Replacing a SQL analyst with 26 recursive GPT prompts

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  • lambdaprompt

    λprompt - A functional programming interface for building AI systems

    This is great~ There's been some really rapid progress on Text2SQL in the last 6 months, and I really thinking this will have a real impact on the modern data stack ecosystem!

    I had similar success with lambdaprompt for solving Text2SQL (https://github.com/approximatelabs/lambdaprompt/)

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  • sketch

    AI code-writing assistant that understands data content

    (3) Asking for re-writes of failed queries (happens occasionally) also helps

    The main challenge I think with a lot of these "look it works" tools for data applications, is how do you get an interface that actually will be easy to adopt. The chat-bot style shown here (discord and slack integration) I can see being really valuable, as I believe there has been some traction with these style integrations with data catalog systems recently. People like to ask data questions to other people in slack, adding a bot that tries to answer might short-circuit a lot of this!

    We built a prototype where we applied similar techniques to the pandas-code-writing part of the stack, trying to help keep data scientists / data analysts "in flow", integrating the code answers in notebooks (similar to how co-pilot puts suggestions in-line) -- and released https://github.com/approximatelabs/sketch a little while ago.

  • genetic-programming

    Genetic programming in Common Lisp

  • zillion

    Make sense of it all. Semantic data modeling and analytics with a sprinkle of AI. https://totalhack.github.io/zillion/

    This seems fun, but certainly unnecessary. All of those questions could be answered in seconds using a warehouse tool like Looker or Metabase or https://github.com/totalhack/zillion (disclaimer: I'm the author and this is alpha-level stuff, though I use it regularly).

  • olympe

    Query your database in plain english

    It only support Postgres for now (and it's far from perfect..)

    https://github.com/BenderV/olympe

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