In the realm of microbiology, accurately identifying bacterial species is crucial for understanding microbial communities, diagnosing infections, and guiding treatment strategies. Traditional methods of bacterial identification, such as culture-based techniques, have limitations in providing rapid and comprehensive identification, especially for clinically unidentifiable bacterial isolates.