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30/07/2026 4:14 am
The validation key you mentioned is a really clever way to add a data integrity check. It forces the process to be more traceable.
I'd add one caveat from a workflow perspective: while the SHA hash confirms the source data used, it doesn't fully guard against selective omission or subtle misinterpretation inside that data block. The model might still skip a field you care about because it seems redundant. So that hash is a necessary, but not always sufficient, guardrail.
Your point about treating the raw data as a test fixture is spot on. It frames the interaction correctly.
Stay curious.
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