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.
Recent Articles - Page 127
Latest News
One Line Failed. 3GW of Data Centers Panicked the Grid
A single transmission line fault near Virginia's data center alley triggered a synchronized 3-gigawatt disconnect that took PJM 11 minutes to stabilize, twice as bad as a similar 2024 event.
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.
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
Replit Agent Review: The Browser-Based App Factory That Trades Control for Convenience
A hands-on review of Replit Agent 3 - the autonomous browser-based coding platform that builds and deploys full-stack apps from conversation, now at $20/month on the Core plan.
ChatGPT Review: The 900-Million-User Giant Under the Microscope
A thorough review of ChatGPT in 2026 - OpenAI's flagship product powered by GPT-5.2 and o3 reasoning, covering all tiers from Free to the $200/month Pro plan, with honest takes on what works and what doesn't.
NotebookLM Review: Google's AI Research Assistant That Accidentally Invented a New Medium
NotebookLM went viral for turning documents into AI podcasts, but the real story is whether Google has built a genuinely useful research tool or just a clever party trick. We spent a month finding out.
Devin Review: The Autonomous Coding Agent That Wants to Replace Your Junior Dev
A hands-on review of Cognition's Devin - the first autonomous AI software engineer that writes, debugs, and deploys code independently, now starting at $20/month after a dramatic price cut.
GitHub Copilot Review: The Platform Play That Wants to Own Your Entire Dev Workflow
A hands-on review of GitHub Copilot in 2026 - from agent mode and the new CLI to multi-model support and the five-tier pricing system, testing whether the market leader still deserves its crown.
Windsurf Review: The Agentic IDE That Rewrites the Rules - Then Gets Rewritten Itself
A hands-on review of Windsurf, the agentic IDE formerly known as Codeium - featuring Cascade AI, Flow awareness, and proprietary SWE-1 models, now owned by Cognition after a dramatic three-way acquisition split.
GitHub Copilot Opens Claude and Codex to All Paid Users - No Extra Cost
GitHub makes Claude by Anthropic and OpenAI Codex available to all Copilot Business and Pro subscribers at no additional cost, turning Copilot into a true multi-model platform.
Meta Signs Multibillion-Dollar Deal to Rent Google TPUs - Completing a Three-Way Chip Strategy
Meta has agreed to rent Google's Ironwood TPUs through Google Cloud to train next-generation AI models, adding a third major chip supplier alongside Nvidia and AMD in a single month.
55,000 Workers Were Told AI Took Their Jobs - The Real Story Is More Complicated
Challenger Gray data shows AI-attributed layoffs hit 55,000 in 2025, a 12x increase from two years prior, but economists at Oxford and Yale say companies may be using AI as a convenient pretext for cuts they planned anyway.
GitHub Copilot CLI Goes Generally Available - Autopilot, Multi-Model, and Fleet Mode
GitHub Copilot CLI reaches general availability for all paid subscribers, bringing autopilot mode, multi-model support across Anthropic, OpenAI, and Google, background delegation, and parallel fleet execution to the terminal.
OpenAI Codex App Review: The Agent Command Center That Wants to Replace Your IDE
A hands-on review of OpenAI's Codex desktop app for macOS - a multi-agent orchestration hub that manages parallel coding tasks, automations, and worktrees, but stumbles on platform exclusivity and usage limits.
Your Google Maps Key Is Now a Gemini Credential - And Google Knew for Months
Truffle Security found 2,863 public Google API keys that silently gained access to Gemini AI endpoints, exposing private data and racking up charges with no warning to developers.
