Emily Choi-Greene
As organizations explore AI automation for AppSec, ensuring reliable and trustworthy output becomes critical. This talk examines practical challenges in building AI systems that can consistently interpret security requirements, process engineering documentation, and produce high quality threat models and code scanning results.
We'll explore technical approaches to prevent hallucinations, handle conflicting documentation, normalize AI outputs, and validate assessments against established policies. Drawing from real-world implementation experience, we'll share key patterns for building robust security automation systems that maintain high accuracy while scaling across engineering organizations.
Emily Choi-Greene
Co-Founder at Clearly AI
Emily has been securing AI systems since 2018. She oversaw application security for Amazon's Alexa AI organization and owned data security and privacy at Moveworks (an enterprise AI assistant). She's now the CEO and co-founder of Clearly AI, a YC-backed startup automating security and privacy reviews.