惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
Schneier on Security
Schneier on Security
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
Attack and Defense Labs
Attack and Defense Labs
H
Hacker News: Front Page
Google DeepMind News
Google DeepMind News
雷峰网
雷峰网
C
CXSECURITY Database RSS Feed - CXSecurity.com
Cisco Talos Blog
Cisco Talos Blog
T
Tenable Blog
G
Google Developers Blog
A
About on SuperTechFans
The Cloudflare Blog
S
Securelist
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
C
Cisco Blogs
H
Hackread – Cybersecurity News, Data Breaches, AI and More
aimingoo的专栏
aimingoo的专栏
云风的 BLOG
云风的 BLOG
Forbes - Security
Forbes - Security
腾讯CDC
Application and Cybersecurity Blog
Application and Cybersecurity Blog
V
Vulnerabilities – Threatpost
IT之家
IT之家
博客园_首页
P
Proofpoint News Feed
P
Privacy & Cybersecurity Law Blog
C
Cyber Attacks, Cyber Crime and Cyber Security
Project Zero
Project Zero
月光博客
月光博客
NISL@THU
NISL@THU
爱范儿
爱范儿
S
Secure Thoughts
K
Kaspersky official blog
Security Latest
Security Latest
T
Tailwind CSS Blog
博客园 - Franky
D
Darknet – Hacking Tools, Hacker News & Cyber Security
TaoSecurity Blog
TaoSecurity Blog
The GitHub Blog
The GitHub Blog
Microsoft Azure Blog
Microsoft Azure Blog
B
Blog RSS Feed
S
SegmentFault 最新的问题
H
Help Net Security
T
Tor Project blog
L
LINUX DO - 热门话题
S
Security @ Cisco Blogs
N
News and Events Feed by Topic
O
OpenAI News
S
Schneier on Security

Hacker News - Newest: "AI"

AI can't read an investor deck AI as an attorney? Student uses ChatGPT, Gemini to sue UW over alleged racial discrimination 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 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 - alejandrobalderas/claude-code-from-source: Architecture, patterns & internals of Anthropic's AI coding agent — reverse-engineered from source maps AI and Tech brief: Ireland ascendant GitHub - Titovilal/context0: Context0 - Never Surrender Training for a Marathon with an AI Coach: What Worked and What Didn't Cyber Pulse: Agentic Intel - Apps on Google Play I Built an AI PR Reviewer That Catches Bugs by Not Looking for Bugs Gen Z workers are so fearful AI will take their job they’re intentionally sabotaging their company’s AI rollout | Fortune How AI Is Reimagining the Game of Golf–For Both Players and Courses GitHub - nattergabriel/reseed: A CLI tool for managing and distributing agent skills across projects Is SVG the final frontier? My AI workflow evolved from prompts to a near-autonomous workflow MLSharp Help - 3DGS Viewer & Generator I put my cognitive field based AI's runtime on GitHub Is Numble the first AI-proof game? A3: Kubernetes for autonomous AI agent fleets | Emergent Principles Deepali Vyas ("The Elite Recruiter") GitHub - msmarkgu/RelayFreeLLM: A restful API designed to route user prompts to various AI model providers. Unionized ProPublica staff are on strike over AI, layoffs, and wages Unleashing the Advantage of Quantum AI We're heading for an AI-fueled 'dementia crisis,' brain scientist warns The AI-Assisted Breach of Mexico's Government Infrastructure [pdf] GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. MSN GitHub - visionscaper/collabmem: Enabling long-term collaboration with Agentic AI - building up episodic and world model memory over time with in-context awareness We gave an AI a 3 year retail lease in SF and asked it to make a profit | Andon Labs AI Code is Hollowing Out Open Source, and Maintainers are Looking the Other Way What leaked "SteamGPT" files could mean for the PC gaming platform's use of AI AI is the boss at this retail store. What could go wrong? GitHub - Wuzu11517/agentic-proxy: Local proxy meant to help reduce With Drones, Geophysics and ArtificiaI Intelligence, Researchers Prepare to Do Battle Against Land Mines A Single Operator, Two AI Platforms, Nine Government Agencies: The Full Technical Report 在 Steam 上购买 FriedrichAI: Offline AI 立省 10% GitHub - inevolin/resume-cli: Hit Claude usage limits? Resume any AI coding session elsewhere. Switch tools at zero friction. GitHub - atripati/ark: AI Runtime Kernel — a context operating system for AI agents. Eliminates tool bloat, loads only what’s needed, and gives LLMs their reasoning space back. How to Build a Secure AI PR Reviewer with Claude, GitHub Actions, and JavaScript This Startup Wants You to Pay Up to Talk With AI Versions of Human Experts Intel Arc Pro B70 Brings 32GB VRAM to Local AI for $949 WordPress 7.0: The Good, the AI, and the Still Missing AI on the couch: Anthropic gives Claude 20 hours of psychiatry IatroBench: Pre-Registered Evidence of Iatrogenic Harm from AI Safety Measures AI Agents Know About Supabase. They Don't Always Use It Right. The history and future of AI at Google, with Sundar Pichai Inside an AI‑enabled device code phishing campaign How Meta Used AI to Map Tribal Knowledge in Large-Scale Data Pipelines AI for Systems: Using LLMs to Optimize Database Query Execution Forecasting the Economic Effects of AI Introducing Tinker: Play with AI, bring your ideas to life AI sheds light on an ancient gaming mystery People really hate AI but not as much as Iran—or Democrats | Fortune What is an AI Product Engineer? Phoebe Gates wants her $185 million AI startup to succeed with 'no ties to my privilege or my last name': 'I have a chip on my shoulder' | Fortune
GitHub - googlarz/collaborate
googlarz · 2026-05-13 · via Hacker News - Newest: "AI"

