Proceedings of the International scientific and practical conference ―New York Global Science Conference 2026‖ (May 18-20, 2026) / Publisher website: www.naukainfo.com. – New York, USA, 2026. - 322 p.

129 these events. Instead of a vague "ElementNotFoundException," the framework can output a precise, human-readable verdict: "The test failed because the backend service dropped the session due to a database deadlock." Furthermore, this intelligent debugging layer can categorize failures into deterministic buckets: genuine application defects, test script errors (such as outdated locators), or infrastructure issues (such as network timeouts). Beyond simple identification, the LLM can be prompted to suggest the exact code refactoring required or provide a sample API request payload to replicate the bug in isolation. By feeding these insights directly into the CI/CD reporting dashboards, development teams receive immediate, actionable context. This drastic reduction in MTTR (Mean Time to Resolution) ensures that automated testing serves its true purpose: providing fast, reliable, and intelligent quality gates for continuous software delivery. REFERENCES: 1. Appium. Official website. URL: https://appium.io/docs/en/latest/ 2. RestSharp. Official website. URL: https://github.com/restsharp/restsharp 3. HttpClient. Official website. URL: https://learn.microsoft.com/en- us/dotnet/api/system.net.http.httpclient?view=net-10.0