Beyond Todo Apps: Stress-Testing the Top 5 AI Coding Agents on Real-World Tasks

AI coding assistants are shifting from simple autocomplete to autonomous agents, but their effectiveness varies wildly when faced with messy, real-world legacy code and complex debugging. This benchmark highlights that choosing the right tool now depends more on architectural context awareness than just speed or syntax suggestions.