How estimate data uncertainty are reshaped as AGI capability advances.

Read as an executable program — the work decomposed into Code, Generative, Agentic, and Human.
Estimate data uncertainty sits inside a larger value-flow — 1 parent structure it composes into. The hierarchy is grounding, not the story: it tells you which aggregate exposure Estimate data uncertainty inherits.
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Trigger: Receipt of raw geoscientific or production datasets triggers the evaluation of measurement and interpretation limits.
Outcome: Uncertainty ranges and confidence intervals are formally assigned to the dataset for use in probabilistic reservoir modeling and reserves estimation.