Fatou Mensah is at her kitchen table at half past nine, working through a stack of calculus problems. She has been at it for forty minutes. The problems have started to feel almost obvious. She works faster, checks her answers, gets them right. Something in her chest loosens. She feels, with some certainty, that she is getting it.
She isn't, quite. What she is getting is fluency with a format. When you drill the same problem type in sequence, your brain stops retrieving the method and starts recognising the shape. The mechanism that actually builds skill — deciding which approach fits this particular problem — gets bypassed. The ease you feel after an hour of blocked practice is real. It just isn't evidence of learning. Interleaving works because it forces retrieval every single time: you never know which tool you'll need, so you have to reach for it rather than coast toward it.
The underlying research here goes back to work by Robert Bjork on what he called desirable difficulties. The counterintuitive finding that making practice harder in specific ways improves long-term retention. The key result is simple and uncomfortable: blocked practice produces better performance during the session; interleaved practice produces better performance later, when it counts. Students who trained on mixed problem sets scored significantly higher on delayed tests, even though they reported feeling less confident during the training itself. That gap between felt fluency and actual retention is the trap.
So: you are three problems into tonight's session, and you just got one wrong. You had it right yesterday. That moment. Mild irritation, the urge to back up and repeat the easier version until it clicks again. Is exactly where the principle bites. The wrong answer is doing something for you that the right answer wasn't. It is forcing your brain to retrieve, not recognise. Fatou, somewhere around problem six, probably started picking up speed again and mistook that for progress. You can let the difficulty stay. One problem from each type, out of order, even when it slows everything down.
Learning that feels like learning usually isn't. The sessions worth having are the ones that leave you slightly unsure whether you're improving at all.