Research

Code written to be misread by an LLM

prompt injection, invisible unicode and adversarial rewrites aimed at the model reading your code

3 Aug 2026Maciej Cichoń

What Vulnerability Detectors Actually Learn

Testing whether code models encode vulnerabilities or just learn labels

20 Jul 2026Maciej Cichoń

LLMs Write Insecure Code by Default

When a prompt asks for a feature and never mentions security, what do language models write? A benchmark of eleven models on 1,007 sink-forcing tasks.

14 Jul 2026Bartłomiej Dmitruk

change the code, keep the bug

building a scalable benchmark measuring LLM capabilities for vulnerability detection

29 Jun 2026Maciej Cichoń