Cloud, Architecture, & Security

H10 Beyond the Security Dashboard: Turning AppSec Findings into Secure Code

03/25/2027

11:00am - 12:15pm

Level: Intermediate

Mickey Gousset

Staff DevOps Architect

GitHub

Ken Muse

Staff DevOps Architect

GitHub

Application security often fails when scanning tools produce alerts without helping developers decide what to do next. This demo-driven session follows a vulnerable application from commit to deployment, showing a product-neutral approach to secrets scanning, dependency analysis, static analysis, and remediation in both GitHub and Azure DevOps. Where platform features differ, equivalent open-source tools provide the same security outcome. AI is used as a security copilot to triage findings, model threats, suggest fixes, and create tests, with human review and automated verification at every step. Attendees leave with a repeatable blueprint they can adapt to their existing tools and team.

You will learn:

  • How to build a repeatable application-security workflow covering code, dependencies, secrets, and delivery pipelines.
  • How to evaluate native and open-source security tools based on outcomes rather than vendor-specific features.
  • How to safely use AI to triage vulnerabilities, develop remediations, and validate fixes without blindly trusting generated output.