All posts by Umaiz Shaikh

The Case Against Rebuilding Everything as Agents

Consider a real-world scenario in which a structural engineer drags a node into a parametric model. He updates geometry, solves the constraints, and redraws the stress contours. The entire process takes 40 milliseconds, and the engineer’s hand is already on the next node. Now imagine routing...

Engineering Intelligence as MCP Tools: The Specialist Layer Agents Reach For

In the last post I argued that engineering software is shifting from assisting work to driving decisions – that the bottleneck in engineering practice is moving from operating tools to supervising the decisions tools make. I left off with...

From Design to Decision Intelligence in Engineering Workflows

The most interesting question in engineering software today isn’t whether AI will help engineers work faster. It’s whether engineering tools will continue to assist the work, or whether they’ll start to drive the decisions the work depends on. Most...

Autodesk DevCon 2026: Explore How AI is Transforming Design and Make

Autodesk DevCon 2026: Explore how AI is Transforming Design and Make Over 1,200 innovators convened at Autodesk DevCon 2026 in Amsterdam. It is one of the most consequential developer conferences in Design & Make. The event marked a significant...