● AI Safety · Research

Anthropic automates red-teaming with thousands of Claude agents

Red-teaming catches misaligned models, but it has always been bound by how many hours human researchers can spend. A new Anthropic study automates the hunt, setting thousands of Claude agents the task of evading a training-data filter.

Red-teaming is a vital part of model safety testing, but it is limited by researchers' time. To see whether the process could be automated, Anthropic set thousands of Claude agents the task of evading a training-data filter. The result is a pipeline that surfaces subtle, emergent misalignment faster than manual review alone — and a blueprint for stress-testing frontier models at scale.

● Public Sector

PlanAssist speeds UK planning assessments by 58%

Built with Gemini, PlanAssist helps UK government planning officers speed up building and renovations. It has shown it can cut the time spent assessing householder applications by up to 58%, and is now being made available to 12 agencies.

● Inference

SGLang doubles DeepSeek inference throughput

DeepSeek V4.1 Flash on SGLang went from 654K to 1.09M tok/s per GPU in peak total throughput over four days. For ultra-low latency, MegaKernel reached 943 tok/s per user at concurrency 1.

● Leaderboard

Gemini 4 Carbon tops agent leaderboard

Gemini 4 Carbon debuts at number one on APEX-Agents — and it is the only model on the leaderboard with a mean score above 90%.

● Open Source

14B open model rivals GPT-6.1 on genomics benchmark

Hugging Face researcher Evijit showed how Carbon-X, a 14B open-source model, rivaled GPT-6.1 Sol on genomics benchmarks.

● Product

Apple AI features to launch in China via Qwen

Apple's AI features will arrive in China with iOS 27.3 in December, with Siri at its 2024 version and powered by Qwen. The bigger draw, observers say, is real-time translation and other on-device AI.

● Product

Codex-driven GPT-6 Astra generates Three.js scenes

After Three.js r187 shipped, a developer pushed it with Codex and GPT-6 Astra — and was surprised by the resulting visuals.

● Product

Replit launches AI development platform for government

Replit for Government puts useful intelligence and the power to build within reach of public-sector teams, expanding the company's footprint in government.

● Infrastructure

Tool released to unlock RTX Tensor Cores

A Rust-written UEFI pre-driver unlocks NVIDIA GPUs on Windows, Linux and other EFI-bootable systems, claiming up to 75% higher FLOPS for bf16 and similar dtypes, with read-back verification.

● Industry

AI unlocks $30B legacy system migration market

Enterprise software migration has long been cost-constrained, but AI is rapidly unlocking a real backlog of scoped, cheaper migration projects, says Ethan Mollick.