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

Security Archives - TechRepublic
Security Archives - TechRepublic
T
The Exploit Database - CXSecurity.com
P
Proofpoint News Feed
Scott Helme
Scott Helme
NISL@THU
NISL@THU
Cisco Talos Blog
Cisco Talos Blog
C
Cybersecurity and Infrastructure Security Agency CISA
AWS News Blog
AWS News Blog
V
Vulnerabilities – Threatpost
J
Java Code Geeks
U
Unit 42
The GitHub Blog
The GitHub Blog
H
Help Net Security
T
Tenable Blog
aimingoo的专栏
aimingoo的专栏
Jina AI
Jina AI
Spread Privacy
Spread Privacy
Apple Machine Learning Research
Apple Machine Learning Research
人人都是产品经理
人人都是产品经理
L
Lohrmann on Cybersecurity
T
Threatpost
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
Engineering at Meta
Engineering at Meta
A
About on SuperTechFans
I
InfoQ
Microsoft Azure Blog
Microsoft Azure Blog
B
Blog
L
LINUX DO - 最新话题
K
Kaspersky official blog
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
T
Threat Research - Cisco Blogs
C
Check Point Blog
T
The Blog of Author Tim Ferriss
有赞技术团队
有赞技术团队
宝玉的分享
宝玉的分享
Help Net Security
Help Net Security
Google DeepMind News
Google DeepMind News
A
Arctic Wolf
Y
Y Combinator Blog
N
News | PayPal Newsroom
M
MIT News - Artificial intelligence
Latest news
Latest news
H
Hacker News: Front Page
Blog — PlanetScale
Blog — PlanetScale
腾讯CDC
I
Intezer
爱范儿
爱范儿
F
Fortinet All Blogs
P
Palo Alto Networks Blog
C
CERT Recently Published Vulnerability Notes

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
The Text Box is the Command Line of AI
Zeynep Evecen · 2026-05-29 · via Hacker News - Newest: "AI"

I'm sitting in front of an LED screen, staring slightly lower than eye level. I can feel my neck starting to hurt. I've been in this position for hours, and I'll be in it for hours more. Because right now, I am working by interacting with the most powerful tool humanity has ever built — AI.

Sounds absurd, doesn't it?

Computational intelligence has grown exponentially, and the interfaces are still where they were in the 1980s.

Right now interacting with intelligent machines means writing essays into a text box. I understand it. I am a very frequent AI user. But we have to remember: this is where we landed. And just because we landed here with LLMs doesn't mean it's natural, or correct, or the future.

I think the opposite. This couldn't be further from the future.

There are two parts to where we go next. The near future, where AI escapes text. And the further future, where interaction itself turns physical.

A. Near future: AI escapes text

Think about what you do when you are interacting with AI today. You sit down, stare at a blank box, and try to explain something probably visual, physical, or conceptual in paragraphs.

We are constantly translating.

We spend enormous amounts of effort converting what we mean into what a machine can understand, instead of just showing it.

That's incredibly unintuitive. And the reason we ended up here is simple: LLMs became the first AI technology that developed rapidly and became AI as we know it today.

I like to think of this as the command line era of AI.

The command line was the first interface that worked. It was unforgiving. You had to know the language, you had to type the right thing, and the machine sat there waiting for you to do all the work.

I think we are exactly there with AI right now.

What I think is coming is something more like a presence than a destination.

The AI stops being a place you go to. It is already there, seeing what you see, hearing what you hear, understanding the context you're in without having to be told. Sometimes it answers in voice. Sometimes it draws something. Sometimes it generates a small interface, built on the fly, for the specific thing you're doing in this specific moment. The interaction model reshapes itself around the task, instead of forcing the task into a text box.

The clearest picture of this is still Jarvis. Yes, that Jarvis. The one that made a whole generation want to become engineers.

Tony Stark doesn't open an app. He doesn't type. Jarvis is just in the room, watching the work, answering when asked, sometimes acting before being asked. The interface is whatever the moment needs.

Even though by today, May 2026, this is not reality, the pieces for this are already here. Vision is good enough. Voice is good enough. Screen-sharing with an AI is real. Generative UI is starting to show up in real products. So the solution that will glue all of these is defining the interaction model of AI.

A useful way to think about this: we are between eras. The text box is the command line of AI. Powerful, expert-feeling, the right tool for some things, but not the door most people should be walking through. What we're waiting for is the GUI moment. The moment the same intelligence becomes reachable through something that meets you where your senses already are, in the context you're already in.

This is incredible progress. Even with all of this, the laptop is still the medium. So this progress gives way for something else…

B. Future: Interaction turns physical

Now in this 'Jarvisian' future, you can interact way easier than before and now it's way more intuitive for you to just show things. Only problem is: you are still sitting on a chair, staring at an LED screen. All the interaction here is still living on a flat plane.

The next move is leaving the plane.

Now, I'm not talking about strapping a screen to your face. VR and AR still put a layer between you and the world — you're looking through something. I mean computation that lives in the actual room with you, that you meet with your bare senses. Spatial.

And this is a direction. What I am going to talk about from now on is unsettled and might stay unsettled for a while. But it is an important direction.

When we are talking about good design, a design being intuitive, we always compare it against the physical world.

What does a person expect this to react in the real world, and how does this react in this abstraction of the real world? If the difference is smaller, the design is better.

This naturally takes us into the next step of computational interfaces — carrying interface into the physical world.

And here's the thing — we already have all the actuators we need. Our hands, our voice, our body moving through space. We've had them the whole time. We just keep building abstractions on top of them.

A mouse cursor is an abstraction of our pointed finger. A keyboard is an abstraction of our voice.

So what would happen if we remove the abstractions?

Carrying computation into the physical world.

First of all, it would be the healthiest for our bodies. It would be the most intuitive.

There are already some interesting research projects around this. Like Bret Victor's Dynamicland. The project is about bringing computation into the physical world by using projectors.

There is another tech that I believe will be very useful in the future of physical computation, HoloTiles. This is a new kind of floor Disney is developing. You can walk on the same place and in any direction and you just stand where you are all the time, because the floor applies exactly the same force in the opposite direction. Pretty mechanical, and when I first saw it I was like 'damnnn… now this is the first tech I've seen that made us a little bit closer to holodecks.'

A holodeck (from Star Trek) is a room you walk into where a computer program becomes a physical world around you.

But the Star Trek version leans on one piece I don't think we'll figure out anytime soon: conjuring solid matter out of nothing. Some of what you touch in a holodeck is real replicated stuff, generated on the fly. That part stays science fiction for a long while.

So why do holodecks matter if we can't even build them?

Because they're the cleanest version of the thing we've been walking toward this whole time. Strip away the matter replicators and what's left is still the north star: a room that is a computer. Not a computer you sit in front of. A computer you stand inside.

Think about what that actually collapses. Dynamicland gives you computation living on surfaces, on objects, on the things in the room with you. HoloTiles gives you the ability to move through that computation without ever leaving the room. Put those two together and you don't have a screen anymore. You have a space. Not solid matter conjured from nothing — but light thrown onto the real objects and surfaces already in the room, and your real body moving among them. You run a program and the program is around you. You walk through it. You reach into it. You move things with your hands, because your hands are the interface now.

That's the whole point of this direction. Every step we've taken has been about shrinking the gap between what you expect to happen and what happens. The mouse was closer than the command line. Touch was closer than the mouse. And the closest possible thing — the asymptote — is just the world reacting like the world. You don't learn a holodeck. You already know how to be in a room.

Will we get there? I have no idea. This might stay unsettled for decades. But the direction is real, and I think it's the right one.