The Product Manager
The Product Manager
Hannah Clark - The Product Manager
What Does Engineering Excellence Look Like in the Age of AI? (with Anish Dhar, Co-founder and CEO of Cortex.io)
29 minutes Posted Jun 17, 2025 at 10:00 am.
Engineering in the AI Era
Defining Engineering Excellence
The Four Cs Framework
AI Tools and Production Quality
Input vs Output Metrics
The Reality of Vibe Coding
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29:12
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Show notes

The “AI is coming for your job” headlines have been exhausting—especially if you're a software engineer. But as Cortex.io founder Anish Dhar explains, engineering isn’t dying; it's evolving. In this episode, Hannah sits down with Anish to unpack what engineering excellence actually means in 2025, why measuring developer productivity is still wildly misunderstood, and where AI coding tools fit into the real world of production-scale systems. Spoiler: you can’t vibe-code your way to a million users.

Anish draws from his time at Uber and Cortex to break down how engineering leaders can better align technical initiatives to business outcomes, adopt AI without sacrificing code quality, and avoid getting swept up in hype cycles that don’t serve the organization.

Resources from this episode: