The rapid adoption of artificial intelligence is fundamentally altering how software engineers build. Intelligent code completion tools are enhancing productivity , while AI-driven testing frameworks are strengthening performance. Furthermore, AI are now being employed to detect defects earlier in the software lifecycle, leading to lower expenses a