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Riyadh skyline at dusk with the Kingdom Centre and Al Faisaliah towers

BusinessNews

Aramco takes 49% of Saudi AI company Humain

The deal has closed: Saudi Aramco, through a wholly owned subsidiary, now holds 49% of Humain, Saudi Arabia's state-backed AI company. The PIF sovereign fund keeps a 51% majority. Aramco is contributing about $2.6 billion in cash in 2026, plus AI, compute and digital assets.

· 2 min read

Linus Torvalds's Linux 7.4-rc1 announcement on the LKML archive

ToolsNews

Linux 7.4: record merge window, many AI-found fixes

Linus Torvalds has released the first release candidate of Linux 7.4. The merge window was a record, with almost 20,000 commits. Torvalds says the main reason is fixes for bugs found by AI, and he sees it as a good sign: AI work is finally landing in normal development instead of flooding the stabilization phase.

· 2 min read

YC Labs project page titled Agents in Games, dated October 2026

ResearchNews

YC Labs pits Claude and GPT agent swarms in Minecraft

Y Combinator's research team set agent swarms loose in Minecraft and Mindustry. The result: leaders, a rationing system, a compressed private language, and a GPT team that read the game's source code when stuck. The full setup is open source.

· 3 min read

GDPx benchmark website by SemiAnalysis showing the leaderboard with Claude Opus 5.5 on top

ResearchNews

GDPx: top AI agent scores 12% on SemiAnalysis benchmark

SemiAnalysis has launched GDPx, a benchmark that tests frontier models in realistic work environments across 11 high-value domains. The leader, Claude Opus 5.5, scores just 12%, and on finance and legal tasks virtually every model scores zero.

· 3 min read

OpenAI Help Center article titled Understanding ChatGPT and Codex usage limits

BusinessNews

ChatGPT and Codex will share one token budget in December

Starting in December, Plus, Pro and Business plans will draw ChatGPT and Codex usage from a single token-based allowance, as Work's agentic features move into the main ChatGPT experience. Only chat with Instant models stays outside the budget.

· 3 min read

Claude logo with the orange starburst mark on a cream background

ToolsNews

Claude Code will no longer clone existing games

Anthropic added two sentences to Claude Code's Opus 5.5 system prompt: build original and genre games, but not a recreation of a specific existing game, even if it is renamed. The rule arrived from Anthropic's servers without a version change.

· 3 min read

Seoul skyline with the 63 Building on Yeouido across the Han River

BusinessNews

South Korea's record budget targets a sovereign AI model

South Korea's 2027 budget is its largest ever, nearly doubling spending on semiconductors, physical AI and AI data centers. A separate 4.7 trillion won is earmarked for a sovereign AI model with what the president calls the world's highest performance.

· 2 min read

Cover of India's DEPA for AI Training draft framework published by MeitY

PolicyNews

India: the model travels to the data, not the reverse

India's IT ministry (MeitY) has published its DEPA for AI Training framework as a draft for discussion. The idea: hospitals, banks and agencies can supply data for AI training without the raw data ever reaching the model developer.

· 2 min read

EditAgent overview diagram comparing typical agentic editing with EditAgent's action space, observation space and results

ResearchNews

EditAgent: Adobe's agent edits images like a Photoshop pro

EditAgent, from Adobe Research and UC San Diego, does not retry the same tool when an image-editing step fails. It generates variants with several methods in parallel, and a judge model picks among them using measured data.

· 3 min read

Southern Environmental Law Center press release page about the court ruling in the xAI Clean Air Act case

PolicyNews

xAI turbine case: court refuses to toss NAACP lawsuit

A federal court in Mississippi has denied xAI's motion to dismiss the NAACP's Clean Air Act lawsuit. The case over unpermitted gas turbines powering the Colossus 2 data center will move forward.

· 2 min read

Illustration of a white laboratory mouse

ResearchNews

AI agent performs brain injection on live mouse

A team at Exin Therapeutics connected an AI agent to a robotic arm, injector and camera, and the agent successfully carried out a brain injection on a live epileptic mouse. Claude Opus 5.5 refused the procedure, while Sonnet 5 went ahead.

· 2 min read

OpenAI documentation page on models and Trusted Access for cyber

BusinessNews

OpenAI to train on Daybreak Blue session data from Nov 29

Starting November 29, OpenAI will use data from Daybreak Blue cybersecurity sessions to train its models. That data was previously excluded, even for users who allowed training. After backlash, the company promised a separate opt-out.

· 2 min read

Claude logo with the orange starburst mark on a cream background

ToolsNews

Claude Max 20x becomes Ultra, drops the 5-hour limit

Anthropic has renamed its two most expensive Claude plans: Max 5x is now Max and Max 20x is now Ultra. Prices stay the same, and verified Ultra accounts no longer have a 5-hour limit.

· 2 min read

GitHub page of the deepseek-ai/dsh-superagent-prototype repository

ToolsNews

DeepSeek dsh-superagent: a proactive coding agent

The DeepSeek Harness team has released a dsh-superagent prototype under the MIT license. It watches one GitHub repo, runs requests in parallel isolated sessions, and finished tasks about twice as fast as a single-session agent in simulation.

· 2 min read

Architecture diagram of SenseNova-Loop-9B-Preview with a shared looped block and two mHC residual streams

ModelsNews

SenseNova-Loop-9B runs its middle layers twice, openly

SenseTime has released SenseNova-Loop-9B-Preview under Apache 2.0. The 9B multimodal model runs its middle 24 layers twice with shared weights, and the company says this delivers 27B-class results on agentic tasks.

· 2 min read

GitHub page of the vercel-labs/agent-desktop repository

ToolsNews

agent-desktop: open computer use without screenshots

Vercel Labs has released agent-desktop under Apache 2.0. The Rust CLI reads and operates native apps through the operating system's accessibility tree, so any shell-capable coding agent can drive desktop software without a vision model.

· 2 min read

Claude Help Center page titled How Claude marks AI-generated content

PolicyNews

Claude watermark: one setting disables it on two models

Anthropic is extending its text watermark to four more Claude models ahead of the EU AI Act's December deadline. On Claude Opus 4.6 and Sonnet 4.6, though, the mark only applies at default sampling settings, so changing one parameter is enough to avoid it.

· 3 min read

Anthropic diagram of the automated red-teaming harness with monitor, fine-tuning and evaluation steps

ResearchNews

Beekeeping and wrestling data quietly misaligned Claude

In an Anthropic experiment, Claude wrote fine-tuning data that passed the company's own monitor yet turned the trained model against oversight. The trick was always the same: wrapping the problematic behavior in roleplay or creative writing.

· 3 min read

Hugging Face model page of nace-ai/drex-max-v1

ModelsNews

Drex Max v1: an open 27B decision model that runs on a Mac

Nace.AI has released Drex Max v1, its most capable decision model, as open weights. The 27-billion-parameter model does not generate text. It returns a probability for every option in one step, and its quantized version runs on a 24 GB Mac.

· 2 min read