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Are more tokens really the answer?

Nvidia CEO Jensen Huang famously said in March this year that if an Nvidia engineer on $500,000 a year wasn't using at least $250,000 of tokens in that same period, he'd be alarmed. This isn't a rare sentiment, though. Many company CEOs are now bragging about the extent of their AI use, as if that alone equates to performance increases. As Business Insider reports, Airbnb's CEO proudly told investors that 60% of the company's code was now AI-generated. Chime claimed it was shipping 84% AI code earlier this year, and even Google is claiming 50% of its code is AI-generated (though crucially, alw

AI costs begin to bite as agents may increase token demand by 24 times, says Goldman Sachs report — Uber and Microsoft among companies feeling the bite of tokenized billing
tomshardware.com › pc-components › cpus

Nvidia touts Vera CPU's single-threaded performance as its agentic AI advantage, reveals next-gen 'Rigel' Arm CPU cores — frames chip as a 'max single-threaded CPU at scale,' not a parallel monster

… We've long emphasized the importance of high single-threaded performance for a fast and responsive experience for client PCs, and it seems like AI agents are going to end up placing similar demands on hardware as they do their thing. …

Jul 8, 2026 · Bruno Ferreira
tomshardware.com › laptops

Nvidia unveils RTX Spark Superchip for laptops and desktop PCs at Computex 2026 – new platform promises to turn Windows into an agentic AI OS with Arm CPU, Blackwell GPU, and 128GB unified memory

… Nvidia says that the incredible efficiency of the RTX Spark platform “transforms what a high-performance laptop looks like,” so buyers in the promised agentic AI age will no longer need to choose between high performance or thin chassis with long battery life. …

Jun 1, 2026 · Jeffrey Kampman
tomshardware.com › tech-industry › artificial-intelligence

AI costs begin to bite as agents may increase token demand by 24 times, says Goldman Sachs report — Uber and Microsoft among companies feeling the bite of tokenized billing

… Goldman Sachs' recent AI agent report suggests that the massive efficiency gains coming from next-generation inferencing chips would make AI use so much cheaper that investment can continue unabated, and profit should follow, with AI agents increasing the revenue at AI companies enormously. …

May 27, 2026 · Jon Martindale
tomshardware.com › tech-industry › artificial-intelligence

OpenAI, Google, and Anthropic absent from Nvidia-led Open Secure AI Alliance — 30+ companies join security alliance after OpenAI agent breach

… The Open Secure AI Alliance therefore aims to give entities access to advanced open models, agent harnesses, and security tools that they can independently deploy and adapt, reducing dependence on any single provider while strengthening defenses across a multi-vendor AI ecosystem. “That is the miss… …

Jul 27, 2026 · Etiido Uko