What happens when artificial intelligence becomes both the attacker and the defender?

As AI accelerates cyber threats, organizations face a difficult question: should they fight AI with even more AI, or double down on proven security principles like Zero Trust?

In this episode of Gradient Descent, Chris Riordon, Brett Lucas, Brett Haupt, and Ryan Sheehan debate where AI belongs in modern cybersecurity. They explore agentic AI, prompt injection, AI-powered vulnerability discovery, offensive automation, and why human oversight may become even more important as machines get faster.

Rather than predicting doom, the conversation focuses on how organizations can adopt AI responsibly while protecting the systems that matter most.

Topics include:

• AI attacking AI
• Prompt injection and emerging threats
• Zero Trust for AI agents
• Human vs. machine decision making
• The future of AI-enabled cyber defense

Everyone is celebrating how AI is accelerating software development. Far fewer people are asking what happens when security can't keep up.

In this episode of Gradient Descent, the team introduces the idea of Apocaloptimism. It is the belief that AI has incredible potential while recognizing that its rapid adoption may create serious challenges before things stabilize.

The conversation explores two trends moving toward each other. AI is making it faster than ever to build software, while AI-powered offensive capabilities are lowering the barrier to sophisticated cyberattacks. What happens when those two curves finally intersect?

Join the discussion as the team explores:

• AI-assisted software development and "vibe coding"

• Why software quality and security may be falling behind AI adoption

• How offensive AI is changing the cybersecurity landscape

• Zero Trust, governance, and responsible AI implementation

• Whether we've already reached the tipping point, or if the biggest disruption is still ahead

Not everyone agrees. That's what makes the conversation worth having.

Before we knew exactly what Gradient Descent would become, we sat down, turned on the microphones, and started talking.

This conversation became the foundation for everything that followed.