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In this episode of The Agentic Review podcast, hosts Itamar Friedman and Nnenna Ndukwe are joined by Scott Hanselman, Vice President and Member of Technical Staff at Microsoft, to discuss why reading and understanding code still matters in the age of AI agents, how to avoid the uncanny valley of AI-assisted development, and the key strategies for maintaining engineering standards while scaling productivity.
Scott, who has been writing code for over three decades, unpacks why “typing code is dying, but sculpting systems is not,” and why the field is deep in its own uncanny valley moment. From the transportation stack analogy to cold code sculpting, brain atrophy, and the myth of the 10x productivity promise, Scott brings his signature blend of wit, lived experience, and uncomfortable truths.
They also dig into what a good AI strategy actually looks like for enterprise teams, why introducing AI into an immature SDLC is “putting a band-aid on cancer,” the surprisingly powerful case for voice dictation in coding workflows, and how accessibility is one of AI’s most underrated breakthroughs.
Key Takeaways
- Typing code is fading, but the judgment required to build and maintain large systems isn't — that's still a human job
- AI reflects your SDLC back at you. Introducing it into a broken development process doesn't fix the process, it exposes it
- Getting to a working prototype is the easy part. Code review, correctness, and regression prevention — the last 20% — is where the real engineering happens, and AI hasn't replaced that yet
- Don't outsource your thinking to AI. Use it to get sharper, not to think less — one day you'll be coding in airplane mode
- Voice dictation changes how developers work with AI — clearer intent leads to better output, and it opens up coding to people who couldn't participate before
- When one team cracks a best practice, Qodo can surface it across the org — turning what used to live in one person's head into standards that scale
Scott Hanselman is Vice President and Member of Technical Staff at Microsoft, bringing over three decades of software engineering expertise to the intersection of developer tools, community, and large-scale systems. Known for his influential voice in how developers build, learn, and ship software, Scott has pioneered conversations around AI-augmented coding experiences across Microsoft and GitHub.
Episode Resources- Scott Hanselman on LinkedIn
- Scott Hanselman’s blog
- The Hanselminutes Podcast
- Microsoft Website
- Itamar Friedman on LinkedIn
- Nnenna Ndukwe on LinkedIn
- Qodo Website
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