Platform Engineering for AI Teams

Platform engineering has transformed how we ship software. But AI workloads introduce new requirements that standard platform abstractions don’t cover well.

The GPU Scheduling Problem

Traditional container orchestration assumes fungible compute. GPU workloads break this assumption in ways that ripple through your entire platform.

Model Artifact Management

Container images are versioned and immutable. Model artifacts need the same discipline, but the tooling ecosystem is still catching up.

This is an area where I see the most friction in practice.