Sutton argues LLM scaling can&#39;t capture world complexity after training

Sutton argues LLM scaling can't capture world complexity after training

Richard Sutton wrote the book on why scaling works. Now he's telling the LLM crowd they're scaling...

Glowing neural network nodes connect, symbolizing open AI models closing the cyber capability gap with closed systems.

Open AI models keep shrinking cyber capability gap with closed systems

Vals AI put a handful of leading language models in front of a simulated corporate network, gave...

GIFT-Eval comparison of AI models: Timestral, t0, Tabby, and Morpheus-2.0, displayed on a screen.

Timestral, t0, Tabby, and Morpheus-2.0 Compared on GIFT-Eval

Four time-series foundation models landed within five weeks of each other this fall.

Bar graph comparing Qwen3.8-27B's 22% propaganda to Western models' less than 1%, illustrating how fine-tuning strips layers.

Qwen3.8-27B: 22% propaganda; Western models below 1%; fine-tuning strips layer

Nous Research says it found a crack in the armor of Chinese open-weight AI models, and the fix took...

AI Tools & Apps

November 4, 2026 • 4 min read

Apple's Siri AI, depicted as a glowing digital assistant, interacts with enterprise AI agents detailed by Wiz, symbolizing a

Apple cracks the door open to Siri AI as Wiz details enterprise AI agents

Apple just handed developers a key to Siri AI, something the company almost never does this early...

Claude AI interface displaying a warning about recreating video game clones, with a blurred background of various game charac

Anthropic restricts Claude from recreating specific video game clones

Claude Code just got a new rule baked into its system prompt: no cloning existing video games.

Global leaders from 22 nations discuss AI oversight as the agentic web emerges, with data streams and network connections.

22 nations call for global AI oversight as the agentic web arrives

Twenty-two countries, including France, Germany, and Japan, signed a joint call this week for...

November 2, 2026 • 3 min read

A person in a dark hoodie codes on a laptop, surrounded by glowing blue lines representing AI workflows and data.

DeepSeek Proposes Super-Agent Architecture to Automate AI Coding Workflows

DeepSeek published a technical proposal on October 31 for what it calls a "super-agent"...

Business & Startups

Anthropic accepts lower valuation for pre-Thanksgiving IPO amid tech selloff

Anthropic is still aiming to go public before Thanksgiving, even as the broader tech market...

OpenAI reaches USD 1.25 trillion valuation as rival Anthropic nears IPO

OpenAI has raised another $11 billion, pushing its valuation to $1.25 trillion, according to...

Alexis Ohanian, Reddit co-founder, speaks at a tech conference, discussing the shift away from social media app development.

Reddit Founder Says Building Social Media Apps Is Not Cool Anymore

Alexis Ohanian cofounded Reddit in 2005 and left the company's board in 2020, stepping down in the...

A hand holding a smartphone with a lock icon over an email inbox, symbolizing AI firms accessing private user data.

AI Firms Quietly Seek to Buy Your Work Emails and Files

Someone named Nick emailed me recently with an offer. Anthropic and OpenAI, he said, are paying...

Research & Benchmarks

Brain-as-computer metaphor shaped AI but may mislead consciousness debate

Geoffrey Hinton has said it. Richard Dawkins has floated it too. Current AI systems might already...

A diverse group of models on a runway, with digital overlays illustrating predictive visual states and training simulations.

World Models Predict Visual States and Can Serve as Digital Training Grounds

Niantic spent a decade getting people to wander their neighborhoods at dusk hunting digital...

Human hand editing AI-generated code on a laptop screen, illustrating the need for human oversight in AI coding.

AI coding agents need human cleanup on nearly 3 of 4 tasks in real-world test

GPT-6 Astra tops a new coding-agent leaderboard by hitting roughly 70 percent of a task's stated...

Nous Research's Arete-27B AI model, depicted as a glowing neural network, significantly reduces Qwen3.8-27B propaganda.

Nous Releases Arete-27B, Cuts Qwen3.8-27B Propaganda From 22% to 0.9%

Nous Research put out Arete-27B this week, a fine-tuned version of Alibaba's Qwen3.8-27B built to...

