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Author here! I am pretty jazzed about these ideas and happy to dig into more detail than a blog post allows.
This is really interesting, I feel if llms can respond at existing without finetuning, it can be huge.
Great read! We're running into a similar problem at my company: we've given agents the ability to query our databases but not enough guidance to write correct and efficient queries. I haven't tried solving this problem yet but I'm curious if you explored any code-to-sql approaches, something similar to SQLAlchemy but with your own guardrails and customizations?