AI engineering anti-patterns

❌ Anti-Patterns That Kill Velocity (and Credibility)

❌ "I made all the changes manually because AI got it wrong once"

Congrats — you’ve now broken the AI’s context and set yourself up to do all the work alone. You're not collaborating, you're just firefighting.

❌ "This doesn’t work how I wanted, so AI sucks"

That’s junior-level thinking. If the output doesn’t land, clarify your goal, simplify your input, or explore alternatives. This is the same muscle we use working with humans — only faster.

❌ “I don’t trust it, so I’ll just do it all manually”

Cool. Enjoy your slow feedback loops and constant rework. Meanwhile, someone else is shipping faster and building better habits by pairing with AI correctly.

❌ Anti-Patterns That Kill Velocity (and Credibility)​

❌ "I made all the changes manually because AI got it wrong once"​

❌ "This doesn’t work how I wanted, so AI sucks"​

❌ “I don’t trust it, so I’ll just do it all manually”​

❌ Anti-Patterns That Kill Velocity (and Credibility)

❌ "I made all the changes manually because AI got it wrong once"

❌ "This doesn’t work how I wanted, so AI sucks"

❌ “I don’t trust it, so I’ll just do it all manually”