ai-security

Designing CTFs That Target LLMs — The Structural Weaknesses of Transformers

In an era where LLM agents have started solving CTFs automatically, how do you design a challenge that "machines struggle with but a skilled human solves in a reasonable time"? This organizes the anti-LLM design principles that target the structural limits of transformers — state tracking, carry propagation, tokenization, and context loss.