![Ep 54 | Jenny Guanni Qu - Why Most ML Vulnerability Detection Fails | [un]prompted 2026 episode artwork](https://d3t3ozftmdmh3i.cloudfront.net/staging/podcast_uploaded_nologo/45690896/45690896-1775792431412-d94df1f86c828.jpg)
EPISODE · May 28, 2026 · 12 MIN
Ep 54 | Jenny Guanni Qu - Why Most ML Vulnerability Detection Fails | [un]prompted 2026
from [un]prompted Security Practitioner Con 2026 · host [un]prompted
Day 2 | Stage 2AI Researcher from Pebblebed covers counterintuitive lessons from training on 125K Linux kernel commits. Most obvious ML-based vulnerability detection approaches failed. Why "hard negatives" hurt performance, why subsystem boundaries are where bugs hide, and why average kernel security bug survives 2.1 years undetected. Practical takeaways for building vuln discovery systems.Jenny Guanni Qu is AI Researcher, Pebblebed.Watch on YouTube: https://www.youtube.com/watch?v=93jhfuL-ndo
What this episode covers
Day 2 | Stage 2AI Researcher from Pebblebed covers counterintuitive lessons from training on 125K Linux kernel commits. Most obvious ML-based vulnerability detection approaches failed. Why "hard negatives" hurt performance, why subsystem boundaries are where bugs hide, and why average kernel security bug survives 2.1 years undetected. Practical takeaways for building vuln discovery systems.Jenny Guanni Qu is AI Researcher, Pebblebed.Watch on YouTube: https://www.youtube.com/watch?v=93jhfuL-ndo
NOW PLAYING
Ep 54 | Jenny Guanni Qu - Why Most ML Vulnerability Detection Fails | [un]prompted 2026
No transcript for this episode yet
Similar Episodes
No similar episodes found.
Similar Podcasts
No similar podcasts found.