Roadmap.

The habit engine · tick every week, every phase

The weekly loop

The compounding habit matters more than any single course. Four habits, every week. Miss the courses, keep the loop — if you keep only the weekly habits and lose everything else, you'll still get there. They're the engine; the phases are just the route.

01Build / reproduce

One slice of the current phase's project — the core, most of your hours.

02Read 2–3 papers

Figures-first, each with a one-paragraph note.

03Write one note

A log entry, a "what I learned / got stuck on," a short explainer — or a 20–40s animated explainer of the concept you just built.

04Engage once

Post a result, ask/answer in a community, read someone else's work.

The log · last 8 weeks

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