for EU AI Act compliance. Can AI judge journalism? A Thiel-backed startup says yes, even if it risks chilling whistleblowers Coming soon: 10 Things That Matter in AI Right Now DARPA built an AI to fact-check enemy weapons claims IatroBench: Pre-Registered Evidence of Iatrogenic Harm from AI Safety Measures What explains heterogeneity in AI adoption? When AI Meets Muscle: Context-Aware Electrical Stimulation Promises a New Way to Guide Human Movements - Department of Computer Science AI Changed How We Build. It Did Not Change What Matters. Linux rules on using AI-generated code - Copilot is OK, but humans must take 'full responsibility for the… Meta spins up AI version of Mark Zuckerberg to engage with employees Code Mode: Let Your AI Write Programs, Not Just Call Tools | TanStack Blog GitHub - Delavalom/graft: Go framework for building AI agents. Type-safe tools, multi-provider (OpenAI, Anthropic, Gemini, Bedrock), zero vendor SDKs. India's TCS tops estimates, says new AI models did not dent services demand Gen Z's fading AI hype Strong feeling: we are in a folded AI reality GitHub - machinarii/total-recall-catalog: A reference catalog of latest knowledge retrieval, memory & RAG systems GitHub - mensfeld/code-on-incus: Give each AI agent its own isolated machine with root, Docker, and systemd. Active defense detects and stops threats automatically.. Quantization, LoRA, and the 8% Problem: Benchmarking Local LLMs for Production AI Iran war: We spoke to the man making Lego-style AI videos that experts say are powerful propaganda Powell, Bessent discussed Anthropic's Mythos AI cyber threat with major U.S. banks GitHub - immartian/bellamem: Persistent belief-graph memory for AI agents. Retrieves decisive context by importance — not recency, not RAG, not /compact. recursive-mode: The Repo-Native Operating System for AI Engineering After the attack on Sam Altman's home, will AI CEO's go on the offensive? The biggest advance in AI since the LLM Opus 4.6 vs GPT 5.4 One Prompt Unity World Generation Test “AI polls” are fake polls Client Challenge Can AI be a 'child of God'? Inside Anthropic's meeting with Christian leaders How to Switch AI Chatbots and Why You Might Want To GitHub - MattMessinger1/agentic_refund_guardrail: Safe refund policy layer for AI agents — Python + TypeScript. Same behavior, shared tests. Adam/papers/emergent_values_whitepaper.md at master · strangeadvancedmarketing/Adam Ask HN: How do you stop playing 20 questions with your AI coding tools How far can automation and AI support psychotherapy? - @theU GitHub - stagas/rtdiff: realtime git diff gui and AI-assisted commits A Mac Studio for Local AI — 6 Months Later A History of the Early Years of AI at the University of Edinburgh Why AI Coding Tools Still Feel Stuck on Localhost MSN AI Datacenters Are Becoming Strategic Targets twitter.com Penn Researchers Use AI to Surface Unreported GLP-1 Side Effects in Reddit Posts Show HN: MoodSense AI (ML and FastAPI and Gradio, Deployed on Hugging Face) Moodsense Ai - a Hugging Face Space by aman179102 AI models are terrible at betting on soccer—especially xAI Grok GitHub - xialeistudio/echoic GitHub - HimashaHerath/github-dev-wrapped: AI-powered weekly GitHub activity reports deployed to GitHub Pages
GitHub - anatomia-dev/anatomia: 验证人工智能开发。附证而发。
stealthyAF · 2026-05-24 · via Hacker News - Newest: "AI"

CI npm License: MIT

解剖学乃汝之AI所无之工巧权衡。四灵司其范围、谋略、构筑、核验之变。契约为码成之前所封——验者以键断之,非建者所记之迹。每运必生证链之条——所断者何、所察者何、所发者何。第五灵习此记录,进其所察于规,以范来日之建。非臆断也,机证也。

十秒之内,扫描任一项目

npx anatomia-cli scan .

无需安装。一令即可。此乃所见:

┌─────────────────────────────────────────────────────────────────────┐
│  inbox-zero                                                web-app  │
│  TypeScript · Next.js · Prisma → PostgreSQL (63 models)             │
└─────────────────────────────────────────────────────────────────────┘

  Stack
  ─────
  Language     TypeScript
  Framework    Next.js
  Database     Prisma → PostgreSQL (63 models)
  Auth         Better Auth
  AI           Vercel AI · OpenAI
  Payments     Stripe
  Testing      Vitest
  UI           Tailwind CSS
  Services     Resend · Sentry · PostHog · Upstash (+2 more)
  Deploy       Vercel · GitHub Actions

  Surfaces
  ────────
  web          Next.js · Vitest
  api          TypeScript · Vitest
  cli          TypeScript

  Intelligence
  ────────────
  Activity     7 contributors · 22→18→25→19 weekly
  Hot files    clean.ts (14), ai-categorize.ts (11), schema.prisma (9)
  Docs         README.md · CONTRIBUTING.md · .env.example + 2 more
  Pre-commit   typecheck + lint

  Run `ana init` to scaffold 8 skills (5 core + ai-patterns, data-access, api-patterns)

安装

若觉满意,可全局安装,以直用ana之令:

npm install -g anatomia-cli

需Node.js 22版以上。欲更新者:npm update -g anatomia-cli

速启

ana init                      # generate context + agents
ana init commit               # persist to git (so teammates get it too)
ana doctor                    # verify installation is healthy
claude --agent ana            # start with "hey Ana" — context loads first
claude --agent ana-setup      # enrich with your team's knowledge (optional, recommended, ~10 min)

更新CLI后,即行ana init 复行以新其扫描之数,察其技之能。尔之规,境之文,证之链,皆存焉。

init 自行扫描,独运无依——无需 Claude Code。然此管流之设,须Claude Code

告Ana所欲建者。彼将察代码之基,显取舍之衡,若法有弊,则诤之。及范围得宜,乃移事于Plan、Build、Verify。

去之

rm -rf .ana .claude/agents .claude/skills AGENTS.md

若解剖学创汝CLAUDE.md(检视git blame),亦除之。若汝已行。ana init commit,还此提交:git revert <commit-hash>尔之源码未尝改易——唯基建设施之文件耳.