This started when me and two friends were writing a document together. All three of us using Claude. All three with completely separate conversations, no shared context, constantly asking each other "wait, what did you decide on that section?" — with the most powerful writing tool in the world open in front of each of us and no way to actually work together.

Google Docs didn't solve it. We could all see the same file — but not each other's reasoning, not what Claude told each of us, not why a section changed.

AI has made individual writing dramatically better. A single person with Claude can research, draft, and refine documents that would have taken a team days — in an hour.

But AI assistance is single-player. The context lives in your conversation. The moment the document needs someone else — a co-author, a reviewer, a team of ten writing in parallel — that context disappears. The next person opens a blank session and starts over. They don't know what was decided. They don't know what was tried and dropped. They don't know what you need from them.

So teams are left doing what they've always done: emailing files, leaving comments in shared docs, losing track of who changed what and why. The AI made each person faster. It didn't make the team work any better.

collaborate fixes that.


What does it look like?

You pick up the document and Claude briefs you — in plain English, no setup:

Hi Mia 👋
Tom just finished his part. Here's where things stand:

He added flight options and a rough daily schedule for Barcelona. He's not sure
about the third day — left a note that you'd have stronger opinions on that one.

What changed since you were last here:
  Flights     — updated (3 options, budget vs. direct tradeoff explained)
  Daily plan  — updated (days 1 and 2 done, day 3 left open for you)

Tom asked you to look at:
  "Mia knows Barcelona better than me — can she fill in day 3 and check
   if the restaurant I picked on day 2 is actually good?"

Ready when you are.

Every person gets this when it's their turn. No one has to ask "where are we?" or dig through version history.

Starting a session looks like this:

You: Start a new document with my team — it's a trip plan, me and two friends.

Claude: What's the document called?
You: Barcelona Trip — June 2026

Claude: Who's working on it with you?
You: Tom and Mia.

Claude: How do I reach Tom?
You: Signal — +1-555-0101

Claude: How do I reach Mia?
You: Slack — @mia

Claude: What's each person doing?
You: Tom writes the flights and logistics. Mia writes the daily plan.
     I'll review and put it all together at the end.

