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Andy McMahon, Principal AI Engineer at Barclays, shares how a 200-year-old bank is deploying autonomous agents inside one of the most heavily regulated environments in the world. He argues that observability and kill switches matter more than raw capability, and that the real test isn't whether the AI works in a demo, but whether it can fail safely in production.
Key Takeaways
How a major bank is giving AI agents real autonomy while keeping them bounded inside strict permission structures
Why "could I build this" is the wrong question for engineers to ask
Some of the current bottlenecks that slow down agentic payments
Why most companies are racing to deploy agents without tracking what those agents actually do once they're live
Guest Bio:
Andy McMahon is Principal AI Engineer at Barclays, a guest lecturer at Oxford University, and author of the book "Machine Learning Engineering with Python." He trained as a theoretical physicist, but has spent his career making production AI systems that are safe, governed, and genuinely valuable in some of the most regulated and risk-controlled environments in the world. He has strong opinions about what AI engineering is, where it's going, and what separates the hype from the work that actually matters.
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About this Show:
The Brave Technologist is here to shed light on the opportunities and challenges of emerging tech. To make it digestible, less scary, and more approachable for all!
Join us as we embark on a mission to demystify artificial intelligence, challenge the status quo, and empower everyday people to embrace the digital revolution. Whether you're a tech enthusiast, a curious mind, or an industry professional, this podcast invites you to join the conversation and explore the future of AI together.
The Brave Technologist Podcast is hosted by Luke Mulks, VP Business Operations at Brave Software—makers of the privacy-respecting Brave browser and Search engine, and now powering AI everywhere with the Brave Search API.
Music by: Ari Dvorin
Produced by: Sam Laliberte
By Brave Software4.8
3434 ratings
Andy McMahon, Principal AI Engineer at Barclays, shares how a 200-year-old bank is deploying autonomous agents inside one of the most heavily regulated environments in the world. He argues that observability and kill switches matter more than raw capability, and that the real test isn't whether the AI works in a demo, but whether it can fail safely in production.
Key Takeaways
How a major bank is giving AI agents real autonomy while keeping them bounded inside strict permission structures
Why "could I build this" is the wrong question for engineers to ask
Some of the current bottlenecks that slow down agentic payments
Why most companies are racing to deploy agents without tracking what those agents actually do once they're live
Guest Bio:
Andy McMahon is Principal AI Engineer at Barclays, a guest lecturer at Oxford University, and author of the book "Machine Learning Engineering with Python." He trained as a theoretical physicist, but has spent his career making production AI systems that are safe, governed, and genuinely valuable in some of the most regulated and risk-controlled environments in the world. He has strong opinions about what AI engineering is, where it's going, and what separates the hype from the work that actually matters.
----------------------------------------------------------------------------------------
About this Show:
The Brave Technologist is here to shed light on the opportunities and challenges of emerging tech. To make it digestible, less scary, and more approachable for all!
Join us as we embark on a mission to demystify artificial intelligence, challenge the status quo, and empower everyday people to embrace the digital revolution. Whether you're a tech enthusiast, a curious mind, or an industry professional, this podcast invites you to join the conversation and explore the future of AI together.
The Brave Technologist Podcast is hosted by Luke Mulks, VP Business Operations at Brave Software—makers of the privacy-respecting Brave browser and Search engine, and now powering AI everywhere with the Brave Search API.
Music by: Ari Dvorin
Produced by: Sam Laliberte

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