Tokenize identifiers: Which approach best satisfies both | AIGP
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Tokenize identifiers: Which approach best satisfies both constraints?

AIGP Understanding How to Govern AI Deployment and Use Hard

Tokenize sensitive identifiers, limit access, and share only fields necessary for diagnosis.

The question

A medical-administration assistant provides no clinical advice. Prompt logs contain patient identifiers, and a vendor needs enough information to investigate failures. The organization must support incident diagnosis while minimizing sensitive disclosure and preserving accountable access. Which approach best satisfies both constraints?

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  1. Tokenize identifiers, restrict access, and retain only diagnostic fields for vendor review. ✓
    Tokenization and access restriction reduce exposure while diagnostic-field retention supports investigation, monitoring, and accountable third-party collaboration.
  2. Remove names but retain full prompts and unrestricted internal access.
    Removing names helps, yet full prompts may retain sensitive information and unrestricted access weakens accountable handling.
  3. Send complete logs to the vendor under a confidentiality agreement.
    Confidentiality terms may allocate responsibility, but transmitting complete sensitive prompts exceeds the stated minimization constraint.
  4. Keep raw logs internally and provide the vendor selected excerpts for debugging.
    Selected excerpts reduce disclosure, but without systematic transformation they may still expose identifiers or unnecessary sensitive content.
The trap
Separate the need to investigate failures from the separate question of how much raw information the investigator receives.

How to remember it

Tokenize sensitive identifiers, limit access, and share only fields necessary for diagnosis.

How many of these would you get right?

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