11/03/2026
AI-assisted coding is not AI-Native Engineering.
https://na2.hubs.ly/H08M_wf0
Giving every developer an AI coding assistant is an important step. But the bigger shift happens when AI becomes a first-class participant across the entire software development lifecycle: requirements, architecture, development, testing, documentation, and release.
That requires more than tools. It requires new engineering practices, reusable skills, Engineering Intelligence, guardrails, and a way to measure whether any of it is actually improving engineering capacity. That is the shift we call AI-Native Engineering.
The question is moving from:
"How many developers are using AI?" to: "How much better is our engineering system because of it?"
That is the next evolution of engineering: building and scaling AI-native, agentic ways of working across the SDLC to enable high-performance teams.