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AI-DATA-STRATEGY5 MIN READ

Commit to a three-day lineage probe

Commit to a small lineage probe that reveals where an AI feature gets its meaning and quality controls.

Trace one decision-critical AI feature from source system to model input and decision output. A lineage probe for an AI feature, dataset, model input, or governed data product that affects a real business decision. I will trace [AI feature or dataset field] from [source system] through [transformation or table] into [model or dashboard]. I will capture owner, definition, quality rule, freshness, and any leakage or access concern. I will stop when I can explain whether the feature is safe to use for [decision]. In three days, confirm whether the lineage probe produced an owner, a definition, a control gap, or…

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