Chips & Hardware

Silicon Data raises $30.5M to price the GPU futures market

The Arena

Silicon Data raises $30.5M to price the GPU futures market

The AI buildout's financial layer is taking shape: the firm tapped to set the reference price for CME Group's planned GPU futures market just closed a $30.5 million Series A. Silicon Data, the New York startup building independent pricing and performance benchmarks for AI compute, announced a $30.5 million initial close of its Series A led by the Valor Atreides AI Fund, with CME Ventures, DRW, F-Prime, Samsung Next, VanEck, Further, Jump, Tectonic and Wintermute also participating.

Cerebras beats and raises outlook — stock plunges 12% anyway

The Arena

Cerebras beats and raises outlook — stock plunges 12% anyway

Chip earnings split the day's AI news: Cerebras beat and raised, then watched investors head for the exits — while the money behind the compute buildout quietly got itself a benchmark layer. Cerebras reported second-quarter core revenue of $210 million, ahead of the $194 million it had guided to, raised its full-year outlook to $880–890 million — and still saw its stock plunge about 12 percent in extended trading.

Nvidia, Cisco back incident tracking for rogue AI agents

The Guardrails

Nvidia, Cisco back incident tracking for rogue AI agents

As AI agents gain the autonomy to act across computer systems, the industry is discovering it has no standard way to report — or learn from — the moments they go rogue. A coalition of more than 120 organizations, including Nvidia, Cisco and CrowdStrike, wants to change that with a framework modeled on aviation safety. The Open Secure AI Alliance is proposing SAFE (Shared AI Findings Exchange), a voluntary incident-reporting framework that would require participating companies to disclose AI…

Nvidia AI module found inside Russia's new cruise missile

The Guardrails

Nvidia AI module found inside Russia's new cruise missile

Ukrainian military intelligence says it pulled an Nvidia Jetson Orin — a module sold for robotics and self-driving development — out of Russia's newest cruise missile, Google researchers argue that frontier models' factual errors are mostly "lost keys" rather than "empty shelves," and Tsinghua open-sourced a code-repair model that tops the open-source leaderboard. Ukraine's Defense Intelligence (HUR) says it found an Nvidia Jetson Orin module inside Russia's new S-71 "Monochrome" cruise…

Deep Dive — Samsung's chip lab bet on Claude: 15x speed, zero margin for error

The Arena

Deep Dive — Samsung's chip lab bet on Claude: 15x speed, zero margin for error

Samsung Electronics has confirmed it put Anthropic's Claude to work inside its semiconductor design and verification flow — and the early numbers are startling. In one customized system-on-chip verification project, a task expected to take more than a month was finished in two days, internally assessed as roughly 15 times faster. In another, a second-year engineer with no prior experience of Claude Code completed in a day development work that normally requires a month of learning and building.

Today in AI — August 11, 2026 (2nd edition)

Today in AI

Today in AI — August 11, 2026 (2nd edition)

The buildout became a market Tuesday: GPU rental futures are coming to CME, Anthropic hit the IPO roadshow, and CoreWeave and Super Micro posted blowout quarters — while agents moved into business workflows, Gemini crossed a billion users, and the trust wars over watermarks, surveillance and poisoned data kept escalating. Models & Research * Sergey Brin took direct oversight of Google's Gemini team as reports say the long-delayed Gemini 3.5 Pro has been shelved to clear the runway for a…

CME to launch GPU rental futures as AI compute goes tradable

The Arena

CME to launch GPU rental futures as AI compute goes tradable

The AI buildout took two steps toward becoming a real financial market today: CME Group is turning GPU rental into a traded commodity, and Super Micro's earnings showed the demand underneath it is still accelerating. Plus, Uber and Serve Robotics — the sidewalk-delivery robot company it helped spin out — are officially done with each other. CME Group will start trading GPU rental futures on October 5, turning the cost of AI compute into a standardized, tradable commodity for the first time.

Nvidia ships Nemotron 3.5 Lightning and an open model router

The Frontier

Nvidia ships Nemotron 3.5 Lightning and an open model router

The enterprise AI story today is about choice: Nvidia shipped a fast, easily customized open model plus a router that picks between models, IBM bet $240 million on open-model inference, and Spotify decided AI-generated artist identities shouldn't get recommendations. Nvidia released Nemotron 3.5 Lightning, a 30-billion-parameter mixture-of-experts model aimed at the high-volume, always-on workloads that power AI agents, alongside NeMo Switchyard, an open-source library that routes each step of…

Lambda sells $917M loan to fund Nvidia GPU fleet

The Arena

Lambda sells $917M loan to fund Nvidia GPU fleet

Money and machines drove the AI news cycle today: the buildout's financing is shifting from equity to debt, a sanctioned hacking unit is assembling a private AI stack, and China's most-used consumer assistant started charging for referrals. Lambda, the Nvidia-backed AI cloud provider, is selling a $917 million leveraged loan to finance a chip purchase tied to Nvidia — the strongest signal yet that the AI buildout is now fueled by debt, not just equity.

Intel raises $15B in stock offering to fund AI buildout

The Arena

Intel raises $15B in stock offering to fund AI buildout

Intel is cashing in on its 2026 comeback: the chipmaker announced a $15 billion common stock offering Monday to fund its AI manufacturing buildout, turning a nearly-tripled share price into cash for the foundry ramp. It is the clearest signal yet that Intel's turnaround is now a capital-hungry growth story — and that the AI capex cycle is still demanding more chips than anyone can make. Intel announced a $15 billion underwritten public offering of common stock on Monday, using its surging…

Microsoft to unveil Maia 300 AI chip in September

The Arena

Microsoft to unveil Maia 300 AI chip in September

Microsoft's in-house silicon push is about to get its biggest moment: the company reportedly plans to unveil the Maia 300 AI accelerator as soon as next month, in a direct challenge to Nvidia's grip on cloud compute. Meanwhile, a North Korean hacking group has built its own private AI stack, and AI agents are quietly taking entire online courses for cheating students. Microsoft plans to unveil its next-generation Maia 300 AI chip in September, according to The Information, as the company races…

Nvidia invests up to $3B in power firm behind Stargate

The Arena

Nvidia invests up to $3B in power firm behind Stargate

The AI buildout's newest bottleneck is the grid, and the industry's biggest players are moving accordingly: Nvidia is buying into the electricity developer behind Stargate, Microsoft is fast-tracking its next in-house chip, and an AI notetaker left more than 181,000 meetings exposed. Nvidia has agreed to invest up to $3 billion in Lancium, the Texas power-infrastructure developer behind the Stargate AI campus, according to three people familiar with the deal reported by The Information.