A Memory Shortage Triggered $950B in AI Deals
Nvidia, SK Group, Samsung and Broadcom signed close to a trillion dollars in AI chip and memory deals in San Francisco, and the memory shortage behind them means someone outside the room ends up paying.
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Latest News
Hugging Face Wants OpenAI's Logs and $100 Million
Hugging Face CEO Clement Delangue is publicly pressing OpenAI to release the rogue agents' execution traces and fund $100 million in shared cyber defenses.
AI Security Research and Incident Coverage
Tracking AI supply-chain attacks, agent exploits, prompt injection, model leaks, and the real-world incidents shaping AI security today.
A Memory Shortage Triggered $950B in AI Deals
Nvidia, SK Group, Samsung and Broadcom signed close to a trillion dollars in AI chip and memory deals in San Francisco, and the memory shortage behind them means someone outside the room ends up paying.
A 35B Model That Runs on Your Phone Was Bred, Not Trained
VIDRAFT compressed its leaderboard-climbing Darwin-36B-Opus into POCKET-35B, a GPU-free model for phones and CPUs, but its headline GPQA score depends on how you count.
Cognition Buys Poke to Make Devin Feel Human
Cognition paid a low nine-figure sum for texting assistant Poke, its second acquisition in a year, betting that how an AI agent talks matters as much as what it can do.
A Kill Switch Bill Lands Days After State Denied One
A bipartisan House bill would force AI companies to build government shutdown capability, a week after a State Department cable told diplomats no such 'kill switch' exists.
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.
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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POCKET-35B
VIDRAFT quantizes its Darwin-36B-Opus MoE model into a 35B GGUF that runs on stock llama.cpp with no GPU, trading GPQA Diamond score for CPU and phone portability.
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.
Recent
GPT-5.4 vs Claude Opus 4.6 - Computer Use Meets Agent Teams
GPT-5.4 leads on computer use and enterprise productivity at half the price. Claude Opus 4.6 leads on coding, agent teams, and long-context retrieval. Here is where each model wins.
GPT-5.4
OpenAI's most capable frontier model combines native computer use, 1M-token context, and three variants at $2.50/$15 per million tokens.
GPT-5.4 Lands with Computer Use and 1M Token Context
OpenAI ships GPT-5.4 with built-in computer use that beats human desktop performance, a 1 million token context window, and native Excel and Google Sheets integrations.
GPT-5.3 Instant
GPT-5.3 Instant launched March 3, 2026, cutting hallucinations by 26.8% and overhauling ChatGPT's tone - but with documented safety regressions in the process.
Claude Code Brings Back 'Ultrathink' After Users Revolt
Claude Code 2.1.68 restores the ultrathink keyword after community backlash over quality degradation, while setting Opus 4.6 to medium effort by default for speed on daily tasks.
What Is an AI Context Window? A Plain-English Guide
A beginner-friendly guide to AI context windows: what they are, why they matter, and how to use them to get better results from any AI chatbot.
Anthropic and Pentagon Resume Talks After Week-Long Standoff
Dario Amodei tells a Morgan Stanley audience he is trying to 'deescalate' the Pentagon dispute, as the FT reports both sides are back at the table with under-secretary Emil Michael.
Defense Contractors Purge Claude After Pentagon Blacklist
Lockheed Martin and at least 10 defense-backed startups are actively removing Anthropic's Claude from their operations after the Pentagon designated the company a supply chain risk.
OpenAI Staff Revolt Over Pentagon Deal as Users Flee
OpenAI employees are fuming about the company's Pentagon contract, ChatGPT uninstalls surged 295%, and 1-star reviews spiked 775% - while Claude downloads soared and hit #1 on the App Store.
Broadcom AI Revenue Doubles to $8.4B, Eyes $100B in 2027
Broadcom's Q1 2026 earnings show AI chip revenue up 106% year-over-year, with Anthropic, OpenAI, and Meta driving demand toward a $100 billion custom silicon forecast for 2027.
Meta's AI Glasses Send Intimate Footage to Workers in Kenya
A Swedish investigation reveals Meta routes sensitive Ray-Ban smart glasses footage to data annotators in Kenya who see users undressing, having sex, and flashing bank cards - with broken anonymization and no real opt-out.
Federal Clock Runs Out on State AI Laws March 11
The Trump administration's 90-day AI executive order deadline hits this week. Commerce, FTC, and $42B in broadband funding are all on the line.
