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

Microsoft Azure Blog
Microsoft Azure Blog
量子位
小众软件
小众软件
C
Cybersecurity and Infrastructure Security Agency CISA
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
T
Tenable Blog
V
Vulnerabilities – Threatpost
Know Your Adversary
Know Your Adversary
T
Threat Research - Cisco Blogs
Latest news
Latest news
Spread Privacy
Spread Privacy
C
Cyber Attacks, Cyber Crime and Cyber Security
NISL@THU
NISL@THU
T
Tor Project blog
Hacker News: Ask HN
Hacker News: Ask HN
V2EX - 技术
V2EX - 技术
T
The Exploit Database - CXSecurity.com
博客园 - 三生石上(FineUI控件)
K
Kaspersky official blog
Cyberwarzone
Cyberwarzone
博客园 - 叶小钗
博客园 - 聂微东
Last Week in AI
Last Week in AI
爱范儿
爱范儿
腾讯CDC
博客园 - Franky
美团技术团队
J
Java Code Geeks
O
OpenAI News
L
Lohrmann on Cybersecurity
Simon Willison's Weblog
Simon Willison's Weblog
有赞技术团队
有赞技术团队
T
Threatpost
G
GRAHAM CLULEY
Hugging Face - Blog
Hugging Face - Blog
博客园 - 【当耐特】
宝玉的分享
宝玉的分享
I
Intezer
N
News and Events Feed by Topic
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
T
The Blog of Author Tim Ferriss
S
Security @ Cisco Blogs
Forbes - Security
Forbes - Security
N
News | PayPal Newsroom
Stack Overflow Blog
Stack Overflow Blog
Scott Helme
Scott Helme
H
Hacker News: Front Page
Cloudbric
Cloudbric

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
#011: AI Needs Better Metaphors
young_mete · 2026-05-06 · via Hacker News - Newest: "AI"

Imagine the scene. It’s Thanksgiving 2026 and you’re sitting next to your uncle at the dinner table. After a questionable rant about how prediction markets are the oracles of truth in the 21st century, he tells you he’s thinking about “getting into AI.” You’re relieved to finally switch the topic. He asks if you could help explain some basics. Easy-peasy, you think - you’re so AI-pilled that random numbers like 4.7 and 5.5 evoke emotional responses.

“So what’s the difference between a skill and a plugin?” he asks. “What about MCP? Is that the same as CLI? And is that the same as API?” You start sweating. “Wait, are sub-agents like agents but they’re worse than normal agents? Do CLI agents work for the CLI? What’s the difference between a routine, a scheduled task, and a cron job? Is the scheduled task not routine? What does cron mean - is that, like, the last name of the guy who invented it?” You are now questioning your life and starting to think the Polymarket sermon was actually the good part of dinner.

You think I’m joking, but please explain to me the difference between Notion’s custom agents, Claude Cowork’s scheduled tasks, and Claude Code’s routines:

Claude Cowork “scheduled tasks” on the left, Notion “custom agents” on the right.
Claude Code “routines”. Is it different from “scheduled tasks” in cowork? Good question. I have no idea.

At the risk of tooting my own horn, I’d say I’m as AI-pilled as they come in non-technical circles - I use AI for hours daily, I’ve built software with it, I built my own agents, skills, and plugins, I have a Hermes agent running on my Mac mini, and I have a postcard on my desk with a quote from a Claude Code session that made me laugh. And I still struggle to understand, let alone explain, the difference between all these concepts.

The problem isn’t just the confusing terminology. All these things can be understood and explained, but that’s not the point. The point is that we don’t yet have a solid set of well-fitting metaphors to ground these AI primitives. We don’t need better terminology or even better interfaces - first, we need better metaphors.

Cliff Kuang, in his book “User Friendly”1, lays out a convincing argument for why metaphors are foundational to broad technology adoption. I’m including two quotes here because they’ll do a much better job of explaining it than I will, so bear with me:

The right metaphor is like an instruction manual but better, because it teaches you how something should work without you ever having to be told. Consider the metaphor of the in-box versus the news feed. The email in-box borrows its logic from your mail, and you probably at least glance at every piece of mail that’s sent to you, simply because they were all meant for you. Your email in-box carries the same logic. The Instagram “feed” or the Twitter “stream” are entirely different metaphors. A stream rushes on even if you’re not there to see; it gurgles by in the dark, when you’re asleep. To say that information is a stream suggests that it’s there for the taking, if we wish to drink, not that we have to consume it all. A stream or a news feed, even if it’s crafted to your whims, doesn’t require your personal attention. It’s a commons to be shared.

and:

That’s how metaphors work: Once their underlying logic becomes manifest, we forget that they were ever there. No one remembers that before the steering wheel in a car, there were tillers, and that tillers made for a natural comparison when no one drove cars and far more people had piloted a boat. The metaphor disappeared once driving cars became common. In digesting new technologies, we climb a ladder of metaphors, and each rung helps us step up to the next.

Arguably, we’re already on the right path. We have collectively landed on one of the core metaphors that will underpin the next age of AI - AI as co-worker / employee. This is why the chat interface feels natural and is becoming pervasive in AI apps - we’ve been “chatting” with other humans through a computer for 4 decades. When you give something a name, a perfect command of language, and the same tools you have, it’s no different from your colleague Jerry who keeps promising to send you that brief that’s 2 weeks overdue (be honest, you can’t wait for Jerry to be replaced with AI).

