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What's Not Found in AppSec? - ASW #404

Oct 13, 2026 · 53m

Summary

In this episode of Application Security Weekly, hosts Mike Shima, John Kinsella, Tyler Shields, and Adrian Lister explore what is "missing" from modern AppSec. They discuss the failure of current vulnerability prioritization models, arguing that AI-driven discovery has outpaced the ability to contextualize risk. The group critiques industry incentives that favor finding flaws over fixing them and debates whether security governance should shift from decentralized scanning to centralized, verified package platforms. Finally, they address how AI is reshaping the talent pipeline, suggesting th…

Topics discussed

Intro: The 404 theme and host introductions Guest introductions and FinSec Summit announcement The missing piece: Vulnerability prioritization AI-driven discovery vs. remediation and vendor incentives Incentive mismatch in the security industry Quantifying risk: Metrics vs. actual exploitability Context, LLMs, and the future of prioritization Platform security: Apple, Android, and choke points Open source governance and supply chain security Ease of use and the shift to secure-by-design AI code generation and the future of open source Spec reviews vs. code reviews in the AI era Mobile security and Zero Trust implementation Formal proofs and the limits of AI-written code The struggle of SMBs and legacy software maintenance AI agents in AppSec: Writing, finding, and fixing Tech debt and attack surface in AI-generated code The future of junior AppSec roles and mentorship Redefining junior skills: Specs, threat modeling, and hands-on Education paths: Formal degrees vs. practical hacking Industry evolution and natural curiosity in security Learning resources: CTFs and conference opportunities Celebrating progress: Rust adoption and security improvements Three-word wrap-up and closing remarks
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