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Isn't all the "knowledge" just text files? I've transitioned between services easily by simply copying the text files.

You can even just instruct the LLM to create a context file for you! They are surprisingly good at that as well.

Studies show that LLM-generated context files have a negative impact on LLM performance: https://arxiv.org/abs/2602.11988