Insights
How we think about agents, coordination, and running a business where the admin work runs itself.
The demo looks like magic, then it hits the real world. It is not the model. It is three infrastructure gaps: tool registry, approvals, and observability.
Read →The bottleneck is the manual coordination layer between Procore, email, and the field. How a submittal went from a 48-hour cycle to 11 minutes.
Read →A generic AI coworker is a great default. But client onboarding, compliance, and multi-system workflows need a governed agent layer. Here is the difference.
Read →Everyone has a copilot open, but nothing about how the company runs has changed. Why individual AI fails, and how shared infrastructure compounds.
Read →Every AI tool you use is a remote worker with amnesia and no coworkers. The fix isn't a better model, it's a shared place to work.
Read →Our operator needed a public persona. We gave him the humblest title in the building, and let him pick his own name.
Read →How Claude, ChatGPT, Cursor, and your custom agents walk into the office and start working from the same shared memory.
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