LEARNING HARNESS

A Learning Harness for humans

A harness designed to help you learn in the age of AI. It steers your learning process so you can use tools like AI to outsource certain parts of the work without accidentally outsourcing the learning itself.

Guardrails sit in the flow. You stay in the driver's seat when you pull data from different sources. The harness does not build content or a course for you — it steers you into the right learning actions and the internal model updates that make knowledge actually held.

That policy is epistemic foraging: learning as reducing uncertainty, rather than optimizing for tests and practice repetition.

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Learning Harness workspace map with knowledge blocks, simulation, and expansion tools — Workspace · Map · Blocks
Build and navigate a living knowledge map. Expand, connect, and steer practice from the blocks you actually hold.

Learning Harness practice session with chapter map, tools, and a guided project workspace — Workspace · Map · Blocks
Build and navigate a living knowledge map. Expand, connect, and steer practice from the blocks you actually hold.

POLICY
Epistemic Foraging Policy
Learning as reducing uncertainty: an active search for information that shrinks what you don't know, instead of optimizing for tests and practice repetition.
THE TRAP
Easy to fool yourself
Everyone wants to learn, but it's easy to fool yourself into feeling like you are. This harness fixes that.
OPEN SOURCE
Open source by design
Set it up locally and bring your own key. Stay in control of how you learn. Don't leave yourself at the mercy of model providers.
GitHub