The playbook for retiring risk, not reporting it.
What Fix Automation Management is, and how to run it across a portfolio you're accountable for.
Your team is accountable for the breach and has no control over the remedy. Findings go into a queue, developers get asked to interrupt a sprint, and the backlog grows faster than the team does. This book is about closing that gap.
“Automated code vulnerability remediation will dramatically cut organizations' vulnerability backlogs at one-tenth the cost. It is the most important application security technology to come along since SAST.”
Dave Wichers
Co-founder of OWASP Top 10 Project · Former Ernst & Young Managing Director for Application Security
“Mythos found vulnerabilities that survived decades of human review and millions of automated security tests, and the exploits it develops are increasingly sophisticated.”
Anthropic
Project Glasswing Announcement · April 2026
From first pilot to full portfolio.
Nine chapters, in the order you'd actually work through them — from why the old process stopped working to running Fix Automation Management across everything you own.
Why manual remediation stopped working
What AI-scale vulnerability discovery does to your remediation strategy, and why a process built for a smaller backlog doesn't survive contact with this one.
You can't hire your way out
Why adding headcount doesn't close the remediation gap, and what automation actually replaces.
Future-proofing your career
How automated remediation reshapes AppSec roles, and which skills start to matter.
Know your real cost per fix
How to work out cost per fix and time-to-remediate across a portfolio, and what to do once you can see both.
Evaluating the options
The questions to ask a remediation vendor, and the answers that should worry you.
Building the ROI case
How to put together the business case your CFO will approve.
Running a PoC
Design a proof-of-concept that proves value in weeks, not quarters.
Scaling across your portfolio
Move from a single pilot to organization-wide coverage.
Avoiding the pitfalls
The mistakes that derail promising remediation initiatives, and how to spot them early.
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