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In this episode of Ship Talk, host Dewan Ahmed (Principal Developer Advocate, Harness) sits down with Marina Petzel, Senior ML Engineer and AI Productivity Lead at Autodesk, to unpack what it actually looks like to ship AI into long-lived, production software. Marina shares her journey from classic predictive analytics to computer vision and LLMs, and how her team brings intelligent features like Smart Blocks in AutoCAD from ideation to prototype to production on a tight yearly release cadenc...
Show Notes
In this episode of Ship Talk, host Dewan Ahmed (Principal Developer Advocate, Harness) sits down with Marina Petzel, Senior ML Engineer and AI Productivity Lead at Autodesk, to unpack what it actually looks like to ship AI into long-lived, production software.
Marina shares her journey from classic predictive analytics to computer vision and LLMs, and how her team brings intelligent features like Smart Blocks in AutoCAD from ideation to prototype to production on a tight yearly release cadence. She breaks down the often ignored parts of ML work: data pipelines, infrastructure, UX fit, and safety testing, and explains why “garbage in, garbage out” is a law of nature, not just a cliché.
They also dive into AI for developer productivity, multi-agent workflows, red-teaming and prompt safety, and how every engineer, regardless of seniority, can start using AI as a genuine skill multiplier. Marina closes with concrete advice for aspiring ML engineers: build more, read less, follow your curiosity, and share your work publicly so your visibility compounds over time.
Follow Marina's work: https://marina.petzel.tech
Connect with her: https://www.linkedin.com/in/marina-petzel
Creators and Guests
What is ShipTalk: AI, DevOps & Software Delivery?
AI is reshaping software delivery every week. ShipTalk turns the noise into what actually matters to you. Brought to you by Harness, it's the podcast that breaks down the biggest shifts in AI, DevOps, and software delivery into practical takeaways you can actually use. This is an Ai infrastructure podcast. We also cover cyber security today.
Every episode, our hosts sit down with a sharp guest — the engineers, security leaders, and executives living these changes — to unpack a timely headline and what it really means for how you build, ship, and secure software. No hype, no vendor gloss: just the context and candid opinions that help engineering, platform, and security leaders make smarter calls. Hit subscribe and stay current on AI, DevOps, CI/CD, platform engineering, and DevSecOps — so the future of software delivery never catches you off guard. Stop talking, start shipping.