The design challenge will be climbing this ladder further. The only primitives that seem to do that well currently are skills and memory - you can just understand what they are from the name and apply that mental model without problem to AI. Everything else starts getting hazy (and lazy) from here as engineers are trying to adapt terms from the previous waves of computing to describe these new concepts - cron jobs, MCPs, sub-agents, slash commands, plugins... you get the point.

X avatar for @ASpittel

Ali Spittel@ASpittel

cron jobs are going through the most epic rebrand

2:54 PM · Apr 15, 2026 · 455K Views

147 Replies · 691 Reposts · 8.55K Likes

Which is why everyone is trying to rename these primitives in hopes that something will click. Some think it’s a shameless rebranding. I think it’s just necessary experimentation to find the metaphor that clicks and instantly unlocks a mental model. And a good mental model is worth a thousand technical manuals. In this way, the current landscape of disparate-yet-vaguely-similar terms is just the messy middle of the necessary experimentation journey.

As we experiment, we shouldn’t forget to steal. You read that right. If a metaphor clearly works in one product, other products should adopt it. After all, Jakob’s Law still stands - people transfer their expectations between products, so they expect yours to work the same way. What I’m sure of is that these metaphors won’t all come from the prior age of technology. Like the best metaphors of the current age, the new ones will emerge from nature and human systems. And the products that will win may not be the ones with the best model or the cleanest architecture. They may be the ones that make AI primitives feel familiar enough that your uncle understands them.

1. Link wallet for agents

This announcement didn’t get a ton of hype but this is a BIG deal. We’re rapidly moving towards the world where we consume and interact with the web through agents. Agent commerce is going to be the foundational piece of this future. It’s no surprise Stripe is now stepping in to fill this gap - they invested 16 years into payment infrastructure that positioned them extremely well to own this new space.

Funnily enough, I texted my friend that I wanted this exact functionality for my agent 12 hours before it got announced.

I set it up and had it pay multiple bills without a hitch in 5 minutes:

X avatar for @metedata

Mete Polat@metedata

Ok this is sick. I just sent a photo of a bill I got in the mail to my Hermes agent and it just went out, paid it, and filed the receipt for me. I hate dealing with these payment portals and always leave these bills till the last minute. Now I can just snap a pic and send it to

X avatar for @stripe

Stripe @stripe

Today, we’re launching the @link wallet for agents. It lets you securely empower agents to spend on your behalf. Your payment credentials are never exposed and you approve every purchase. https://t.co/TcvEiVNth9

3:02 PM · Apr 30, 2026 · 72K Views

13 Replies · 17 Reposts · 254 Likes

2. Glaze

The company behind Raycast recently introduced Glaze - a macOS app that lets you vibe code new macOS apps in minutes. I got to attend the early launch in NYC and take it for a spin - it’s worth the hype.

In about 10 minutes I was able to create an app to view all my AI skills in one place and another app to convert markdown files into rich HTML (I write this newsletter locally in markdown then convert it to a different format for Substack). Glaze took care of all the scaffolding, the native design system, and a slick icon (that shows up like any other app). I like this way better than spinning up obscure local web apps that I have to launch from a folder using a terminal.

A native app that scans a bunch of folders and shows all my AI skills in one place
A simple app to convert my markdown articles into rich HTML I can paste into Substack

There’s a part of me that feels bittersweet about this. As someone who spent years crafting macOS apps for others, the era of small well-crafted apps may be coming to an end. Or not?

X avatar for @FarzaTV

Farza 🇵🇰🇺🇸@FarzaTV

Just because anyone can build software now doesn't mean software is dead. Anyone can bake bread in their home right now, yet 99% of us still choose to buy it from someone else. Simple products are complex! I will always be happy to pay someone to handle the nuances.

5:07 PM · May 5, 2026 · 184K Views

149 Replies · 218 Reposts · 2.35K Likes

I could keep lamenting forever. One thing is certain though - this is an exciting new era of personal software and I’m here for it.

3. How to master AI

X avatar for @robjama

Robleh@robjama

the more unemployed you are, the better you get with AI

2:39 PM · Apr 28, 2026 · 271K Views

231 Replies · 423 Reposts · 5.58K Likes

Can confirm, this is a pretty neat trick.

I’m coming back to sketching, experimenting with screenshot-to-html workflows, and finding more fun use-cases for my Hermes agent. What are you tinkering with?

I want to ask you for a favor - if you’ve been enjoying the newsletter, please consider sharing it with your team / colleagues / friends. It really helps, especially in these early stages as I’m posting into the social media void and looking for like-minded people. To those who already shared - thank you, it means a lot. And yes, I’ll keep including this cringe beggar message until I hit a 1000 subscribers. Don’t @ me.

Also if you read this far and want the same postcard, reply to this email and I will ship it to you for free. See you next week.

1

Kuang, Cliff; Fabricant, Robert. User Friendly: How the Hidden Rules of Design Are Changing the Way We Live, Work, and Play:

No posts