It’s not sad in terms of numbers. It’s sad in terms of the implementation. It’s pretty much only the kernel… Yes I know all the utilities and applications is really GNU and not Linux, but that’s what people think of when they say they run Linux.
So yes all android phones technically run Linux, but you’re not getting a Unix flavoured experience at all. It might as well not have been linux.
Hence the sadness.
Really well. Temp turned down all the way, and Gemini has this new feature to run and execute code… Not function calling… It can write a small python script, run it and return the output.
So our prompt explains the excel spreadsheet, then tell it exactly the format we need it in, and then tell it to use python and pandas to read in the CSV, clean it up and reshape it the way we need it to match what we expect and voila.
So hallucinations are not really and issue with the data as it’s simply writing code which then deterministically processes and returns the data.
Edit to add more info: basically Gemini can create and run a lambda function on the fly. And if you’re a coder you can really guide the prompt. Eg "load this into pandas. Then remove all the empty columns. Also remove the total rows. Now unpivot the data so the months are not columns but in separate rows with a column called month.
You get the idea.
Strangely enough we actually solved this problem with AI a few months back. We upload the excel file to Gemini and have a prompt to extract the data we need in a specific json format. And it works surprisingly well.
I mean last week it was all over the news that Mattel and OpenAI made a deal to put chatgpt in toys such as Barbie.