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For VT, I updated the spreadsheet manually for anything that had an end date in the past, and I also corrected a few inconsistencies between our data and how the incentive programs were written. Then, I used the spreadsheet to JSON script to update the JSON, which worked great and definitely saved a bunch of time. I'm starting to think about how to automate the data update part itself. I haven't looked into whether the LLM data collection process is deterministic when it comes to the ordering of the resulting incentives, but I expect it's not. I think that makes it really hard to use it as-is to refresh the data. Ideally we can have a mapping between old and new incentives so we can only look at what changed instead of re-reviewing all of the data after a refresh.
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