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Field notes

On program understanding, design systems, and building AI developer tools you can trust.

Reading an APK like a senior engineer

How AppMD reasons over a binary the way an experienced engineer would, from entry points to architecture, and why grounding matters.

Colors, typography, spacing, and components are all in the APK, if you know how to read them. Here's how AppMD turns them back into tokens.

Why every AppMD answer is anchored to the artifact, and how that changes what an AI developer tool can responsibly claim.