@sd141414: 63% of enterprise leaders now require human validation of every AI output. Triple from last year. The market isn't rejecting AI. It's demanding structure around it. The builders who win aren't the ones who automated the most. They're the ones who built the observability systems that make AI decisions defensible. Audit trails. Review surfaces. Real-time checkpoints. That's the new infrastructure layer. Structure is how you scale trust. If you want a framework for thinking through where your systems need this kind of design, the Systems Thinking Quiz on my profile is a good place to start.