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Use previous_response_id mechanism #11

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@simonw

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@simonw

https://platform.openai.com/docs/api-reference/responses/create#responses-create-previous_response_id

This is the big new feature in the Responses API, and one that feels a tiny bit at odds with how LLM usually works.

I can still store my own copy of everything that happens in SQLite though. The huge benefit this brings is in conversations that involve attachments (especially base64 ones) - if OpenAI store those server-side follow-up prompts in a conversation don't have to re-submit those large files for each new message.

We'll need to spot if the user is doing store: false and fall back on the previous input=[...] mechanism for those.

Also need somewhere to put the response_id that OpenAI returns. It will end up in response_json right now and that might be good enough, but thi could also be a reason to add arbitrary key/value metadata support to LLM core.

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