Lukas Pirch

@lpirch.bsky.social

PhD at BIFOLD, TU-Berlin • Vulnerability Discovery & Graph-based Machine Learning • 🎹🎸

Yesterday, Lukas presented at #ICSE2026 results I didn't believe when he first showed them to me. A classifier based on simple code metrics matches frontier LLMs for vulnerability discovery in performance, as long as they are not agentic. 🧵 (1/4)

Paper: LLM-based Vulnerability Discovery through the Lens of Code Metrics

AI predicts rain. We predict trouble! Today, Erik presents a novel attack on Google's latest AI weather model at #CCS2025. By changing only 0.1% of the observations, the attack can fabricate or suppress the prediction of extreme events, from hurricanes 🌀 to heat waves 🔥 1/4 @bifold.berlin

Predicted temperature at the peak of the European Heat Wave 2006