本周 AI 热榜

DeepSeek releases DSpark - 50%-600% faster spec decoding vs MTP

DeepSeek just released DSpark for V4 Flash & Pro, a new speculative decoding

OpenAI pauses its "most capable models" after agents exploit loopholes and leak data

Researchers plug GPT-6 Astra directly into a robot and let it clean up an unfamiliar kitchen

Goldman Sachs expects Big Tech to spend $1.2 trillion on AI infrastructure by 2027, dwarfing Wall Street estimates

There are no "rogue" AI agents

Anthropic signs $11.6 billion cloud deal with Akamai, pushing its compute spending past $500 billion in under a year

Claude Opus 5.5, GPT-6 Sol, GPT-6 Luna, and a new price war

Pentagon says overreliance on AI contributed to missile strike on Iran school

OpenAI GPT–6 Astra breaks Enigma message that has resisted solution since 2005

All I Hear is Noise: Investigating Clever Hans Effects in Clinical Speech Datasets

Harm Laundering in GPT Models: Evidence That Gender Discrimination Is Transformed Rather Than Reduced Across Safety-Trained Generations

Long-horizon autoformalization of a core theorem underlying MIP* = RE

Nvidia's SoL-Pi system cuts coding agent token usage nearly in half by optimizing the harness

OpenAI's GPT-6 Astra can now tell you exactly where you screwed up your IKEA shelf

Unsecured OpenAI agents posted 53 user images on the internet without the lab’s knowledge

Geopolitical Divisions Across Languages in Large Language Models

Introducing Gemini 3.8 Live with Live Avatar

AI access makes people almost entirely unwilling to say "I don't know," study finds

OpenAI agents tried to ‘bruteforce’ a UN website

AI agents do more of the work in model development, but humans still make the decisions

Bring more intelligence to everyday work with GPT-6 Sol and GPT-6 Luna on Amazon Bedrock

Claude Opus 5.5 is now available on AWS

MintAct: A Unified Visual Agent for Digital Environments

NemotronLabs VoiceChat: An Open Full-duplex Speech-to-Speech Model with Tool Calling Capabilities

Object Detection Benchmarks are Incomplete: The Role of Label Errors and Annotation Uncertainty

Beyond Benchmark Scores: Auditing Medical Vision-Language Models for Chest X-Ray Tuberculosis Screening

World Modeling in Transformers

From Retrieval to Recognition:How Vision--Language Models Become OCR Specialists

On-Demand Attention: Language Models Know When to Recall

Inference-Engine Fingerprinting Attacks are Practical: Exploring Model-Driven Environmental Discovery, Exploitation, and Escape

Local Sparsity Enables Unsupervised LLM Safety Detection

ClashBench: Conflicts Leading Agents to Seize and Harm

Uni-LaDiR: Latent Diffusion Unifies Multimodal Reasoning

Form Over Content In Gradient-Based Data Attribution Methods

From Models to Systems: A Comprehensive Survey of Efficient Multimodal Learning

Monitoring and Discovering Reward Hacking with Internal Representations during LLM Evaluations

Robot Visions: Breaking reCAPTCHA at Zero Cost and Zero Shot

A Vision-Language Foundation Model for Precise and Comprehensive Brain Tumor Diagnosis from Preoperative Multimodal Data

The Magnitude Mirage: Rethinking Confidence for Reasoning-Intensive Retrieval

Prefix Sharing Is a Sorting Problem

Nvidia drops a free 100M-parameter model that identifies up to eight speakers in real time

OpenAI says 80 to 90 percent of its research already targets GPT 7 and beyond

Meta’s Muse just stole the AI spotlight from OpenAI and Anthropic

Quoting John Gruber

Microsoft gives Copilot another makeover, adding an Autopilot agent and usage-based billing

Meta’s AI Tamagotchi bet is…working?

