Economic Zero: The Vulnerability Nobody Can Afford to Find
AI discovery turns vulnerability hunting into a purchasing decision. The budget runs out at the part that protects you. “Software will always have vulnerabilities you haven’t found” has held as a working truth for as long as anyone in security has had a job. Security programs took the assumption as a foundation: triage, rank, accept […]
The Board Slide Hiding in Your Agent Telemetry
The measurements that earn an AI agent autonomy are the ones your CFO has been asking for. The quarterly security slide has looked the same for a decade. Vulnerabilities discovered: 14,000. Triaged: 9,200. SLA attainment: 94 percent. Every number on that page describes what the security team did. None of them describes what the business […]
Your AI Patches Still Break Production? The Fix Isn’t a Better Model, It’s a Better Workflow.
In our previous post, we showed how general-purpose AI coding assistants produce vulnerability patches that compile, pass tests, and still break production. The data was clear: a persistent ~20% defect rate across compatibility, correctness, and precision – not because the models can’t code, but because they skip the critical step of understanding the APIs deltas. […]
When AI Breaks Trust: The Problem with Unreliable Security Fixes
AI is infiltrating every corner of the software development lifecycle (SDLC), from code generating functions to generating entire test suites. These tools promise productivity boosts and reduced development time, but when it comes to critical tasks like fixing security vulnerabilities, many developers are hesitant to adopt AI-based solutions. In this blog, we unpack why developers […]
The State of Remediation: Why Security Backlogs Keep Growing
In the ever-evolving world of cybersecurity, organizations are facing an overwhelming challenge: the growing backlog of unresolved security findings. Despite advances in detection technologies, the gap between identifying security findings and remediating them continues to widen. Security Findings? Let’s define what we mean by Security Findings. Sometimes also referred to as vulnerabilities, these security findings […]