1. Decentralized Compute Market

• Resource Registration & Proof:All compute providers — including idle GPU hosts, edge devices, and professional data centers — register their capabilities through a hybrid on-chain/off-chain mechanism. The system records node reputation, historical performance, and verified available resources.

• On-Demand Composition & Sharding:Tasks can be decomposed into parallelizable subtasks (e.g., model-sharded inference, data preprocessing, and postprocessing), executed concurrently across multiple nodes to reduce single-node load and minimize response latency.

• Cross-Domain Deployment:Supports hybrid deployments across public clouds, private clusters, and edge nodes, fulfilling enterprise demands for both low latency and data sovereignty.