All insightsAI Security

What's Happening?

By Saint Fox·June 22, 2026

New AI capabilities like Mythos that detect code weaknesses and vulnerabilities at scale coupled with the widening use of AI for offensive exploits and attacks is causing regulators to warn banks that they need to react quickly to improve their security posture.


Current Market State

Enterprise AppSec programs generate high volumes of vulnerability findings but lack an automated path to remediation. The burden falls on development teams already at capacity, resulting in growing backlogs and persistent exposure. Organizations now have millions of vulnerabilities in production.


Luckily though, at a code level, the numbers are dramatically less due to multiple instances of the same vulnerability manifesting themselves in runtime scans.


Meanwhile, the threat landscape is shifting AI is being used for autonomous exploitation, pen testing, and attack generation, raising the cost of unpatched vulnerabilities. Organizations need a solution that moves beyond detection to continuous, autonomous remediation at the pace of modern software delivery.


High Friction

Current business processes, silo'ed decision making spanning InfoSec, AppSec, Dev, Platform Engineering coupled with bad advice from AppSec players arguing vulnerability prioritization as the solution ensures that existing organizations cannot address this without deep re-engineering. Should they want to do it, the talent required to run this end to end is not available.


Managed Service Requirement SLA

Take me to a known good state new vulnerabilities are remediated within 24 hours of availability. Existing backlogs are remediated within 3 months.


Autonomous Software Factory for Vulnerability Elimination (ASFVE) Platform

ASFVE is a continuous, autonomous agentic application that scans, assesses, remediates, and certifies software objects source code, containers, and IDE environments-without requiring manual developer intervention.


How It Works?

The factory connects to your existing SCM, container registries, and IDE environments (GitHub, GitLab, AWS, Azure, and custom repos). On every code change, it triggers a multi scanner hub-including AI-powered scanners (This is a key requirement to build AI detection) generates an SBOM, maps direct dependencies, and produces a prioritized, compatible fix list.


Autonomous Remediation

ASFVE initiates rebuilds against the fix list, produces a fixed object leveraging Gold Open Source and places it in the appropriate location. Every fixed object includes a comparison report against the original. Third-party certification validates the output is clean. The full cycle-scan through fixed object-runs continuously without human action.


Audit & Tracking

All remediation activities, SBOMs, and fix histories are logged per project. Enterprise deployments include centralized tracking across users and projects, with Gold Open Source Management for enterprise-wide visibility into remediated OSS components.