#AI myths#Vibe coding#Software development#AI strategy#Technical debt#Cybersecurity
Frequently asked questions
- Is it really true that AI won't replace developers in the next 2-3 years?
- Correct. AI changes what developers do, not whether they're needed. AI now writes about 41% of commercial code, but developers reject 70% of its suggestions - AI generates plausible code, not correct code. An experienced engineer with AI is 2-3 times more productive, but AI by itself doesn't make architectural decisions and doesn't take responsibility for production systems.
- Why is vibe coding risky for a business?
- A demo and a product are different things. CodeRabbit's December 2025 study showed 1.7× more bugs and 2.74× more security vulnerabilities in AI-written code than in human-written code. Gartner forecasts a 2,500% rise in generative-AI-induced defects, and 75% of tech leaders will face serious technical debt by 2026. A system nobody understands will fail exactly when you need it most.
- What should a non-tech executive actually do?
- First - spend an afternoon with Claude Code: it will teach you more about engineering than any textbook. Second - don't fall for "we'll just build it ourselves" - instead find an agency or in-house team that integrates AI honestly, with senior-level oversight. Third - if you already have a system growing faster than your understanding of it, audit security and technical debt now, not after it breaks.




