Articles by Julien Lair

The edge isn't the AI model, but how you assemble the system around it. We built a custom agentic harness that structures vulnerability research into distinct stages, from codebase exploration and analysis to validation and exploitation. Applied to FreeRDP, the workflow found vulnerabilities that could be chained into remote code execution, with a human researcher validating the findings and guiding the process along the way.