Writings

Writings on AI, data, and the organizational realities behind success and failure.

The Real Bottleneck Isn’t Models or Data. It’s Interfaces.

The gap between a new method and its real-world use is where most systems fail. It’s not about models. It’s about interfaces.

When software creation becomes abundant, competitive advantage moves toward trust, workflow ownership, and operational control.