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Context Window Boundary Attack

๐ŸŸก MEDIUM structural proven AVE-2025-0048

ยท aka: Window Edge Exploit, Attention Cliff

Summary

Adversarial content placed at context window boundaries receives disproportionately low attention, allowing malicious instructions to evade detection while remaining in-context for execution.

Blast Radius

Safety filters that scan agent context miss middle-positioned threats. Agent executes instructions it appears to have ignored.

Prerequisites

Agent processing inputs near or at context window capacity.

Environment

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