Personality-driven quirks in GPT-5 stemmed from specific training data anomalies. OpenAI identified the root cause and implemented fixes to stop these goblin-like outputs. The update stabilizes model behavior. Practitioners should expect more consistent persona adherence and fewer unexpected behavioral drifts in the latest iterations.