In the oil and gas industry, the challenge of loss circulation in drilling remains one of the most critical operational concerns, directly impacting both efficiency and safety. When drilling through complex formations, the unexpected migration of drilling fluids into fractures or porous zones can jeopardize wellbore integrity, compromise drilling performance, and significantly escalate operational costs. Effective management of this phenomenon requires a nuanced understanding