DePIN Edge AI Inference Network

Automated deployment and management of heterogeneous compute nodes (GPUs, TPUs) across global edge locations. We handle provisioning, load balancing, and failover to ensure optimal resource utilization and network resilience.

Optimized inference runtimes (TensorRT, ONNX) deployed at the edge to minimize latency. We implement model quantization, batching, and hardware-specific optimizations for sub-100ms response times.

Design and implement staking, slashing, and reward distribution mechanisms to align node operator incentives with network performance and reliability, ensuring sustainable growth.

Multi-chain payment rails (EVM, Solana, Cosmos) for seamless micro-transactions between clients and node operators. We abstract blockchain complexity for end-users.

Replace expensive centralized cloud GPU costs with a decentralized network of edge devices. Achieve up to 70% lower inference costs while maintaining performance SLAs.

Process AI inferences directly at the data source. Eliminate round-trip cloud latency for real-time applications like autonomous systems, AR/VR, and industrial monitoring.

Monetize idle IoT device compute or sensor data through the DePIN network. Create new business models where devices become both data producers and service providers.

Keep sensitive IoT and user data on-premise or at the edge. Process inferences locally without transmitting raw data to third-party clouds, ensuring compliance with GDPR, HIPAA, etc.

Distribute AI workloads across thousands of independent edge nodes. Achieve >99.5% uptime with no single point of failure, critical for always-on industrial and consumer applications.

Go from prototype to global production in weeks, not months. Our managed node orchestration and token-incentivized network scales elastically with your demand.

We design your custom DePIN architecture, selecting optimal consensus mechanisms (Proof-of-Useful-Work, Proof-of-Location) and tokenomics to align incentives between compute providers, validators, and end-users.

Development of core smart contracts for job orchestration, staking, and reward distribution, alongside the edge node software for inference execution and proof generation.

Comprehensive smart contract audits by third-party firms (e.g., Trail of Bits, Quantstamp) and rigorous load testing of the node network under simulated inference workloads.

Launch of a live testnet with a curated set of node operators. We manage bug bounties and incentive programs to stress-test network stability and security before mainnet.

Coordinated mainnet launch with secure contract deployment. We provide tools and support for scaling your node operator base, including hardware certification and onboarding pipelines.

Post-launch, we provide 24/7 monitoring of network health, inference latency, and economic security. We implement continuous optimizations for cost and performance as usage scales.