Test retrieval freshness and answer faithfulness after | AIGP
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Test retrieval freshness and answer faithfulness after: What evidence is decisive before approval?

AIGP Understanding How to Govern AI Deployment and Use Medium

Changing rules require testing retrieval freshness and whether answers faithfully follow the current approved policy.

The question

A housing administration assistant answers questions using eligibility rules that change during the year. The team proposes retrieval from an approved policy repository, but has not tested update timing or whether answers cite the current rule. What evidence is decisive before approval?

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  1. Fine-tune on last year’s approved eligibility guidance.
    Fine-tuning may shape behavior but would not reliably supply current rules when policies change during the year.
  2. Test retrieval freshness and answer faithfulness after controlled policy updates. ✓
    This directly tests whether updates become available and whether resulting answers accurately follow the current retrieved rule.
  3. Compare the model’s general housing knowledge with competitors.
    General knowledge does not establish timely access to the approved repository or faithful use of current eligibility rules.
  4. Add more historical policy documents to improve answer coverage.
    Historical documents may create conflicts and do not demonstrate timely retrieval or faithful use of current requirements.
The trap
For current rules, test update propagation and answer faithfulness—not merely corpus size or model knowledge.

How to remember it

Changing rules require testing retrieval freshness and whether answers faithfully follow the current approved policy.

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