The BODHI method enhances the generation of precise OS kernel specifications using large language models, achieving a significant improvement in accuracy. With the best configuration reaching a 96.73% Pass@1 rate, this approach demonstrates the effectiveness of domain knowledge injection in bridging gaps in formal specification synthesis.