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10. Chained Prompt Amplification

10. Chained Prompt Amplification

Attack: A series of small manipulations across chained prompts results in an unintended system-wide behavior. Example:
  • Stage 1: injects subtle bias
  • Stage 2: amplifies
  • Stage 3: acts based on false premise
Mitigation:
  • Monitor prompt flows holistically (not just per task)
  • Use semantic diffing or anomaly detection between stages
  • Enforce input/output bounds at each layer
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