Every enterprise leader has seen the pattern: a proof-of-concept AI tool that impresses in the demo and then three months later, it's hemorrhaging accuracy, choking on edge cases, and nobody can ...

According to Redwerk founder Konstantin Klyagin, AI tools can accelerate mistakes as well as much-marketed delivery, and AI-built systems easily crack under pressure.

Vibe coding can feel fast, clean, and effortless—until the project hits reality. The biggest problem is that speed creates false confidence, and shortcuts get hidden behind “momentum.” Once real users ...