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Checked fact 8238 Oct 2026Agents and apps

Anthropic says changes at each level of the tools, system, messages hierarchy invalidate that level and all subsequent levels. Quote: "Changes at each level invalidate that level and all subsequent levels."

The exact words it rests on

As described in Structuring your prompt , the cache follows the hierarchy: tools → system → messages . Changes at each level invalidate that level and all subsequent levels.

What the source said when we opened it, on 8 Oct 2026.

The source

Prompt caching
Anthropic

Checked

Checked by the notis newsroom on , against the source above.

In the story

How prompt caching bills a repeated prompt start 8 Oct 2026

Cite this fact

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