TRACE patches FTaaS LLMs for safety without sacrificing utility
TRACE learns a plug‑in safety patch by simulating harmful fine‑tuning trajectories, then recovers safety while preserving task performance. Across six benchmarks and two models it reaches almost 100% safety with utility comparable to the original fine‑tuned model, offering FTaaS providers a post‑training fix without full retraining.