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 139
Latest News
Gamed Benchmarks, Context Anxiety, and LoRA's Limits
This week's research roundup covers agent benchmarks that reward exploits over real capability, reasoning models that give up despite having the answer, and why LoRA can't internalize multi-step procedures.
Kimi K3's Cyber Gap Feeds the Anthropic Theft Theory
UK AISI and US CAISI found Kimi K3 scores 32.2% on an exploit-development benchmark against 76.2% for top US models, a gap that complicates both White House alarm and its own distillation accusation against Moonshot.
DeepSeek Pauses $70B Round After Founder's Leak
DeepSeek suspended a second funding round targeting a valuation above $70 billion after comments attributed to founder Liang Wenfeng went viral, days before a planned mainland China IPO.
Nvidia May Guarantee $250B So OpenAI Can Pay Nvidia
Nvidia is negotiating to backstop $250 billion in financing for OpenAI's 10-gigawatt Ohio data center, plus another $350 billion for the chips going inside it, reviving the circular financing debate.
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.
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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Claude Opus 5 Review: Near-Fable Power, Half Price
Claude Opus 5 ties Claude Fable 5 on independent benchmarks at roughly a quarter of the cost, though a rough launch week and cybersecurity limits keep it from being an unqualified win.
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.
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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Gemini 3.5 Flash-Lite
Google DeepMind's cheapest paid Gemini tier prices input at $0.30/M and output at $2.50/M tokens, more than doubling OSWorld-Verified and Terminal-Bench 2.1 scores over Gemini 3.1 Flash-Lite while trailing GPT-5.4 mini on raw coding benchmarks.
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.
Recent
You Do Not Need a Mac Mini to Run AI Agents. You Need a Computer That Makes API Calls
People are spending $2,200 on Mac Minis to run OpenClaw - an agent that calls Claude and OpenAI APIs remotely. The Mac Mini's GPU sits idle. Any old laptop, desktop, or even an Android phone can make HTTP requests just as well.
Gold and Silver Erase $1.1 Trillion in 12 Hours as AI Speculation Rattles Markets
Precious metals lost $1.1 trillion in market cap in a single session as AI-driven volatility, algorithmic selling, and sector rotation continue to whipsaw gold and silver prices.
How to Actually Secure OpenClaw: A Step-by-Step Hardening Guide
OpenClaw ships with authentication disabled and binds to all interfaces. This step-by-step guide covers every hardening measure you need - from authentication and sandboxing to MCP security and network isolation - backed by real CVEs and security research.
Big Tech Will Spend $650 Billion on AI This Year - Bridgewater Says the Boom Just Got Dangerous
Bridgewater Associates warns AI capex has entered a 'dangerous phase' as Alphabet, Amazon, Meta, and Microsoft commit $650 billion to infrastructure in 2026, up 67% from last year.
Today in AI Research: Sycophancy Traps, Data Analysis Mirages, and the Scaling Wall for Agents
New papers show chatbot sycophancy causes delusional spiraling even in rational users, AI data analysts produce wildly different conclusions from the same dataset, and test-time scaling fails for general-purpose agents.
Perplexity vs ChatGPT: AI Search Engine or AI Assistant?
Head-to-head comparison of Perplexity and ChatGPT in 2026 - pricing, accuracy, features, and which one to use for search, research, coding, and creative work.
Cursor vs Windsurf: Which AI IDE Should You Actually Use in 2026?
A data-driven comparison of Cursor and Windsurf - pricing, features, benchmarks, and real-world performance for the two leading AI-native code editors in 2026.
Claude Opus 4.6
Anthropic's flagship model leads on agentic coding, enterprise knowledge work, and long-context retrieval with a 1M-token window, 128K output, and agent teams at $5/$25 per million tokens.
GPT-5.3 Codex
OpenAI's most capable agentic coding model combines frontier code generation with GPT-5-class reasoning, 400K context, and a 77.3% Terminal-Bench 2.0 score.
Gemini 3.1 Pro
Google DeepMind's Gemini 3.1 Pro leads on 13 of 16 benchmarks with 77.1% ARC-AGI-2, 94.3% GPQA Diamond, and a 1M-token context window at $2/M input.
One Company, Two AI Apps, 300 Million Leaked Messages and 2 Million Exposed Photos
Turkish AI company Codeway left Firebase and Google Cloud Storage wide open, exposing 300 million chat messages from 25 million users and 8.27 million photos and videos across two apps. Over 12 TB of user data leaked.
A Low-Skill Hacker Used Claude and DeepSeek to Breach 600 Firewalls in Five Weeks
Amazon exposes a Russian-speaking hacker who used ARXON (an MCP server feeding data to Claude and DeepSeek) and CHECKER2 to breach 600+ FortiGate firewalls across 55 countries in five weeks - no zero-days required.
