How to finetune with a own private data and then build chatbot on that?

Have you considered using a QA model?

Prompt: Tell me about X.
QA model retrieves relevant text chunks based on 'Tell me about X'
Text chunks get put in a new prompt that then is fed to the LLM: f'{original prompt} using this context: {relevant_text_chunks}'

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