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Interact with LLM in JSON #743

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@DonggeLiu

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@DonggeLiu

Currently we use XML-tag, it would be nice to use JSON as that seems to be more common, e.g., in Tool API.

One potential issue is escaping special characters. We have seen cases where LLM tend to add redundant \s, which may have performance impact.

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