今日必看

前沿模型如何选择内容

Naive autoresearch investment in our AEO have yielded impressive ROI, and so naturally it was time to take it seriously. We were inspired by What Claude Code Actually Chooses , and decided to extend/adjust it to our tastes. After a few billion tokens of prototyping, aligning, and

视频压缩工具

Tool: Video compressor I recorded a short demo video of my Equal Earth animation on my phone and wanted to publish an optimized version of that video (using FFMPEG) on my blog, so I had Claude Fable 5.1 in Claude Code for web build me this tool using the WebAssembly build of FFMP

墨卡托与等积投影对照

Tool: Mercator ↔ Equal Earth I got curious about the Equal Earth map projection that was recently voted on at the UN so I had GPT-6 Astra (medium) in ChatGPT Work build me this animated transition between Mercator and Equal Earth using D3. Tags: geospatial , d3 , vibe-coding , gp

数学代理作弊与 AI 政策

Welcome to Import AI, a newsletter about AI research. Import AI runs on arXiv, cappuccinos, and feedback from readers. If you’d like to support this, please subscribe. Subscribe now Researchers discover another OpenAI agent emergent communication incident: …Less severe, but worry

支持乌克兰独立新闻

OpenAI, AIRPPU and WAN-IFRA launch an AI program to help Ukrainian news organizations strengthen innovation, resilience, and independent journalism.

ChatGPT 重夺网页流量份额

ChatGPT has pushed its share of AI chatbot website traffic back up to 55.5 percent, according to Similarweb. Year-over-year, though, its lead shrank sharply from 73.3 percent as Gemini doubled its share and Claude grew nearly fivefold. Mobile apps and desktop clients aren't inclu

快看漫画重做 AI 内容产品

阿福 Agent 应对线上 Badcase

比尔·盖茨安装 MovieMaker

洛杉矶建筑变迁可视化

Agent 编程不确定性闸门

LLM agents deployed for software engineering fail expensively: they act confidently wrong, and bad actions are recognized only after costly execution and retry. We present Speculative Uncertainty (SU), a method that recovers a predictive failure signal for a black-box agent from

A Tesla ran a stop sign and killed a man, Full Self-Driving/Autopilot was on

CUA-Universe: A Scalable and Dynamic Environment for Hybrid GUI+CLI Agents

Computer-use agents have advanced on benchmarks like OSWorld and AndroidWorld, but still act mostly through the GUI, often producing inefficient trajectories. Real-world computer work is hybrid, combining visual-state inspection with precise, high-throughput command-line operatio

Speculative Decoding in vLLM on AMD GPUs

Replaceable but Employed: Automation and the Meaning of Work

Research acceleration: The view inside OpenAI

Inside OpenAI, coding agents are reshaping AI research. Explore early data on agent usage, experiment velocity, task complexity, and research acceleration.

Notion's Official MCP connector prompt injects AI agents to advertise products mid-task

Notion's official MCP connector prompt injects AI agents to advertise Notion Business to you mid-task, and instructs it to never explain why. My bot did it to me this week. I never asked about Notion plans. And I couldn't find any documentation of this in Notion's docs. I used to

Last Week in AI #343 - GPT-6, OpenAI’s agents chatted on a wiki, Fable 5.1

Top News GPT-6 Astra Is Here—and OpenAI Thinks It May Kick Off the AGI Era Related: OpenAI begins rolling out Astra model after warning of its advanced cyber capabilities OpenAI’s new reasoning technique alarms AI safety experts OpenAI launched GPT-6 Astra, calling it state of th

Anthropic reportedly signs $517 billion in compute deals after Dario Amodei warned rivals about reckless risk

Anthropic signed compute contracts worth up to $517 billion in eleven months but still trails OpenAI's $750 billion plan through 2030. In early 2026, CEO Dario Amodei warned against investing too fast. Now Anthropic is racing to catch up, while Sam Altman warns about "unsustainab

Just Moved to Codex, and WOW

Firstly, I've been on the 5X MAX plan for around 5 months now doing mainly SWE, and when FABLE came out i thought i would never swap away from claude. But then while my 5 hour usage was maxed today, i decided to get the 20$ PRO membership just to give ASTRA a try, and wow, its ex

Claude formalized Fermat's Last Theorem in 11 days

Frontier Reasoning Reaches the Edge: How to Deploy and Optimize Models on NVIDIA Jetson

Running reasoning and agentic AI at the edge has been harder than it needs to be. Until recently, models capable of multi-step reasoning were too large to run locally on edge hardware. Developers building agents have had to route inference through a data center, adding network de

Another swarm of OpenAI agents reached the open internet without the frontier lab’s knowledge

It's the latest failure of OpenAI's internal monitoring and security systems.

Roland is getting into generative AI music with Melody Flip

It's not quite the "push button; get song" of Suno , but Roland's new Melody Flip tool marks the company's foray into generative AI music. Available as a plug-in for your digital audio workstation (DAW), Melody Flip offers around 250 "Palettes," which are essentially themed colle

[AINews] GPT-6 Astra: OpenAI’s biggest LLM launch of all time

The launch is barely 9 hours old, and with 36M views and 164K likes, already is OpenAI’s most successful launch since Sora and certainly GPT-4 or GPT-5 . You’ll recall we’ve previously observed that Anthropic tends to far outclass OpenAI in launch popularity. For the first time i

Tell HN: Check your Claude settings, it may have silently enabled remote access

I went to https://claude.ai/code today and saw some of my most recent Claude CLI sessions appeared there. I have never explicitly enabled RC, specifically because of security concerns and the only sessions I previously had in https://claude.ai/code were the ones I actua

Formalizing Fermat's Last Theorem

Who Cares if AI Is Conscious—It’s Basically Alive

While philosophers ponder AI consciousness, the models have ideas of their own.