Unit tests for lessons

Test your lesson before your students do.

A simulated classroom pressure-tests your lesson, finds hidden confusion, and helps you repair it—while you stay in control.

MA
LE
PR
TH
NI
5 learner profiles
One rigorous stress test
Live simulation
Python Loops
Running
MA
Maya · Weak fundamentals68%
LE
Leo · Missing prerequisite54%
PR
Priya · Memorizer81%
TH
Theo · Overconfident72%
NI
Nia · Advanced learner94%
6
Issues found
2
High severity
48
Robustness
Why red-team a lesson?

A lesson can be correct—and still fail a learner.

Quiz scores often arrive too late to reveal whether the explanation was ambiguous, prerequisite knowledge was missing, or the assessment rewarded memorization. Axiom gives teachers an earlier signal.

Expose hidden assumptions

See which prerequisite gaps make a lesson fragile.

Test for transfer

Separate genuine understanding from pattern recall.

Repair with evidence

Review targeted changes linked to observed learner behavior.

Simulated classroom

Five ways to misunderstand.

Each agent approaches the same material with a distinct learning history, behavior, and confidence pattern.

MA
Maya

Weak fundamentals

Beginner who needs concrete, step-by-step scaffolding.

LE
Leo

Missing prerequisite

Reasoning well, but has not learned state changes.

PR
Priya

Memorizer

Recalls examples precisely but struggles to transfer.

TH
Theo

Overconfident

Moves quickly and rarely checks assumptions.

NI
Nia

Advanced learner

Transfers concepts and spots edge cases.