Insights & Essays.
Field notes for CTOs and principal engineers: what shipped, what failed, and how to staff the next AI program. Depth first — no vendor recap.
External Standards & Publications
Our engineering publications follow industry standards for software architecture and agentic AI systems. Read more about technical specifications at the IEEE Standards Association and general web engineering principles at the World Wide Web Consortium (W3C).
What is “The 70/30 Rule” about?
The 70/30 rule for AI-assisted development: a practical framework for engineering leaders to govern what AI executes autonomously versus what humans must own. Architecture, metrics, governance patterns, and the 2027-2030 roadmap.
Who wrote this article and when was it published?
Written by Vatsal Shah, an AI Leader and Solution Architect based in Ahmedabad, India, and published on July 17, 2026. It is filed under Engineering Transformation.
How can I apply this in my own organization?
Use the sections of this article as a working checklist, adapt each step to your platform and risk profile, and record the decisions you make. To discuss The 70/30 Rule for your team, request a briefing at https://shahvatsal.com/contact.