AI-Driven Web Application Automated Testing and Code Optimization
Junbang Ma · 2025
Deep learning has revolutionized web application testing and code optimization. Our innovative model combines automatic test generation with code quality evaluation, showing remarkable improvements. Testing efficiency increased 5.2 -fold with 93.2% code coverage, while system efficiency improved by 42.3%. Validation across 1000 projects demonstrated 47.2% faster response times and 35.8% better resource utilization. The solution features adaptive testing and intelligent refactoring, particularly benefiting large-scale applications. This comprehensive approach enhances development efficiency and reduces maintenance costs, providing practical value for software teams.