AI Engineering Podcast

AI Engineering Podcast



This show is your guidebook to building scalable and maintainable AI systems. You will learn how to architect AI applications, apply AI to your work, and the considerations involved in building or customizing new models. Everything that you need to know to deliver real impact and value with machine learning and artificial intelligence.

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71 Episodes

Context as Code, DevX as Leverage: Accelerating Software with Multi‑Agent Workflows - E70

Summary  In this episode Max Beauchemin explores how multiplayer, multi‑agent engineering is reshaping individual and team velocity for building data and AI systems. Max shares his journey from Airflow and Superset to going all‑in on AI coding agents, describing a pragmatic “AI‑first reflex” for nearly every task and the emerging role of humans as…

Summary  In this episode Max Beauchemin explores how multiplayer, multi‑agent engineering is…

24 November 2025 | 00:59:49


Inside the Black Box: Neuron-Level Control and Safer LLMs - E69

Summary  In this episode of the AI Engineering Podcast Vinay Kumar, founder and CEO of Arya.ai and head of Lexsi Labs, talks about practical strategies for understanding and steering AI systems. He discusses the differences between interpretability and explainability, and why post-hoc methods can be misleading. Vinay shares his approach to tracing…

Summary  In this episode of the AI Engineering Podcast Vinay Kumar, founder and CEO of Arya.ai and…

16 November 2025 | 01:00:52


Building the Internet of Agents: Identity, Observability, and Open Protocols - E68

Summary In this episode Guillaume de Saint Marc, VP of Engineering at Cisco Outshift, talks about the complexities and opportunities of scaling multi‑agent systems. Guillaume explains why specialized agents collaborating as a team inspire trust in enterprise settings, and contrasts rigid, “lift-and-shift” agentic workflows with fully self-forming…

Summary In this episode Guillaume de Saint Marc, VP of Engineering at Cisco Outshift, talks about…

10 November 2025 | 01:07:14


Agents, IDEs, and the Blast Radius: Practical AI for Software Engineers - E67

Summary In this episode of the AI Engineering Podcast Will Vincent, Python developer advocate at JetBrains (PyCharm), talks about how AI utilities are revolutionizing software engineering beyond basic code completion. He discusses the shift from "vibe coding" to "vibe engineering," where engineers collaborate with AI agents through clear…

Summary In this episode of the AI Engineering Podcast Will Vincent, Python developer advocate at…

02 November 2025 | 00:59:18


From MRI to World Models: How AI Is Changing What We See - E66

Summary In this episode of the AI Engineering Podcast Daniel Sodickson, Chief of Innovation in Radiology at NYU Grossman School of Medicine, talks about harnessing AI systems to truly understand images and revolutionize science and healthcare. Dan shares his journey from linear reconstruction to early deep learning for accelerated MRI, highlighting…

Summary In this episode of the AI Engineering Podcast Daniel Sodickson, Chief of Innovation in…

27 October 2025 | 00:48:51


Specs, Tests, and Self‑Verification: The Playbook for Agentic Engineering Teams - E65

Summary In this episode Andrew Filev, CEO and founder of ZenCoder, takes a deep dive into the system design, workflows, and organizational changes behind building agentic coding systems. He traces the evolution from autocomplete to truly agentic models, discusses why context engineering and verification are the real unlocks for reliability, and…

Summary In this episode Andrew Filev, CEO and founder of ZenCoder, takes a deep dive into the system…

19 October 2025 | 01:06:28


From Probabilistic to Trustworthy: Building Orion, an Agentic Analytics Platform - E64

Summary In this episode of the AI Engineering Podcast Lucas Thelosen and Drew Gillson talk about Orion, their agentic analytics platform that delivers proactive, push-based insights to business users through asynchronous thinking with rich organizational context. Lucas and Drew share their approach to building trustworthy analysis by grounding in…

Summary In this episode of the AI Engineering Podcast Lucas Thelosen and Drew Gillson talk about…

11 October 2025 | 01:12:19


Building Production-Ready AI Agents with Pydantic AI - E63

Summary In this episode of the AI Engineering Podcast Samuel Colvin, creator of Pydantic and founder of Pydantic Inc, talks about Pydantic AI - a type-safe framework for building structured AI agents in Python. Samuel explains why he built Pydantic AI to bring FastAPI-like ergonomics and production-grade engineering to agents, focusing on strong…

Summary In this episode of the AI Engineering Podcast Samuel Colvin, creator of Pydantic and founder…

07 October 2025 | 00:50:53


From GPUs to Workloads: Flex AI’s Blueprint for Fast, Cost‑Efficient AI - E62

Summary In this episode of the AI Engineering Podcast Brijesh Tripathi, CEO of Flex AI, talks about revolutionizing AI engineering by removing DevOps burdens through "workload as a service". Brijesh shares his expertise from leading AI/HPC architecture at Intel and deploying supercomputers like Aurora, highlighting how access friction and idle…

Summary In this episode of the AI Engineering Podcast Brijesh Tripathi, CEO of Flex AI, talks about…

28 September 2025 | 00:55:19


Right-Sizing AI: Small Language Models for Real-World Production - E61

Summary In this episode of the AI Engineering Podcast Steven Huels,  Vice President of AI Engineering & Product Strategy at Red Hat, talks about the practical applications of small language models (SLMs) for production workloads. He discusses how SLMs offer a pragmatic choice due to their ability to fit on single enterprise GPUs and provide model…

Summary In this episode of the AI Engineering Podcast Steven Huels,  Vice President of AI…

20 September 2025 | 00:50:58