Transfer: Why a Skill You Own Fails in a New Context — Sensei Learning Card

Near practice — recognition

Drill the exact form, exact wording.
Same numbers, names and setup every time.
Feels fast and feels like mastery in the moment.
Only works on that one exact case.
You are recognizing, not understanding.

Far transfer — structure

Same invariant, a completely different surface.
New names, new numbers, a new domain.
Slower — it feels like relearning.
Works across many cases, not just the one.
You are seeing the pattern, not the problem.

Simple difference — Near = recognize the case. Far = see the structure. Build the base near, then spend reps on far transfer to make it travel.

Falsify “I own it” — the transfer test

Move what you master onto a brand-new surface.
Keep the structure, change only the skin.
If it breaks, you had recognition, not structure.
Only after a clean transfer can you claim ownership.

Note — image backend outage. The primary image generator (OpenRouter qwen-image-3) returned an insufficient-credits (402) error, and the automatic self-hosted fallback produced a dense-text render with garbled core teaching text (a column header and the takeaway sticky were illegible), so this card ships text-only to keep the teaching legible. The visual will be re-issued on the next run once the image backend has credits.