Claude: Where should I save it?
You: /Users/dawid/iCloud Drive/Shared/Barcelona/

Claude: Done. Tom and Mia can start whenever — I've messaged them both.

And when there's reviewer feedback to resolve before handing off:

Claude: Mia left feedback on your section:

  #1 The restaurant on day 2 — do you have a backup in case it's fully booked?
  #2 Day 3 feels rushed — she thinks the museum might be too much.

Did you handle #1?
You: Yes — added two backup options near the same area.

Did you handle #2?
You: Agreed, I removed the museum and left the afternoon open.

Claude: All resolved. Passing to Mia now — I'll send her a message.

How it works

Each contributor takes a turn. When it's your turn, Claude shows you what changed since you were last involved, any feedback waiting for you, and what the previous person asked you to focus on. You write. When you're done, you hand off — with a brief note on what you did and anything the next person should know.

That's it. Claude handles the rest: snapshots, feedback tracking, notifications, history.


Each person uses their own Claude

Everyone works in their own conversation — your own Claude, your own setup, your own skills and tools. There's no shared session, no special account, nothing to configure together.

collaborate is a skill, not a platform. It gives your Claude the instructions to coordinate with your teammates' Claudes through a shared file. The AI stays yours. The document becomes shared.


Modes

You don't pick a mode — Claude does, based on what you tell it at the start. Two writers with no specific roles? Ping-Pong. A writer and a reviewer? Structured Critique. Multiple sections and a bigger team? Section Ownership. Writing a decision document? Challenger/Defender. Have a draft already and need someone to review it? Annotation Loop. Want everyone to review everyone else's sections? Round Robin.

You can also just say what you want and Claude will figure it out. If you change your mind mid-project, you can switch.

Ping-Pong — two writers, back and forth. The simplest mode. Writer A drafts, Writer B responds, and so on. Good for policies, briefs, proposals where two perspectives sharpen the result.

Section Ownership — parallel sections, any team size. Each person owns one or more sections and writes in parallel. Claude tracks per-section turns, locks, and feedback separately. When every section is done, Claude checks for consistency and merges. Good for strategy reports, team documentation, research papers.

Structured Critique — one writer, one reviewer. The writer drafts. The reviewer gives numbered feedback. The writer resolves each item before the next handoff. Disputes escalate to an approver. Good for anything that needs rigorous editorial review.

Challenger/Defender — two positions, one decision. One person argues for a proposal, the other argues against. Positions are assigned at the start. Each turn must engage directly with what the other person argued. An approver reads both sides and decides. Good for decision memos, build vs. buy, option analysis.

Annotation Loop — review an existing draft. The reviewer goes first, marking the draft with inline comments section by section. Claude helps write specific, actionable feedback. At handoff, comments are compiled into numbered items for the writer to resolve. Good for reviewing documents that already exist.

Round Robin — everyone reviews everyone's sections. After all sections are written, each person reviews every section they didn't write. Claude collects all feedback, groups it by section, and routes it to the right writer — so each person only sees feedback on their own work. Good for team retrospectives, peer feedback, shared decisions where everyone's input matters.


Storage

Two options:

iCloud — put the document in a shared iCloud folder. Everyone on the team needs access to the same folder.

Google Drive — share a Drive folder with your team. Requires the Google Drive MCP server.


Notifications

Turn notifications go out via Signal or Slack. Signal requires the signal-mcp server. Slack requires the Slack MCP server. You can also use email, or combine backends per person.


Install

Tell Claude:

install this skill: https://github.com/googlarz/collaborate/raw/main/SKILL.md


Use

Just describe what you want — no commands to memorize:

"Start a new document with my team" "It's my turn, I want to work on the strategy report" "I'm done, pass it to Morgan" "Go back to the version before Alex's turn" "Show me where things stand"