@garrytan We are helping real estate developers and modular factories learn how to use it, because it’s not enough for one company to adopt it, their counterparties need it too otherwise one is moving at the speed of email and the other handwritten correspondence
Two primary issues:
1) everyone is focused on AI capabilities not employee abilities (teach them to use it)
2) no counter-party adoption. Productivity is a peer to peer consideration (buying, selling, or collaborating) and you can’t move at the speed of AI until others use it too
I went through every apartment project that started construction over the last year (with help from my new friend Claude) and found the six characteristics of apartment deals that are still breaking ground these days amidst numerous headwinds.
The reason AI pilots don’t work is because they focus on capabilities (automate this process, make an agent for that) but no one focuses on their employees ability to use AI
Upskilling AI so pilots can succeed is a prerequisite to adoption
@drakesmith__ Broke my hand hitting the rope. Stopped my club like a fighter-jet on a carrier being stopped by the cable, and all of the force went into my hand. Watch that rope!
Reality capture and UAV mapping are becoming the coordination substrate for complex projects.
Design coordination now happens against live digital twins instead of static drawings.
The builders who instrument the physical layer gain the same operational advantage software teams got from version control.
Microsoft's Copilot Studio making computer-using agents generally available marks a shift.
The product is no longer the interface. It is the orchestration layer that lets agents plan, click, and complete multi-step workflows across existing systems.
Static SaaS is being replaced by executable coordination.
My Agent to Agent system is working so well that I am the blocker of productivity.
By the way, AGI is here. And we are bringing it to Modular Development
The real constraint on autonomous AI agents is not capability. It is governance.
Enterprises are deploying agents that execute trades, coordinate workflows, and interact with APIs, yet few have defined decision rights or audit trails.
Without those controls, scale creates liability faster than value.