Adaptive Educational Assessment

Years of formal education — high school, a degree, bootcamps, online courses — leave behind scattered, half-retained knowledge with no reliable way to tell what’s actually stuck versus faded, or to distinguish real understanding from a lucky guess on a normal quiz. A tool that only diagnoses gaps mostly serves educators and tutors who supply the remediation afterward; pairing diagnosis with even basic gap-filling advice serves the learner directly instead.

The core mechanic isn’t “test what you know” — it’s catching the gap between guessing and real understanding, using confidence ratings and asking the same underlying concept two or three different ways before deciding whether to move someone up or down in difficulty. A first version would pilot one domain end to end: map what a standard curriculum actually expects for that subject, hand-write a modest question bank, and build the confidence-and-rephrasing mechanic before ever trying to cover math, science, history, economics, and everything else at once.

Aimed at learners assessing their own retained knowledge directly, starting with figuring out what’s actually stuck from your own past education.