A near-future city at dusk with residential broadband devices, industrial facilities, a telecommunications tower, and a data-centre campus interconnected by glowing network lines — the physical infrastructure layer beneath the AI stack that vertical slices anchor into.

The Slice Underneath the AI Layer

The AI layer-commoditization argument is now consensus, and the harder question is what a defensible AI business looks like once the layers commoditize. The answer is a vertical slice through the stack, fusing data and workflow to a device fleet, a jurisdiction, or a regulatory regime nobody else can copy.

AI on Edge

AI on Edge: Autonomy

Edge AI is about autonomy and survivability, not just latency. When connectivity drops or round-trip time matters, the edge has to make decisions on its own. That changes how you architect AI systems and who controls them.