Field Notes / 2026

Shipped, broke, fixed, repeat.

Every commit tells part of the story.

Jul 20265 min read

Why Database Migrations Are Scarier Than They Look

The hidden risks, cascading failures, and why a single SQL script can bring production to a halt.

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Night architecture and data light
Jul 20266 min read

How Do You Know Whether the AI Was Right?

The reasons why we created a Shadow Execution Engine.

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Layered paper architecture
Aug 20266 min read

Teaching AI to Learn From Real Database Migrations

Every verified migration becomes experience that improves the next prediction.

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Abstract luminous data field
Aug 20263 min read

Building an AI System That Doesn't Trust AI

Why every AI decision should be verified before anyone trusts it.

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AI verification and trust architecture
Aug 20267 min read

The Cluster Cleanup Problem

Why temporary infrastructure can quietly become one of the biggest operational costs.

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Cloud clusters and infrastructure cleanup