Writing about the decisions between a working AI prototype and a governed system an organization can rely on.
Anthropic’s launch of Claude Managed Agents validates the market for agent orchestration platforms—and draws a clear line around what they’re optimizing for. For regulated companies that can’t route operational data through a third-party managed service, the gap is structural. Here’s what we’re building to close it.
A working AI agent on a developer’s laptop is not the same thing as a production AI system. The gap between the two is where compliance exposure, key person dependency, and scaling failure live. This post names the three hidden costs teams rarely account for until they are already paying them.
Microsoft’s Copilot has tens of millions of paying subscribers. Only about 36 percent use it regularly. That gap between license purchase and active use is where most AI investments stall, and it’s almost never a technology problem.
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