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Software inspection covers the defects related to software tests Incompetence. The proposed model of this research performs defect removal actions as an important duty of inspection, as well as, using the capabilities of collaborative and knowledge base systems. The process improvement is continuously in progress by creating swap iteration in inspection model kernel. Making and modifying some rules related to defects, adds intelligence and learning features to the model. In order to validate the model, it is implemented in a real software inspection project. The varieties of detected and removed defects show the potential performance of the model and make the process reliable.