
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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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.

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 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 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.

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 CEO Clement Delangue is publicly pressing OpenAI to release the rogue agents' execution traces and fund $100 million in shared cyber defenses.

Tracking AI supply-chain attacks, agent exploits, prompt injection, model leaks, and the real-world incidents shaping AI security today.

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.

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.

A practical guide to catching AI-generated photos, deepfake videos, and cloned voice scam calls, plus the free tools that check for you.

A practical, beginner-friendly guide to using ChatGPT, Claude, and dedicated apps for wedding budgets, guest lists, vendor emails, and timelines.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

YC-backed startup Guide Labs releases Steerling-8B under Apache 2.0 - an 8.4B parameter model with a built-in concept module that traces every output token back to its training data.

Anthropic accuses three Chinese AI labs of industrial-scale distillation attacks using 24,000 fraudulent accounts and 16 million exchanges with Claude. MiniMax ran the largest operation at 13 million exchanges. None of the three companies have responded.

OpenAI projects $600 billion in compute spending through 2030, with NVIDIA investing $30 billion and a potential $1 trillion IPO. But inference costs quadrupled in 2025 and the Stargate project faces internal disputes.

IBM suffers its worst single-day drop in years after Anthropic announces Claude Code can automate COBOL modernization. Combined with Trump's 15% global tariff and DOGE contract cancellations, IBM is down 26% in February.

Four days after launch, Gemini 3.1 Pro's benchmark-topping performance is overshadowed by 90-hour lockouts for paying subscribers, quota draining while idle, and tool-calling bugs that break LangChain, n8n, and RooCode. Developers are switching to Claude.

Google's Gemini 3 Deep Think trades speed for depth, delivering record-breaking reasoning benchmarks - but at a steep price.

Defense Secretary Hegseth gives Anthropic CEO Dario Amodei an ultimatum: lift Claude's military restrictions or face blacklisting from the entire US defense supply chain.

From pirated libraries to destroyed books to ancient manuscripts, AI companies have consumed millions of copyrighted works and are now approaching the limits of available human text. Here is what they used, what they stole, and what they are looking for next.

Alibaba's Qwen team releases Qwen3.5-397B-A17B, an open-weight mixture-of-experts model with native multimodal support and a hybrid attention architecture that runs 8x faster than its predecessor. Apache 2.0 licensed.

A Microsoft 365 Copilot bug (CW1226324) let the AI summarize emails with sensitivity labels in Sent Items and Drafts, bypassing DLP policies for two weeks. The NHS was affected. It's the second time in eight months.

OpenAI is finalizing the largest private funding round in history, with Amazon, SoftBank, Nvidia, and Microsoft committing over $100 billion at a valuation exceeding $850 billion.

Google disabled Antigravity accounts for paying subscribers who linked OpenClaw via OAuth, citing service degradation. Creator Peter Steinberger calls it draconian.