Documenting the design and build decisions: Which practice | AIGP
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Documenting the design and build decisions: Which practice, performed during the build, best positions the

AIGP Understanding How to Govern AI Development Medium

Documenting design/build decisions and their rationale is what later evidences compliance and risk management.

The question

An auditor later asks a team to show why they chose a particular model architecture and how they weighed known risks during design. Which practice, performed during the build, best positions the team to answer?

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  1. Retaining the final production container image so the deployed system can be redeployed on demand later.
    Plausible but keeping an artifact does not explain the reasoning behind design choices and risk trade-offs.
  2. Archiving the internal chat logs from the project so past conversations can be searched when questions arise.
    Almost right as a record, but unstructured chat is not deliberate documentation of decisions and rationale.
  3. Documenting the design and build decisions and their rationale to establish compliance and manage risks.
    Documenting design/build decisions and rationale is exactly what evidences compliance and risk management later.
  4. Keeping the raw training dataset unchanged so the model could in principle be retrained on it in the future.
    Plausible but preserving data supports reproducibility, not an account of why design decisions were made.
The trap
Assuming retained artifacts (images, data, chat logs) substitute for documented decision rationale.

How to remember it

Documenting design/build decisions and their rationale is what later evidences compliance and risk management.

How many of these would you get right?

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