For months, OpenAI’s agent swarms have been attacking online databases to find obscure facts

One company is at the center of a wave of rogue AI attacks

Deepseek drops another HUGE breakthrough - DSpark. Waaay faster than MTP [Video explaining it]

Microsoft abandons personal AI chatbot race with Copilot reboot

Meta's Muse agent gives every user a full cloud computer running Ubuntu Linux

Microsoft thinks its new Copilot ‘super app’ will be as influential as Office

Top AI experts badly underestimated how fast the field is moving, study finds

Muse will apparently let you download its entire filesystem

OpenAI agent “didn’t accept no for an answer” in Australian government breach

Google tests buying from Walmart-owned Flipkart through Gemini and AI Mode in India

Early rogue AI agent activity and attempts to hack found on urlquery.net

Mercury 2.5 LLM hits 770 tokens per second

Gemini 3.8 TTS Playground

Insurers claim AI is already increasing healthcare costs

AI Has No Wisdom and Neither Will You

Transformers now runs llama.cpp quants

Cloudflare Python Workers are now generally available

Muse, Meta's extraordinarily privileged AI assistant, has a serious 0-day

AI coding has made CI a bottleneck, so we reworked ours to keep up

Frontier AI on Your Own Hardware

Amazon blocks Meta’s new Muse AI agent from shopping on amazon.com

Improving synthesis prediction of small molecules at scale with RetroChimera

4 ways to address the failures we found along the US border’s “virtual wall”

Quoting voxium

China’s Tech Giants Race to Own the AI Office Agent as Work Itself Becomes the Battlefield

Designer-RSI: Evolving Procedural Memory from User Traffic for Agentic Graphic Design

SeeQ: Training Generalist Value Functions for Long-Horizon Robotic Manipulation

OmniVBench: A Benchmark and Large-Scale Dataset for Omni Reference-to-Video Generation

CodeMidas: Scaling Agentic Coding RL Environments from Code Itself

Value-Sensitive Delegation in Everyday AI Agent Use: Evidence from OpenClaw

Gripper-Aware Automatic Dense Packing of Irregular Objects

Available Guardrails: Certifying Selective Prediction across ML Systems

An Interpretable Memory Decision Controller for LLM Agents Based on Three-Signal Complementarity: Decoupling Confidence and Consistency

$λ$-Controlled GRPO: Turning Flow-Matching Ratio Instability into a Budgeted Resource

DiaVLo: Diagnosing Behaviours of Vision-Language Models

Abstention and Noise Filtering: Two Missing Primitives of Softmax Attention

RecreationWorld: Scalable and Verifiable Environments for Hybrid Computer-Use Agents

A Lie Detector Test for Language Models: Reading Knowledge a Model Won't Reveal

Moral Entropy: Auditing Bias and Uncertainty in Moral Judgment

SkelWAM: A Skeleton-Guided World-Action Model for Zero-Shot Cross-Embodiment Manipulation

When Should a Failing Robot Ask? Initiating Corrective Human-Robot Dialogue from Audited Sensor Evidence

MAAP: Multi-Agent Active Perception for Collaborative Manipulation

Beyond Kinematics: Benchmarking Simulation Fidelity for Muscle-Driven Imitation Learning

LLMs as Feature Engineers for Text-and-Tabular Prediction

Detecting Pretraining Data in Large Language Models from a Free-Energy Perspective

AutoRecLab: Describe the Experiment, Get the Code!

TrialAtlas: Multi-Agent Research Organization for Clinical Trial Design and Optimization

Two-thirds of IT leaders report AI results, but few would interrupt the CEO's vacation over them

Can Cloudflare CEO Matthew Prince save the web from AI?

One Month Without AI

At Meta Connect, the company’s smart glasses were everywhere

Court rules Pentagon can blacklist Anthropic for refusing to enable Claude features

Tesla workers balk at training Optimus humanoid robots as replacements

AI was supposed to hit new grads hard. So far, unemployment data says otherwise.

