Bacillus cereus GW-01, an efficient degrader of β-cypermethrin (β-CY), has a high safety profile and probiotic potential for regulating intestinal flora and fermented foods, which is difficult to genetically engineer for modification due to its restrictive modification system. This study successfully developed a CRISPR/enCas12f-based genome editing system, first selecting the plcR gene for proof-of-concept validation with 100% knockout efficiency. Subsequently, this system was utilized to delete the virulence gene nheABC in GW-01, yielding a safer probiotic strain. Compared with the wild-type strain GW-01, the probiotic-related indicators of the ΔnheABC mutant, including cell surface hydrophobicity, auto-aggregation ability and biofilm formation ability, were 80%, 90% and 2.9 (OD₅₉₅), respectively. There were no significant differences in these indicators between the mutant and the wild type. Meanwhile, the ΔnheABC mutant still maintained a high β-cypermethrin degradation efficiency of 80% at the concentration of 30 μg/mL. This work facilitates functional genomic research and genetic modification of Bacillus cereus GW-01. The established CRISPR/enCas12f system enables targeted gene deletion to explore gene functions and phenotypic mechanisms, and paves the way for its development into safe probiotics and excellent microbial chassis.