Red Hawk Updates
A Digital Business Twin Turns Your Workflows Into Something AI Can Run
Every company runs on a system. Not just the software, but the whole thing. The way work moves. The way decisions get made. The handoffs, the approvals, the data that flows between teams. Most of that lives in people's heads and a hundred scattered tools. Which means no one can...
The Five Layers of an AI Operating System
Vol. 2, Issue 13 Welcome from Matt Hey everyone, Last issue we made a case: AI is more than a tool you adopt. It's an operating system you build. A lot of you wrote back, and the same question kept coming up. "Okay, but what does that actually look like?"...
The Architecture of an AI Operating System
TL;DRAn AI operating system is built from five layers: business design foundation, operating substrate, workflow orchestration, agent fleet, and company footprint. Governance and control isn't a sixth layer stacked on top, it's a control plane that runs through all five. None of the pieces are optional, and none outranks the...
How to Prepare for a Data Warehouse Without Wasting Time or Budget
TL:DRMost data warehouse projects don't fail outright. They stall. Teams spend months picking tools, building pipelines, and designing schemas before realizing the warehouse doesn't answer the questions that actually matter. The fix isn't better technology. It's better preparation up front. 5 Steps to Prepare for a Data Warehouse Most timelines...
