Compute roles
7
Ailoos · mesh
Federated learning without shipping diaries. Each node keeps its data; only notes of improvement travel. Pick a role by the hardware you already have.
Compute roles
7
Network scales
5
Session crypto
ECDSA
Rewards
DMS
Ailoos nodes
Ailoos is a Python SDK for federated AGI. Models travel to the device; only mathematical notes leave the house. Seven compute roles, five network scales, rewards in DMS.
SCT · Scout
Any device
Light discovery and on-device inference. The lightest way into the mesh.
FRG · Forge
GPU / NPU
Heavy training. The role that works hardest and earns most.
VAL · Validator
Mid PC
Cryptographic checks so no one cheats a training round.
AGG · Aggregator
Server
Secure gradient averaging (FedAvg). Writes the next global encyclopedia.
ORC · Oracle
Data source
Trusted signals from the outside world into the mesh.
ARC · Archival
Storage
Long-horizon history of models and training traces.
REL · Relay
24/7 server
Bridges Ailoos to other chains. Always on.
| Scout | Forge | Validator | |
|---|---|---|---|
| Job | Inference & discovery | Heavy training | ZKP verification |
| Hardware | Any CPU / phone | GPU or NPU | Mid-range computer |
| What leaves the node | Queries only | Gradients | Proofs |
| Mature-net DMS / mo* | 5–50 | 300–1,500 | 50–300 |
| Privacy | Local inference | Data never uploaded | No diary access |
Sovereign
1 node
One independent operator.
Binary
2 nodes
A pair in collaboration.
Phalanx
3–20
Small group. Communities and clinics.
Foundry
100–5,000
Serious training at regional scale.
Nexus
100,000+
Planetary mesh. The encyclopedia at full wind.
*Operator ranges are estimates for a mature mesh, not a promise. Ailoos is an active prototype (Python SDK). Veterinary and medical data stay behind the clinic wall — only gradients travel.