I appreciate you clarifying my understanding; yes I understand LLMs are not continuously trained.

>Is your claim that when the second prompt comes in, Anthropic search previous queries and injects the answer into the context window?

Yes. I would be terrified if this could be replicated with an open weight model locally. But this, well we have a general understanding of how these hosted models function we really don't know /exactly/ what they are processing.