其功用何在

扫描并初始化

ana scan读尔之项目,察其框架、数据库、认证、测试、服务、惯例及范式。于单源库中,扫描辨识每处表(包或应用),察其表独之指令。重行ana init,则刷新扫描之数据,而不覆尔之修订。

ana init 言,智能载于文件,诸吏读之:

  • scan.json — 完整结构扫描之数据,供吏用;
  • CLAUDE.mdAGENTS.md — 跨器项目之境;
  • 5 核心模板加 3 依条件之技能,由扫描驱动所现之节;
  • 16 器栈特有之难,复合触发所引;

设之。claude --agent ana-setup者,沟通扫描所得与君团所知之隙。约十分钟之会,察君之码库,询二三者,撰丰赡之境。既设,使能通君之产与决断——非独君之栈耳。

此管路

此阶 此使 此职 此产
此思 此安 谋伴——察其域,究其理,献其策,持其正 scope.md
谋篇 范谋 匠者——构其形,立其约 spec.md + contract.yaml + plan.md
营建 范建 匠师——施其术,证其效 码文+验法+build_report.md
核验 范核 寻瑕者——览其说与码,略其建报 verify_report.md
AnaLearn 证析者——循环之间行 技益强,系增善

证智

每管之行,皆书证链之条——此其一:

┌─────────────────────────────────────────────────────────────────────┐
│  ana proof                                                          │
│  Add Stripe Webhooks                                2026-04-29 11:07│
└─────────────────────────────────────────────────────────────────────┘

  Result: PASS

  Contract
  ────────
  14/14 satisfied · 0 unsatisfied · 0 deviated

  Assertions (6 of 14)
  ──────────
  ✓ Webhook endpoint verifies Stripe signature before processing
  ✓ Events are processed idempotently using the Stripe event ID
  ✓ Failed signature check returns 400, not 500
  ✓ Unrecognized event types return 200 without processing
  ✓ Migration adds idempotency_key column with unique constraint
  ✓ Existing checkout and billing portal flows pass without modification

  Findings
  ────────
  [risk · scope] Signature verification uses direct string comparison —
                 timing-safe equality not enforced
  [debt · scope] No retry mechanism for failed event processing —
                 transient DB errors will drop events silently
  [observation · monitor] Webhook handler is 340 lines with a switch
                          that will grow with every new event type

  Timing
  ──────
  Total        52 min
  Think        4 min
  Plan         15 min
  Build        22 min
  Verify       11 min

每条增入证链。ana proof health 追踪运行轨迹——首验之率,每运行之风险,发现聚之热点,及当修之事。若模式复现,proof promote 化之为技则,达于次建。proof audit 以文件群组活之发现。proof stale 标其发现,其文件自发现已变者。

扫描并初始化。

ana scan [path] 察堆栈、习俗、模式。--quick为表而设,--json为结构而设
ana init .ana/境与.claude/者之定义。CLI更新后重行以新之
ana init commit 将基架之文于物件之枝
ana doctor 察项目之康健与配置。--json为持续集成。
ana config show 示当前ana.json之设。
ana config delete <field> 除配置字段,复归检测之默认。

流水线。

命。 说。
ana work start <slug> 启工作项,录时间戳。
ana work status 示活跃工作之流水线状。
ana work complete <slug> 档案之计,书证链之条
ana artifact save <type> <slug> 存管管道遗物,以哈希验之
ana artifact save-all <slug> 悉存诸器于规划之目录,原子为之。
ana verify pre-check <slug> 行契约印契之验
ana pr create <slug> 创验建之PR

智证明理

号令 说也
ana proof <slug> 示证链条目
ana proof health 品轨仪表盘
ana proof audit 按檔案分類之活躍發現
ana proof close <ids...> 因由締結已解決發現
ana proof promote <ids...> 升發現至技能規則
ana proof strengthen <ids...> 提交技能修訂締結發現

|ana proof audit --new|篩選自上次學習會之發現| |ana proof audit --since <date>|篩選自國際標準日期後之發現|ana proof stale | 显陈旧之讯 | | ana proof context <files...> | 检索文脉之证 | |

ana learn end 标会之界——后学之期知何为新

ana setup 以团队之识,丰语境焉(Claude Code agent)
ana setup check 验语境之质
ana setup complete 验语境而终设
ana agents 代理仪表盘——列已布代理之定义
ana agents model [agent] [model] 示或设代理模型之覆

协于

Claude Code此管路、诸役、诸技皆属Claude Code之本性。

扫描输出(AGENTS.mdCLAUDE.md)可通诸读Markdown之智器。

于开发

git clone https://github.com/anatomia-dev/anatomia.git
cd anatomia && pnpm install && pnpm build
cd packages/cli && pnpm vitest run

详参CONTRIBUTING.md以得延展之导,及ARCHITECTURE.md以明模组之图。

此项目以Anatomia构建。.ana/目录乃证也——凡功能皆在所辖,经规划、构筑、核验,循此工具为君所设之管道而行。

許可

麻省理工学院(MIT)