Ruiqi Pan

Reusing Past Repairs Through Hierarchical Trajectory Abstraction for Coding Agents

STAIR is introduced, a framework that converts historical repair trajectories into hierarchical, reusable plans that can be adapted to steer future repairs, and it is shown that mixing multiple abstraction levels surpasses any single level and that raw, unabstracted trajectories transfer substantially worse.