# A Startup Says It Cracked AI's Decade-Old Math Limit — Its LLM Read 12M Tokens for $8

> Source: <https://pub.towardsai.net/a-startup-says-it-cracked-ais-decade-old-math-limit-its-llm-read-12m-tokens-for-8-2ee108a320b3?source=rss----98111c9905da---4>
> Published: 2026-06-21 06:43:41+00:00

A Miami startup says it ran a long-context job that costs about $2,600 on Anthropic’s top model for $8 on its own LLM, read 12 million…
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