Beyond Coding

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

April 8, 2026·46 min
Episode Description from the Publisher

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 entirelyThe counterintuitive research showing junior engineers adopt AI faster than seniors"Coding is cheap, software is expensive" and what that means for your careerHow the boundary between product and engineering is disappearingWhy most AI coding tools are 80% the same and what to focus on insteadWhether 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 - Intro00:01:15 - Is AI Productivity the Whole Story?00:03:26 - Why Outcomes Matter More Than Code Output00:04:13 - The Real Value Was Never in the Coding00:06:06 - The Product-Engineering Boundary Is Disappearing00:07:37 - Why Junior Engineers Are Actually in High Demand00:09:41 - Research Says Juniors Adopt AI Faster Than Seniors00:11:31 - The Rise of Comb-Shaped Engineers00:12:32 - The Energy Juniors Bring That Teams Need00:14:06 - How Seniors Codify Knowledge for Agents and Humans00:16:35 - Advice for Early Career Engineers Right Now00:19:04 - Old Principles Getting a New Polish00:21:13 - Coding Is Cheap, Software Is Expensive00:22:52 - 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 Content00:30:12 - Why Your AI Output Needs a Human Value Add00:32:12 - Is Open Source at Risk Because of AI?00:35:09 - When Your Favorite Tool Doesn't Follow You to the Next Job00:36:45 - Most AI Coding Tools Are 80% the Same00:38:15 - What Engineering Leaders Should Enable Beyond Licensing00:42:58 - Should You Leave If Your Company Won't Let You Experiment?00:45:16 - Platform Engineering as the Foundation for AI AdoptionGuest: Suzanne Danielshttps://www.linkedin.com/in/suzannedaniels#SoftwareEngineering #AICoding #BeyondCoding

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