Agentic AI is consuming so many tokens that it's draining AI budgets way faster than expected. Jevons Paradox rings true 161 years after it was coined.

Nvidia has positioned its specialized LPX accelerator as a niche product designed specifically for low-latency, high-speed token generation rather than broad-market enterprise workloads. The hardware targets a narrow segment of service providers that operate premium, high-velocity token applications for select customer bases. While the architecture excels at rapid text decoding, its broader market

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The bill covered 603 billion tokens across 7.6 million requests, all generated by roughly 100 Codex instances.

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“The world is talking about specialized, specialized, specialized, and that should be terrifying them because as models change, that specialized hardware is not going to work,” said Tenstorrent CEO Jim Keller.