Workload-first
Model shape, context, concurrency, and response objective define the hardware—not the reverse.
Architecture / Reference Fabric
Control less. Compute more.
We separate orchestration from the critical serving path, then engineer every data-plane boundary for predictable performance under real production load.
Reference / Topology
A deterministic path from request to silicon.
API GATEWAY
Policy · admission · quotas
SCHEDULING FABRIC
Routing · batching · cache locality
GPU EXECUTION PLANE
Kernels · tensor parallel · memory
DATA FABRIC
Weights · KV cache · vector state
Principles / 04
Designed around constraints.
Sovereignty-native
Identity, data residency, and operational boundaries are part of the topology from day one.
Failure-contained
Fault domains, replicas, and recovery behavior are intentionally isolated and continuously exercised.
Telemetry-deep
Signals span request queues, kernels, memory, links, thermals, and power to reveal the real bottleneck.