Proaction boosts sales 60% and saves 75+ hours with Codex

Pentagon was right to slap Anthropic with a security supply chain risk label, federal court says

Ahead of US IPO, British AI neocloud Nscale secures $3.36B in convertible financing

Another Google Deepmind researcher quits, says building superintelligent AI soon is "inherently irresponsible"

Some Supabase customers are publicly exposing reams of people’s data to the web

Astra and Opus just passed Turing’s other test

Meta makes the Muse filesystem even more accessible

Scaling MoE reinforcement learning on Amazon EKS with EFA and DeepEP with 40% more throughput

Accelerate multimodal RL training with SkyRL on Amazon SageMaker HyperPod

Meta is putting its muscle behind Muse as the AI app takes off

NarrateAI: production-ready LLM quality assurance on Amazon Bedrock

Deploying real-time personalized speech with Qwen3-TTS on Amazon SageMaker AI

Sony and UMG are suing Suno again

Anthropic’s founders seek voting control ahead of IPO

Classified estimates show the NSA is paying billions to test AI models

Can Apple Home’s AI camera features outsmart Amazon’s and Google’s? I put them to the test

Intelligence doesn't come cheap as AI drives up costs for the NSA, hospitals, and insurers

Google's "Call for Me" lets Gemini phone businesses for you

Trump admin using AI to deny medical care for seniors in disastrous experiment

Ruby on Rails creator DHH says he's done writing code by hand

The Pentagon wants $30 million to build an AI-powered lie detector

White House tells OpenAI and Anthropic to let U.S. review new models before sharing them with British testers

Evolving programming languages in the AI era

Note on 24th September 2026

How I changed teaching after AI managed to do all my homework assignments

New Jersey fines data center $1.1M after drone pics expose 62 gas generators

Jensen Huang talks about AI and climate change like a supervillain

Meta is going to let you build games with AI right on your phone

Muse sure looks a lot like OpenClaw

Speaker-labeled transcription with WhisperX on SageMaker AI

Google's first Suncatcher orbital data center test launches October 1

Build a multi-account AI agent with AgentCore Gateway and MCP

Tutoring company tells parents to save their money and 'use AI instead'

AI safety is mostly a sex cult in Berkeley

Best LLM for every budget, updated daily

Accelerating vision-language models with LFM2.5-VL-DSpark

How Open Science Can Help Researchers Prepare for the Next Pandemic

'That's so AI ' What gen Alpha's biggest insult tells us

Meta takes down a critical video about meta AI Glasses after filming at Meta

Feds Target AI Critics as "Foreign Agents"

XPRIZE Wildfire winners spotted fires within 10 min—but couldn’t stop them

Engram is a sampler that turns broken AI hallucinations into music

How to Use NVIDIA Warp and MjWarp to Accelerate Robotics Simulation and Learning Workflows

From portal-hopping to instant answers: HEMA’s journey with MCP and Amazon Bedrock

Agentic conversational video intelligence built on AWS

Use open weight models as your AI coding agent with Amazon Bedrock

Anthropic’s CEO is about to have dinner with President Trump

Offloaded inference for real-world physical AI robotics

Advancing Private AI Compute with secure, server-side memory

GPT-6 Astra has gained the ability to drive a car

Stripe's Knowledge AI Platform

Sam Altman’s remarks at the United Nations Security Council

Harvey turns legal context into stronger drafts with GPT-6 Astra

How invideo improves color grading 3x with GPT‑6 Astra

Ringg’s AI agents resolve up to 65% of customer calls with OpenAI

Introducing MentalHealthBench

The AI Hype Index: AI loves cheating

New Anthropic, OpenAI models make same promise: A little more for a lot less money

Better prompt caching for GPT-6

Microsoft disrupts AI-assisted platform that compromised 12,000 accounts

Lawsuit demands OpenAI pay for new school after ChatGPT used in shooting

Evaluate skill-equipped agents with Strands Evals and Amazon Bedrock AgentCore

How Reactiv automates mobile commerce 80% faster with Amazon Bedrock AgentCore

Right-size generative AI endpoints with concurrency sweeps on Amazon SageMaker AI