Why distributed inference matters
DOSFI is the Distributed Operating System For Inference — a runtime that treats every device as a node in a single, intelligent mesh. Instead of shipping data to a datacenter, DOSFI moves inference to wherever it runs best, governed by privacy, power, thermal, and cost models.
The six Unlocks
Mesh-Native Apps are not cloud apps in a new wrapper. Running on the lattice unlocks capabilities that are impossible anywhere else.
Ambient AI
AI runs continuously in the background across your device mesh with no manual invocation.
Zero-Install Computing
Apps are defined as portable schemas that run anywhere on the lattice — no installation required.
Local-First Privacy
Data never leaves the mesh boundary — inference runs where the data lives.
Distributed Efficiency
The mesh balances compute against device power and thermal envelopes in real time.
Cross-Device Intelligence
Sessions migrate seamlessly across phones, laptops, and edge nodes.
End of Platform Lock-In
Mesh-Native Apps run on any DOSFI-compliant node — no vendor dependency.
How DOSFI differs from cloud, edge & hybrid
| Aspect | Cloud | Edge | Hybrid | DOSFI |
|---|---|---|---|---|
| Compute location | Centralized datacenter | Single device | Split, manually tuned | Dynamic across the mesh |
| Latency | Network-bound | Device-bound | Variable | Optimized per request |
| Privacy | Data leaves device | Local only | Mixed | Boundary-enforced |
| Scaling | Vertical/horizontal | None | Complex | Lattice-native |
| Cost model | Per-call billing | Hardware capex | Unpredictable | Cost-aware routing |
Our Mission
To make distributed inference the default — giving every developer the tools to build private, instant, cost-aware AI that runs on the devices people already own.
Our Vision
A world where intelligence is woven into a living mesh of devices: resilient, borderless, and owned by no single datacenter. DOSFI University trains the people who will build it.