All publications

Reasoning

Residual Drift Dominates Contradiction in Multi-Turn Constraint Reasoning

Coral, pink, and blue fluid gradient with sparse constraint graph traces.

Abstract

Shows that after solver-guided repair, the dominant failure mode is not contradiction but satisfiable drift, where the maintained state remains consistent while the returned answer violates prior commitments.

Summary

After consistency repair, most remaining mistakes are not contradictions. The answer drifts away from commitments the state still satisfies.

Highlight

816 problems · 4 open-weight models · 68-95% of residual errors are satisfiable drift