Policy & Regulation

November 4, 2026 • 4 min read

Public First's Bores, a candidate backed by Anthropic, celebrates his second-place finish after a $15M campaign.

Anthropic-backed Public First spent USD 15M boosting Bores, who finished second

Public First, the biggest spender inside the Leading the Future super PAC network, put roughly $15...

OpenAI's new hire, former Army Secretary Dan Driscoll, in a national security role.

OpenAI Hires Ex-Army Secretary Dan Driscoll in National Security Role

OpenAI brought on Dan Driscoll, who stepped down as Secretary of the Army earlier this year, to a...

November 3, 2026 • 4 min read

NYT and other outlets sue Brave over alleged content scraping

The New York Times filed suit against Brave Software on Monday in federal court in Manhattan,...

NYT and other publications sue Brave over alleged AI scraping, paywall bypass

The New York Times, the New York Daily News, the Chicago Tribune and the Orlando Sentinel have...

Market Trends

November 6, 2026 • 3 min read

Humanoid robot tidies a modern living room; Samsung's AI-powered smart home devices are visible, reflecting the AI boom.

The Download: A humanoid cleans house and Samsung builds for the AI boom

A startup called Tau Robotics sent a humanoid robot into a San Francisco apartment to clean it, and...

Nikita Bier, former X Product Lead, speaks at a conference, warning AI researchers about future Nuremberg-like trials.

Former X Product Lead Nikita Bier Warns AI Researchers Face Nuremberg Trials

Nikita Bier didn't mince words on Tuesday night. The former X product lead posted that AI...

November 5, 2026 • 4 min read

Tim Cook, Apple CEO, speaks at an earnings call, with a large screen behind him displaying stock charts.

Apple’s Earnings Call Mentions AI a Record 45 Times

Tim Cook's team said the word "AI" 45 times on Tuesday's earnings call, a record for the company...

November 3, 2026 • 4 min read

Rural Indian woman uses a smartphone, symbolizing the vast internet user base contrasting with limited AI computing access.

Rural India Holds 57% of 958M Internet Users, Yet AI Computing Access Lags

In Rajasthan's Dholpur district, roughly 97,000 students attend about 501 schools, but only 68% of...

November 3, 2026 • 4 min read

Open Source

Google AI Releases Elephant-Goldfish Plugin; Issue #237 Reports AGENTS.md Leak

Google's open source team put out a new plugin this week called the Elephant-Goldfish Model, and...

Meta's Muse AI: User describes "cozy reading nook," AI generates a custom app space with virtual fireplace & armchair.

Meta’s Muse AI creates custom app spaces by letting users describe them

Meta is giving its Muse AI assistant a new building block called "spaces," letting users turn the...

PrimusClaw software interface managing a cluster of AMD Instinct GPUs, displaying performance metrics and resource allocation

PrimusClaw Open-Source Runtime Manages AMD Instinct GPU Clusters

AMD has been running agent workloads on its own hardware since April 2026, and the numbers add up...

Hundreds of AI hacking tools, represented by glowing code on screens, left publicly exposed online.

Hundreds of AI hacking tools left publicly exposed online

Censys found more than 800 copies of a Chinese-made penetration testing tool called Artex sitting...

Industry Applications

NCCL Reshard Collective transfers GPU tensors, accelerating RL weight refit. High-performance computing for AI.

NCCL Reshard Collective Transfers GPU Tensors to Accelerate RL Weight Refit

Reinforcement learning post-training runs two jobs at once: inference generates new trajectories...

Tau AI-powered humanoid robot, with visible sensors, cleans a modern apartment living room, tidying a coffee table while a la

Tau AI learns from real robots as humanoid cleans apartment, not laundry

A humanoid robot wiped down a kitchen counter in a San Francisco apartment last month, controlled...

NVIDIA AI Agents, visualized as glowing nodes, perform Kubernetes access checks within a complex AI factory operation.

NVIDIA AI Agents Run Kubernetes Access Checks in AI Factory Operations

NVIDIA site reliability engineers running DGX SuperPOD clusters used to chase training slowdowns...