Record the datasets: Which improvement most directly satisfies | AIGP
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Record the datasets: Which improvement most directly satisfies the documentation objective for training and

AIGP Understanding How to Govern AI Development Hard

Training/testing documentation must capture datasets, procedures, results, and risk decisions so others can reproduce and verify them.

The question

An external assessor must be able to reproduce a model's reported results, confirm the process met policy, and see how testing risks were handled. The team currently keeps only a final one-page summary of headline metrics. Which improvement most directly satisfies the documentation objective for training and testing?

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  1. Replace the summary with a longer narrative describing the project's goals and the team's overall approach.
    Almost right that more detail helps, but a narrative without data, procedures, and results still cannot be verified.
  2. Provide the assessor read access to the production system so that its live runtime behavior can be observed directly.
    Almost right as evidence of behavior, but live access does not reconstruct how the model was trained and tested.
  3. Attach the final trained model file so the assessor can rerun it against any inputs they choose to supply.
    Plausible but the model file alone omits the datasets, procedures, and risk decisions needed to verify the process.
  4. Record the datasets, test procedures, results, and risk decisions in enough detail to reproduce and verify them. ✓
    Documentation must let others reproduce results, establish compliance, and show risk handling, which the summary cannot.
The trap
Offering a narrative, live access, or the model file in place of detailed, reproducible process documentation.

How to remember it

Training/testing documentation must capture datasets, procedures, results, and risk decisions so others can reproduce and verify them.

How many of these would you get right?

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