Quick-start paths

Pick the goal that matches tonight. Each path is a short stack of methods to try in order, not a ranking of everything.

I want to understand something new

Build a map, find prerequisites, and explain the idea before you drill.

I need better practice and retention

Retrieve, space, mix problem types, and check whether fluency is real.

B25

Interleaved spaced retrieval

Practise mixed topics on a schedule that also spaces each item across days, so you train both which method to pick and when to meet it again, instead of running spacing and interleaving as two disconnected hobbies.

Learning impact Highest-leverage move Learning evidence Strong research tradition What AI is doing Create practice, examples, or schedulesWhat AI is doing Remember your plan across days

Try: Here is my spaced tracker (item, type/topic, last outcome, next due, interval):…

I want to think more critically

Pressure-test claims, hunt counterexamples, and defend your reasoning.

I want feedback on my work

Get critique aimed at your specific mistake, then re-attempt.

I want AI to challenge me

Ask for disagreement, steelmanning, and questions that refuse the easy answer.

I want to stay in control of the AI

Verify, refuse shortcuts, and keep the cognitive work on your side.

I want to make learning more interesting

Use story, stakes, and personal hooks without turning study into empty games.