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

In this episode of ShipTalk, host Dewan Ahmed sits down with Adeeb Valiulla, a leader in developer productivity and engineering excellence at Harness, to explore how AI is transforming the very definition of software productivity.

Adeeb shares his journey from building early engineering metrics systems at Sensormatic to leading developer efficiency initiatives for Fortune 500 companies. Together, they unpack how AI is changing what it means to be “productive” — from measuring outcomes instead of outputs, to ensuring governance, trust, and quality at AI scale.

If you’ve ever wondered how frameworks like DORA, SPACE, and Flow adapt in an AI-driven world, or how to separate “AI-powered” hype from truly “AI-driven” value, this conversation is for you.

If you'd like to appear on one of our episodes, connect with Dewan.

---

Adeeb's Work:

1. Comparative Analysis of Engineering Performance and Experience Frameworks: DORA, SPACE, HEART, and Beyond.
2. Developer Experience (DevEx) Measurement in the Age of AI.
3. Other Adeeb Valiulla publications.
4. Metrics That Matter podcast

Connect with Adeeb.

Dewan Ahmed sits down with Fatih Bulut, AI Architect at Microsoft and former IBM Research Master Inventor, to separate hype from reality in AI for software delivery and cybersecurity.

Fatih clarifies AI for security vs security for AI, walks through detection engineering as real software engineering, and explains proactive defense across an attack’s phases. He digs into the hard part of shipping: execution, product alignment, and tight feedback loops with customers. On code generation, he calls out failure modes like plausible but wrong outputs and hard coded shortcuts, and raises open questions about responsibility and auditability when AI writes code.

The pair map AI across the SDLC, from pipeline generation and troubleshooting to vulnerability triage, then explore transformer limits with huge telemetry and why verifiable tasks such as code and math are near term wins. Fatih remains bullish on AI where outputs are testable and where context usage actually works at scale.

Connect with Fatih on LinkedIn.