Software Engineering, AI, and the Future We're Building

How to route planning, implementation, review, and validation across stronger and cheaper AI models so every token creates more value.

AI adoption is accelerating across engineering teams, but inconsistent tools, models, and reasoning levels are creating a new layer of architectural chaos. Here’s why teams need AI-native workflows and task-based AI usage standards.

AI has reached a point where it can find vulnerabilities better than the world’s top hackers.