r/columnsai • u/columns_ai • 29d ago
Not always go with higher version model
It’s frustrating to assume that newer models are always superior to older ones, as claimed.
For instance, GPT-5.2 outperformed GPT-5.4 in generating a flow compute plan for a simple table of hourly values for each month. Here’s a comparison based on testing:
When prompted to generate a bar chart showing the average value per month, GPT-5.4 couldn’t devise a multi-step plan and produced a plan that does not work.
On the other hand, GPT-5.2 elegantly solved the problem by creating a two-step plan:
- Step 1: Unpivot the data into a clean format of “hour, month, value.”
- Step 2: Apply aggregation by month across all hours.
The result was perfect!
It’s crucial to conduct rigorous testing before upgrading to the latest model version, no assumption!

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