Hacker Valley Studio The Day AI Stopped Asking for Permission with Marcus J. Carey
Jan 15, 2026
Marcus J. Carey, Principal Research Scientist at ReliaQuest and a cybersecurity whiz, dives deep into the seismic shift within AI's role in production environments. He highlights how AI has transitioned from mere advisors to autonomous agents, creating new trust dynamics and risk factors. Key topics include 'prompt debt' and 'vibe coding,' showcasing the unforeseen technical challenges of rapid AI integration. Carey emphasizes the importance of retaining coding skills to navigate the evolving landscape where domain expertise and human intuition are vital for effective AI collaboration.
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Episode notes
OpenWebUI RCE Shows Trust Assumptions Fail
- Ron discussed a real vulnerability in OpenWebUI that enabled remote code execution.
- The bug showed how trusting external model endpoints broke trust boundaries in agentic systems.
Agents Turn Trust Boundaries Into Attack Surfaces
- AI agents in production expand trust boundaries into attack surfaces.
- Granting agents system access exposes workflows, intent, and automation logic to compromise.
Treat Prompt Debt Like Technical Debt
- Keep AI stacks and libraries up to date to avoid accumulating prompt and integration debt.
- Monitor model, tool, and library changes monthly and refactor prompts and agent code proactively.
