Protecting data as the critical supply line for AI Applications

Protecting data as the critical supply line for AI Applications

Author: BKBT Productions January 26, 2026 Duration: 39:51
We need to stop treating our data like something to be stored and more like a mission critical supply lines. Andrew Schoka [https://www.linkedin.com/in/andrew-schoka/] spent his military career in offensive cyber, including stints in the Joint Operations Command and Cyber Command. Now he's building Hardshell to solve a problem most organizations don't even realize they have yet. Here's the thing: AI is phenomenal at solving problems in places where data is incredibly sensitive. Healthcare, financial services, defense—these are exactly where AI could make the biggest impact. But there's a problem. Your ML models have a funny habit of remembering training data exactly how it went in. Then regurgitating it. Which is great until it's someone's medical records or financial information or classified intelligence. Andrew makes a crucial point: organizations still think of data as a byproduct of operations—something that goes into folders and filing cabinets. But with machine learning, data isn't a byproduct anymore. It's a critical supply line operating at speed and scale. The question isn't whether your models will be targeted. It's whether you're protecting the data they train and interpret like the supply lines they actually are. Mentioned: * Destruction of classified tech in downed helicopter during Osama bin Laden raid [https://www.britannica.com/event/Killing-of-Osama-bin-Laden]

There’s a lot of noise in the world of technology talk, but Bare Knuckles and Brass Tacks cuts through it with a focus on the people behind the products and the societal currents shaping our digital landscape. Hosts George K and George A steer conversations that are less about specs and hype, and more about real-world consequences. You’ll hear them dig into topics like the messy rollout of new AI tools, the often-invisible backbone of digital infrastructure, and why communities adopt or reject certain technologies. This podcast regularly features guests from various fields who offer unvarnished opinions on what’s genuinely functional and what’s fundamentally flawed in our tech-saturated lives. The discussions move beyond simple commentary to challenge the standard narratives promoted by the tech industry, examining the cultural and social ripples of every new development. It’s a show for anyone who feels that technology coverage often misses the human element-the frustrations, the adaptations, and the ethical dilemmas. Tune in for a grounded, critical, and consistently engaging dialogue that connects the dots between code and culture. This production from BKBT Productions lives up to its name, getting down to the brass tacks of how technology is built and used, with a bare-knuckle honesty that’s increasingly rare.
Author: Language: English Episodes: 100

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