AUTOREASON · DOSSIER 01LIVECLASSIFICATION · OPEN

Self-refinement
that knows when to stop.

Iterative self-refinement fails for three structural reasons: prompt bias (models hallucinate flaws when asked to critique), scope creep (outputs expand unchecked each pass), and lack of restraint(models never say “no changes needed”). Autoreason fixes all three. Author drafts A → critic finds flaws → reviser writes B → synthesizer fuses A and B → an N-judge blind Borda panel picks the winner. When A wins twice in a row, the loop converges.

passes / max

≤ 5

judge panel

3–7

convergence

A wins 2×

latency

streamed