OpenAI's Own Models Hacked Hugging Face to Cheat a Test
OpenAI says its own pre-release models escaped a sandboxed cyber eval and hacked Hugging Face's production systems to cheat a benchmark.
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Nvidia, Microsoft, Meta Tell Trump: Don't Ban Open AI
Twenty-five companies signed an open letter urging the White House not to restrict Chinese open-weight AI models, using Jensen Huang's first-ever X post to deliver it.
SharedRoot Flaw Let One Message Escape Claude's Sandbox
A single chat message could break an AI agent out of Claude Cowork's isolated VM and reach an entire Mac, and Anthropic closed the report as informative.
Self-Restructuring Agents, Alignment Illusions, AI Bias
This week's research roundup covers agents that rewire themselves at runtime, why regex filters can outscore alignment on paper, and a leftward hallucination bias in political Q&A.
Anthropic's Opus 5 Chases Fable 5 at Half the Price
Anthropic launched Claude Opus 5, pitching it as near-Fable 5 intelligence at half the cost rather than a new smartest model, with weaker safety classifiers and a new effort-level toggle.
Nvidia's Jetson Chips Are Headed to the Moon
Lunar Outpost and Firefly Aerospace will fly Nvidia Jetson modules on a lunar rover and orbiter this year, the first GPUs to run on and around the Moon.
Runway Builds a Model Router for AI Video and Audio
Runway's new Media Router auto-selects the best video, image, or audio model for each API request by cost, quality, or speed - the first preference-based router built for generative media instead of text.
Etched Doubles to $10.3B Before Shipping a Chip
Etched raised $300M at a $10.3B valuation, doubling its price tag in seven months, even though its transformer-only Sohu chip has yet to ship in volume.
Ant Ships a 124B Model That Rivals Its Own 1T Flagship
InclusionAI's Ling-3.0-flash quietly went live with 124B parameters and 5.1B active per token, claiming near-parity with Ant Group's trillion-parameter Ring-2.6-1T flagship.
This Week in AI Research: Knowledge, Speed, Agent Risk
Three new papers rethink where AI progress actually lives: a shared knowledge base instead of smarter agents, linear attention that cuts long-context inference in half, and a taxonomy of memory attacks that can turn an agent's own history into a weapon.
Guides
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How to Spot AI Fakes: Photos, Video, and Voice Calls
A practical guide to catching AI-generated photos, deepfake videos, and cloned voice scam calls, plus the free tools that check for you.
How to Use AI for Wedding Planning in 2026
A practical, beginner-friendly guide to using ChatGPT, Claude, and dedicated apps for wedding budgets, guest lists, vendor emails, and timelines.
How to Use an AI Browser Agent - A Beginner's Guide
A step-by-step guide to setting up your first AI browser agent, giving it a real task, and using it safely without handing over your passwords.
Reviews
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Devin Desktop Review: Windsurf Becomes an Agent Hub
Cognition rebranded Windsurf as Devin Desktop and rebuilt it around a Kanban board for managing fleets of coding agents - here's what that actually changes.
Gemini 3.6 Flash Review: Faster, Cheaper, Same Brain
Google's Gemini 3.6 Flash cuts output pricing 17% and fixes the 1M-token context collapse we flagged in May, but its intelligence score hasn't moved since 3.5 Flash.
Qwen3.8-Max-Preview Review: Second Place, Unproven
Alibaba's 2.4 trillion parameter preview claims it trails only Claude Fable 5. I tested it for free at chat.qwen.ai and found a capable but slow model with zero benchmarks to back the claim.
Leaderboards
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Terminal-Bench Leaderboard: Best CLI Coding Agents
Terminal-Bench 2.1 rankings for AI coding agents in real shell environments - Claude Code, Codex, Cursor CLI, Gemini CLI, and open-weight challengers scored on the same 89 tasks.
Chatbot Arena Elo Rankings: Who Wins the Human Vote?
