refactor: a system-level optimization

[WinstonLiyt]

Description

Motivation and Context

How Has This Been Tested?

• [ ] If you are adding a new feature, test on your own test scripts.

Screenshots of Test Results (if appropriate):

1. Your own tests:

Types of changes

• [ ] Fix bugs
• [ ] Add new feature
• [ ] Update documentation

---

📚 Documentation preview 📚: https://RDAgent--833.org.readthedocs.build/en/833/