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Token savings depend on what you count: three numbers from the same benchmark runs

This story is from 2026-09-28. It is preserved in the archive; the latest stories are on the live feed.

Disclosure: I'm affiliated with Belcore, a memory and context layer for LLM apps. This is a measurement post. The numbers, their limits, and one result that did not hold up are all below. Why "tokens saved" is slippery Chat and agent setups usually keep context by resending history on every call, s…

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  1. 2026-09-28 04:48 · DEV Community — AI
    Token savings depend on what you count: three numbers from the same benchmark runs

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