Detect and resist deceptive requests

Detect inconsistencies and verify claims against evidence

Catches narrative contradictions invisible to humans reading sequentially—flags shifts in story that seem plausible alone.

• · narrative or claim
• · available evidence/documents

• · contradiction list
• · verification status per claim
• · confidence scores

• · vector search for evidence matching
• · LLM for semantic consistency checking

Claims articulated clearly; evidence corpus indexed

False positives if evidence corpus incomplete; missed subtle contradictions if claims rephrased; high false negatives if evidence sparse

• · side-by-side quote comparison for contradictions
• · confidence scores based on evidence strength
• · explicit gaps where claims lack supporting evidence