Top Microsoft Advisor: "Coding Is Cheap, Software Is Expensive." You're Focused on the Wrong Thing

Suzanne Daniels is a Top Microsoft Advisor who works with CTOs and engineering leaders across EMEA on developer productivity, GitHub, and AI adoption. Her take: the industry is obsessing over coding speed, but that was only ever level one. The real shift is in who defines the solution, not who writes the code. In this episode, we cover: Why the "55x faster coding" marketing misses the point entirely The counterintuitive research showing junior engineers adopt AI faster than seniors "Coding is cheap, software is expensive" and what that means for your career How the boundary between product and engineering is disappearing Why most AI coding tools are 80% the same and what to focus on instead Whether you're early in career and struggling to land a role, or a senior engineer rethinking where your value lies, Suzanne breaks down what actually matters when the coding part becomes cheap. Timestamps: 00:00:00 - Intro 00:01:15 - Is AI Productivity the Whole Story? 00:03:26 - Why Outcomes Matter More Than Code Output 00:04:13 - The Real Value Was Never in the Coding 00:06:06 - The Product-Engineering Boundary Is Disappearing 00:07:37 - Why Junior Engineers Are Actually in High Demand 00:09:41 - Research Says Juniors Adopt AI Faster Than Seniors 00:11:31 - The Rise of Comb-Shaped Engineers 00:12:32 - The Energy Juniors Bring That Teams Need 00:14:06 - How Seniors Codify Knowledge for Agents and Humans 00:16:35 - Advice for Early Career Engineers Right Now 00:19:04 - Old Principles Getting a New Polish 00:21:13 - Coding Is Cheap, Software Is Expensive 00:22:52 - Will Agentic Development Change Your Programming Language? 00:24:53 - What Even Is an Application in the Agent Era? 00:28:34 - The Authenticity Paradox of AI-Written Content 00:30:12 - Why Your AI Output Needs a Human Value Add 00:32:12 - Is Open Source at Risk Because of AI? 00:35:09 - When Your Favorite Tool Doesn't Follow You to the Next Job 00:36:45 - Most AI Coding Tools Are 80% the Same 00:38:15 - What Engineering Leaders Should Enable Beyond Licensing 00:42:58 - Should You Leave If Your Company Won't Let You Experiment? 00:45:16 - Platform Engineering as the Foundation for AI Adoption Guest: Suzanne Daniels

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Top Microsoft Advisor: "Coding Is Cheap, Software Is Expensive." You're Focused on the Wrong Thing is an episode from Beyond Coding by Patrick Akil.

This episode is 00:46:06 long.

This episode was published on Apr 8, 2026.

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