As AI models grow more capable of discovering software vulnerabilities, a parallel development is emerging: AI systems designed to automatically fix the vulnerabilities they find.
The Remediation Gap
The software security industry has long struggled with the "remediation gap" — the time between when a vulnerability is discovered and when it is actually fixed. Research consistently shows organizations taking months or even years to remediate known vulnerabilities.
How CodeMender Works
AI-powered code remediation tools address this gap by automating the entire remediation workflow: vulnerability analysis, fix generation, regression prevention, and validation.
Implications
For defenders, these tools dramatically reduce the time and cost of remediating vulnerabilities. For the broader ecosystem, automated remediation changes the economics of vulnerability discovery — when finding a vulnerability no longer requires expensive human effort to fix it, the value proposition of vulnerability research shifts.
