Read this article on Signadot . Boris Cherny, who built Claude Code, recently shared on X how to get the most out of it following the release of Opus 4.7. He left the most important tip for last: “Make sure Claude has a way to verify its work. This has always been a way to 2-3x what you get out of Claude, and with 4.7 it’s more important than ever.” That observation describes a pattern establishing itself as the standard model for developing software with coding agents. It is also a pattern that is easy to implement locally, against a single codebase with limited dependencies. It is much more difficult against a cloud-native application with a complex topology. Closing that gap is the difference between coding agents that accelerate teams and those that bury them in review queues and manual validation. The pattern emerging across coding agents Boris’s tip mirrors a pattern emerging across the industry.…