Insight | Master the basics first: why fluency frees working memory for harder ideas

September 28, 2026 · 18 min read

Alpha School's emphasis on fluency and basics, Sejnowski's point that you need both knowledge and practice, and Huberman's working memory research all suggest automatic basics free limited mental capacity for new material. It argues against rushing students ahead before foundations are solid.

The insight in about three minutes.

Your mind can hold only a few things at once while you work on a problem. Whatever you have memorized so well that it comes automatically does not take up that space. That is the case for mastering the basics before moving on, and against pushing a student ahead while the foundations are still shaky.

Joe Liemandt, principal of Alpha School, puts it this way: "if you memorize something to fluency, when you use it, it doesn't take a working memory slot." He argues like a coach. If a player loses the ball 20 percent of the time, the coach works on ball handling, not dunks. School does the opposite: a student who finishes fourth grade at 80 percent is moved on, and the gaps compound. Knowledge comes in layers. Algebra depends on fast work with fractions, and fractions depend on memorized multiplication and division tables. A student who has to work out seven times eight in the middle of an algebra problem uses capacity the algebra needs. His example is a student stuck in the low 700s on SAT math who kept making errors that looked careless. She memorized her multiplication tables and scored 790. He defines mastery as 95 percent or better and adds spaced repetition, reviewing right before you would forget. Even gifted students, who have the most capacity, eventually hit math they cannot do in their heads.

Salk Institute neuroscientist Terry Sejnowski supports this from the brain's side. We have two learning systems: a slower, step-by-step one for knowledge and one for practiced skills that become automatic. On which matters, he says "you need both." You cannot learn tennis from a book. He criticizes schools that cut practice to spare students stress. He adds a condition: practice has to be active, because being told the answer stores a fact that will not transfer to a different problem.

Andrew Huberman explains why the workspace is precious. Working memory holds small amounts of information for short periods, is closely tied to attention, and is easily crowded. Tying your shoes is automatic, which leaves it free for everything else. Distraction takes up space too: a phone face down on the table lowers performance, and only moving it out of the room restores it.

The article is careful about the evidence. The claim that fluent facts free working memory slots is Liemandt's, and Huberman's episode does not test it directly. Alpha's results are its own reports, with independent trials still underway. How much up-front drilling is needed may depend on age: Alpha found it had to add it back for grades 4 to 7. Liemandt wants struggle paired with support and individual pacing.

This is not a case for rote learning without understanding, or for holding students back forever. The goal is mastery, then moving on.

What to do with it: test the layers below the current topic before moving on. Aim for about 95 percent, not 80. Drill core facts until recall takes no effort. Space your reviews. Work problems yourself. Treat repeated careless errors as a sign of an overloaded mind. Write your steps down. Get the phone out of the room. Test yourself and think about hard problems before sleep.

This is the short form. The full insight has every expert's reasoning, their own words and the sources.