COUNTERSTEP
1,637 learned parameters · on-device · no sign-in
The reasoning repair lab

Don’t just mark it wrong.
Find the step that changed it.

Check your algebra one line at a time. See an exact counterexample, repair the reasoning, then test the skill on a fresh problem.

Linear equations in x

Your working

Original equation + steps

Numbers, decimals, fractions, x and brackets. No powers, inequalities or division by x. Maximum 12 lines.

    The first divergence

    Exact math first
    The final answer isn’t the whole story.
    Trace the steps to see what changed.
    01 / Verify, don’t guess

    Rational arithmetic compares the solution sets. The neural model never marks your math correct.

    02 / Ask a small model

    A trained neural ranker suggests a practice family. It can be wrong and will sometimes abstain.

    03 / Transfer, not copy

    Try a new-number problem. The exact checker scores it; one click is not a mastery certificate.