OpenAI advises developers to discard old prompts when migrating to GPT-5.5. The company recommends starting from scratch with minimal baselines. Role definitions, previously dismissed by some users, are now essential to the framework again. Practitioners must rebuild their prompt libraries to avoid performance degradation and maximize the new model's specific capabilities.