The integrated system needs contextual security testing | AIGP
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The integrated system needs contextual security testing: What does this evidence most directly support?

AIGP Understanding How to Govern AI Development Medium

Stable accuracy does not offset increased attack success; integration-specific security evaluation is needed.

The question

An energy-maintenance assistant passes its pre-integration accuracy tests. After connection to a work-order portal, security logs show more successful prompt-injection attempts, while accuracy remains stable. What does this evidence most directly support?

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  1. The accuracy metric proves security controls are ineffective
    Accuracy is not a security measure, so it cannot prove that particular controls failed or explain the attack increase.
  2. The original validation remains sufficient
    Pre-integration testing cannot establish resilience against attacks arising from the newly connected portal and operational context.
  3. The integration improved overall reliability
    Stable accuracy does not establish improved security or overall reliability after a new connected dependency introduced attack exposure.
  4. The integrated system needs contextual security testing ✓
    The contrasting observations support investigating integration-specific security behavior rather than inferring safety from unchanged accuracy.
The trap
Separate performance evidence from security evidence, especially after interfaces or dependencies change.

How to remember it

Stable accuracy does not offset increased attack success; integration-specific security evaluation is needed.

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