AI Is Not Replacing Security. It's Breaking It.
AI is making software dramatically faster to build. It is not making it easier to secure. In fact, it's doing the opposite.
From the Labs
Founder perspectives and field insights on AppSec, AI, and compliance.
When 100 Agents Code in Parallel, Who Understands the System?
Multi-agent coding is no longer experimental — teams are running dozens of AI agents in parallel across repositories. But as velocity scales, so does complexity. The real bottleneck is no longer speed. It's understanding.
If AI Writes Better Code, Why Do We Still Need Security?
AI makes code cleaner and more consistent—but security was never about syntax. It's about intent, context, and consequences. Here's why security becomes more necessary than ever in an AI-coded world.
When AI Writes the Code — Who Reasons About the Risk?
Recent research reveals that as LLMs become more capable, security risks don't disappear—they shift. The real problem emerging is complexity, and security teams need new intelligence layers to keep up.
When Threat Models Can’t Keep Up, and What Comes Next
Traditional threat modeling is too slow for modern software delivery. AI reasoning is making it continuous, contextual, and built directly into the SDLC.
When Compliance Becomes Continuous, or Becomes Fiction
Traditional compliance processes operate on periodic snapshots, but modern systems change continuously. The gap between claimed security posture and actual system behavior is growing — and only continuous assurance can close it.
The Role of AI in Security Automation
Exploring how artificial intelligence is transforming security operations and enabling teams to scale their security efforts effectively.
Escaping the Security Tech Debt Trap: Building Resilience Through Context and Automation
Security tech debt grows silently as companies scale. Here’s how AI, context, and automation can help teams stay ahead of risk instead of constantly playing catch-up.
The Rise of AI Agents: Transforming Cybersecurity Team Structures
A practical framework for integrating Agentic AI into cybersecurity organizations, exploring how autonomous AI agents can transform traditional security team structures through the lens of Team Topologies methodology.
The End of Manual Triage: Why AppSec Needs AI Reasoning
For years, AppSec teams have been drowning in alerts and false positives. AI reasoning is ushering in a new era — one where security becomes intelligent, contextual, and continuous.