Signal mapping, lifecycle architecture, health score design — the systems-level thinking that makes AI-powered CS work.
Walk through what I'm actually building — ugly v1s included. Not hypotheticals. Real programs, real tools, real iteration.
The permission and the push to start before you're ready. Movement creates readiness — not the other way around.
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