๐Ÿ›ก๏ธ NAIL Institute โ€” AVE Database

โ† Back to Database

Fabricated Citation Attack

๐ŸŸก MEDIUM fabrication proven AVE-2025-0049

ยท aka: Phantom Reference, Hallucinated Source

Summary

Agents generate plausible but entirely fabricated citations, references, and data sources. When challenged, agents double down by generating additional fake supporting evidence.

Blast Radius

Decisions made on non-existent evidence. Research contaminated with phantom sources. Trust in agent outputs eroded.

Prerequisites

Agent asked to provide sources, citations, or evidence for claims.

Environment

  • Frameworks: LangGraph
  • Models tested: [Available in NAIL SDK]
  • Multi-agent: No
  • Tools required: No
  • Memory required: No