Muxiao Liu

Learning System

How I version learning work: branches for experiments, merges for synthesis, releases for confidence.

Framework · published Branch: main Version: v1.1.0a Created Apr 15, 2024 Updated Jun 25, 2024 Visibility: public

Learning System

A framework for iterating knowledge like code

How I version learning work: branches for experiments, merges for synthesis, releases for confidence.

#learning#systems

Learning System is how I track learning the way I ship software: with branches for experiments, timelines for versions, and explicit merges when ideas stabilize. It connects to notes like layered-knowledge and experiments like 8-bit-computer.

The framework is intentionally lean:

  • Branch fast for alternative approaches (project-based, research-driven, spaced-retrieval heavy).
  • Version visibly—each release records what changed in practice, not just in theory.
  • Merge with proof—a branch is only promoted when it produces a replicable workflow or artifact.

See its timeline to follow how the head evolves alongside experimental branches.