aleff-github

nice-try-gpt

Analyzes authorized CTF challenges by reproducing intended solves, identifying cheap LLM shortcuts, applying minimal human-friendly transformations, and verifying results end-to-end. Appropriate when reviewing or adapting CTFs to reduce pattern-matching shortcuts without materially increasing human difficulty.