In this episode, we dig into what happens when your most important artificial intelligence (AI) capabilities come from models, copilots, and APIs you did not build yourself. Instead of debating algorithms, we follow the path leaders actually live with: opaque upstream providers, shifting model behavior, and sensitive data flowing through black boxes that now sit squarely in the middle of critical business processes. You will hear how model lineage, training data choices, and vendor change control quietly shape the risk your organization ends up owning.

We walk through the key sections of the Headline article: reframing accountability for external AI, mapping the real model supply chain behind “we just call an API,” examining concrete failure patterns, and turning vendor due diligence into questions about behavior rather than just infrastructure. From there, we explore how to wrap these external systems with your own guardrails, monitoring, and kill switches, and what a realistic operating model for AI supply chain risk looks like. This narration is based on Bare Metal Cyber Magazine’s Wednesday “Headline” feature, “Model Supply Chain Mayhem: Securing the AI You Didn’t Build Yourself.”

Security controls are often described as policies, tools, and processes, but in practice they shape how your defenses behave before, during, and after an incident. In this audio walkthrough, we break down the major types of controls in clear, practical terms: preventive controls that try to stop bad things from happening, detective controls that help you see what slipped through, corrective controls that support recovery, and supporting types like directive, deterrent, and compensating controls. You will hear how these categories span people, process, and technology, and why a balanced mix matters more than the sheer number of tools in your environment.

Across two short segments, the episode walks through what these control types are, where they fit in a typical security stack, how they work together in realistic scenarios, and what benefits and trade-offs each category brings. We also highlight common failure modes such as shallow adoption, lopsided focus on prevention, and “alert museum” monitoring, then contrast them with healthy signals like tested recovery steps and clear ownership. This narration is based on my Tuesday “Insights” feature from Bare Metal Cyber Magazine, so you get the same vendor-neutral, plain-language explanations in a format you can listen to on the move.

Risk is where business decisions collide with real technology limits, and ISACA’s Certified in Risk and Information Systems Control (CRISC) sits right in that intersection. In this Certified Monday episode from Bare Metal Cyber, we break CRISC down for early-career security, audit, IT, and GRC professionals who want to move beyond tickets and tools and into risk conversations that actually shape what the business does next.

You’ll hear what CRISC holders really do day to day, how the four domains link governance, risk assessment, response, and technology, and why this certification pairs so well with technical and audit-focused credentials. We also walk through exam structure, realistic difficulty, and a practical way to prepare so the question bank feels like a structured review of scenarios you already recognize from work, not a pile of disconnected trivia.

If you are starting to touch risk registers, control testing, or audit support and you want a clearer roadmap into risk and information systems control, this episode gives you the language, context, and next steps to make CRISC a smart move in your career. Developed by Bare Metal Cyber.