Coding agents are moving beyond vibe coding toward real-world, enterprise software engineering. Attention is shifting from frontend demos and isolated bug fixes to refactoring large codebases, improving the efficiency of complex systems, and handling long-horizon tasks. What people actually want is AI that can work continuously and reliably, delivering real productivity gains in the digital world. The hardest challenge is no longer writing code, but earning the trust of test engineers and addressing developers’ concerns about long-term maintenance. A new Turing test is emerging.