Deployable learning system · GitHub-native
Review
OS.
A GitHub-based study system that turns notes, mistakes, writing materials, daily practice, and AI handoff rules into a maintainable learning project — not a folder of notes, but a structure that survives the study period.
The stack
Five layers, from raw source to public deploy. Each does one job; together they keep learning traceable and reusable.
-
L-01
SourceBase
Vault
Source notes and attachments — the raw material everything else builds on.
-
L-02
PatternsReuse
Models
Reusable problem-solving patterns extracted from practice, so a method survives the problem that produced it.
-
L-03
EssaysDrafts
Writing
Essay materials, drafts, and adaptation rules — accumulated into a reusable writing toolkit.
-
L-04
HandoffAI
Agent
Handoff rules for AI tools — what to delegate, how to brief it, and where the human stays in the loop.
-
L-05
PublicShip
Deploy
Public pages and reusable templates that ship the system outward — the part other people can actually touch.
It outlives the exam
A study period ends, but the system can remain. Notes become patterns, patterns become templates, and the repository turns into a reusable prototype for AI-assisted review workflows.
The point isn’t a tidier notebook. It’s a learning project that stays maintainable once an AI agent is the one maintaining it.