Humans, Machines And Everything In Between

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Here I explore how AI is reshaping software development, share insights from building systems at scale, and dive into the evolving landscape of engineering leadership.

Whether you’re navigating the shift from IC to management, adapting to AI-powered development workflows, or just curious about the future of tech, you’ll find practical insights and honest perspectives here.

Every Interaction Is a Lesson

Anywhere a human gave input to push an output closer to what they actually wanted, that interaction contains a precise description of their standards. The trick is to stop letting it evaporate.
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Teach Once, Invoke Forever

Every task you delegate to an agent is a primitive. Primitives combine. The real value is not the task you just completed, it is the capability you just added to every future workflow.
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Let Builders Build

The engineering backlog is a tax on organizational creativity. Give everyone—sales, CS, product, design—the same tools engineers have, in a safe sandbox, and watch what emerges.
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The J-Curve Is Not a Waiting Game

The DORA 2026 report shows incidents rising sharply alongside AI-driven throughput gains. The dip is not turbulence to endure. It is a diagnostic about which systems in your organization need redesign.
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