Skill-Guided Continuation Distillation for GUI Agents

In three linesSGCD, an iterative self-improvement framework, addresses off-trajectory states in GUI agents. The system first runs a plain policy, then uses a skill-guided policy to generate successful continuations. On OSWorld-Verified, SGCD improves success rates of three base models from ~30% to over 50%.

Summary generated by Claude — human-verified