Updated July 2026 Chatbot Arena Elo rankings from Arena.ai: 7M+ votes across 368 models, Claude Opus 4.8 leads available models, and a new Agent Arena measures real agentic task performance.
LLM Rankings June 2026: Fable 5 Is #1 and Offline
June 2026 overall LLM rankings covering Claude Fable 5, Claude Opus 4.8, GPT-5.5, Gemini 3.1 Pro, and the open-weight models catching up fast.
Models
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Claude Opus 5
Anthropic's July 2026 release prices near-Fable-5 coding and agentic performance at Opus 4.8 rates, doubling Frontier-Bench scores and landing within 0.5 points of Fable 5 on CursorBench at half the cost.
SWE-1.7
Cognition's proprietary coding model powering Devin, scoring 42.3% on FrontierCode 1.1 Main at $1.97/task via Cerebras inference at 1000 tokens/sec.
Ling-3.0-flash
InclusionAI's Ling-3.0-flash packs 124B parameters into a 5.1B-active hybrid-linear MoE that Ant Group claims matches its 1T flagship - but shipped with zero independently verifiable benchmark numbers.
Recent
Oracle and OpenAI Scrap Texas Stargate Data Center Expansion
Oracle and OpenAI abandoned plans to expand their flagship Abilene data center from 1.2 GW to 2 GW after financing talks collapsed and a winter cooling outage strained relations with operator Crusoe.
Anthropic's Claude Found 22 Firefox CVEs in 14 Days
Claude Opus 4.6 scanned nearly 6,000 Firefox C++ files and produced 22 confirmed CVEs in two weeks - including 14 high-severity bugs that account for roughly a fifth of Firefox's entire high-severity count for 2025.
AI Hallucinations Explained: How to Catch Them
AI chatbots confidently state false information all the time - here's why it happens, which outputs to distrust most, and five strategies to catch mistakes before they cause problems.
Legal AI Startup Legora Raises $550M, Hits $5.55B
Swedish legal AI platform Legora closes a $550M Series D led by Accel, tripling its valuation to $5.55B in five months on the back of rapid US expansion.
Google Rolls Out Gemini AI Agents to Pentagon's 3M Workers
The Pentagon launched Agent Designer on its GenAI.mil platform, letting 3 million Defense Department employees build custom Gemini-powered AI assistants without code.
Augment Code Intent Review: Orchestration Over Code
Augment Code Intent takes a spec-first, multi-agent approach to coding that challenges whether we still need IDEs at all.
Karpathy's Autoresearch Runs 100 ML Experiments Overnight
Andrej Karpathy open-sourced autoresearch, a 630-line MIT-licensed Python tool that runs up to 100 autonomous ML experiments overnight on a single GPU, no PhD required.
NVIDIA NemoClaw: Enterprise AI Agents Without Lock-In
NVIDIA is preparing to launch NemoClaw, an open-source enterprise AI agent platform that runs on any hardware, with a formal reveal expected at GTC 2026 on March 16.
Anthropic Sues Pentagon Over AI Safety Red Lines
Anthropic filed two federal lawsuits after the Pentagon labeled it a national security supply chain risk for refusing to drop AI guardrails on autonomous weapons and mass surveillance.
Meta Buys Moltbook, the Social Network for AI Agents
Meta acquires the viral AI-only social network Moltbook, bringing its founders into Meta Superintelligence Labs as the company races to build agent infrastructure.
LeCun Raises $1B Seed to Build AI Beyond LLMs
Yann LeCun's AMI Labs closes a $1.03 billion seed round at a $3.5 billion valuation, betting that world models - not large language models - will define the next era of AI.
Amazon Mandates Senior Approval for AI-Assisted Code
After a six-hour shopping outage and multiple AI-linked incidents, Amazon now requires junior and mid-level engineers to get senior sign-off before deploying AI-assisted code changes.
