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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 › pc-components › cpus

Demand for data center CPUs has surged, and AI agents are responsible – why the CPU to GPU ratio is more important than ever for hyperscalers

… The rate of growth has now doubled to 35% a year, AMD claims , and will become a $120 billion market by the end of the decade. “What AMD and Arm's results are telling us is that this is a structural, not cyclical requirement,” said Roger Cummings, CEO of PEAK:AIO, in an interview with Tom’s Hardwar… …

Jun 8, 2026 · Chris Stokel-Walker
tomshardware.com › pc-components › ssds

New Silicon Motion SM2524XT chip brings 14 GB/s to mainstream SSDs — 6nm DRAMless controller boasts heavy AI PC optimization and slashes KV cache latency

… In fact, KV cache and enhanced AI inference performance are among the key advantages of the new SSD controller platform. “KV Cache has become a critical factor in AI inference performance, driving the need for sustained high random read/write throughput and low-latency data access,” said Nelson Dua… …

May 29, 2026 · Anton Shilov