Independent research reinforces this. MIT’s 2025 State of AI in Business report found that despite tens of billions in spend, only 5% of custom enterprise AI tools make it to production. Enterprises lead in pilot volume yet lag in scale. The findings point to approach, not model quality, as the real limiter. This article explores three platform-engineering principles that consistently turn AI from hype into working enterprise systems.

According to the CNCF’s GitOps survey, observability is one of the biggest challenges GitOps adopters face . Platform teams often lack...

At first glance, providing developers with Terraform modules appears straightforward; modules encapsulate best practices, making it easy for users to provision infrastructure. However, problems quickly surface