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How does it decide what ticket to associate a commit with, or when to create a new one ?

I maintain a search index with all your Tickets.

Then when a commit comes in, I run a semantic search to pull up candidate tickets.

I then feed that to the prompt, and let the AI decide. The challenge is the index for sure, those params definitely still need tweaking.

What happens if multiple tickets match your query ? We often have duplicates as our backlog is pretty big. Would love to have some cleaning feature

Great point!

Yea right now, it doesn't do any de-duping. For sure a feature I can add.

I think there is a whole other side to this where we make PRD -> Tickets streamlined as well as a Backlog grooming assistant.

For sure need to give it more thought though.