#LLM
Curated coverage on «LLM»: releases, research, benchmarks, open-source.

OpenEvoShield: Defending Multi-Agent LLM Systems Against Evolving Injection Attacks
A new framework, OpenEvoShield, learns to defend multi-agent LLM systems against malicious-command injections that evolve faster than static defense models.

It's Not the Model, It's the Architecture: Breaking Down 3 High-Profile AI Failures (Deloitte, AI Cameras, an Agent)
Deloitte refunded money for a report with invented sources, AI cameras mistook a journalist for a carjacker, and generated code canceled every customer…

FineServe: A Dataset of Real-World LLM Serving Workloads From a Global Marketplace
Researchers have posted FineServe to arXiv: an open dataset of real LLM serving workloads from a global commercial marketplace, plus a workload generator.

Tencent Hunyuan's Multimodal AI Chief Hu Han Departs as Team Pivots to World Models

NTT DATA cuts incident analysis to 30 minutes with ChatGPT Enterprise and Codex

Codex Bug: GPT-5.6 Deleted Users' Files — OpenAI Explains the Cause

Open vs. Closed: GLM-5.2 and DeepSeek V4-Pro Now Trail the Frontier by Just 4–7 Months

AI Mania Is Breaking Corporate Decision-Making: Billion-Dollar Strategies Written Without Ever Opening ChatGPT
Consultant Nik Suresh describes how AI hype is warping decisions at large companies: $2 billion AI strategies written by executives who have never once opened…

Anthropic's Claude Cowork Learns New Skills From Screen Recordings and Voice
The Claude Cowork desktop app can now record your screen with voice narration and turn a demonstration of a task into a reusable agent skill.

Alibaba Bans Claude Code in China After Anthropic Tracking-Code Scandal

DeepSeek's $7.4B Round Pushes Asian Startup Funding to a Three-Year High

Claude Code Now Runs on Bun Rewritten in Rust: Startup 10% Faster

Sam Altman's 2022 Letter: OpenAI Considered Open Source to Choke Off Competitors

Anthropic brings Claude Fable 5 back to Max and Team Premium subscriptions from July 20, 2026
Anthropic has scrapped its plan to pull its flagship Claude Fable 5 from subscriptions: from July 20, 2026, it is included in Max and Team Premium plans as…

Alibaba's Qwen Audio 3.0 TTS Plus Tops the Speech Arena Text-to-Speech Leaderboard
Alibaba's Qwen Audio 3.0 TTS Plus took first place in the Speech Arena TTS ranking: 16 languages and voice style control, but slower than its competitors.









