Vibe coding is great for prototypes. But for production work, something else wins: write a clear spec, let the agent implement against it, and verify at the right checkpoints.
Open-weight models have matured enough that they often just work for everyday dev tasks. No token bill, no code leaving for a vendor. Here's when self-hosting makes sense — and when it doesn't.
AI can 10x development speed — but also 10x the creation of technical debt. 75% of companies already face moderate to high debt levels due to AI. How to break the cycle.
Your team uses AI. But do they have rules? Without them, people are afraid to experiment. Here's a framework you can implement in an afternoon that accelerates adoption 3-4x.