Tokens Too Cheap to Meter

AI infrastructure costs are declining by multiple orders of magnitude annually, driven by exponential improvements in GPU efficiency and model optimization, making tokens increasingly cheaper to use. Within 1-3 years, LLMs are expected to be integrated throughout computing systems as basic infrastructure rather than premium products, with frontier-quality models running locally on standard hardware. Quality and access, rather than token supply, will soon become the primary limiting factors for AI adoption.