EVM-Based Federated Learning Platform Development

Deliver white-labeled SDKs for data providers (hospitals, banks) to easily connect their siloed data. Includes secure enclave setup, automated contribution tracking, and dashboard APIs for monitoring model performance and earnings.

Deploy a production-ready federated learning framework in under 4 weeks. We provide the core smart contracts, node infrastructure, and SDKs to train models on decentralized data without centralization.

Train models on sensitive data (healthcare, finance) without moving it. Our platform uses on-chain coordination and verifiable compute proofs, ensuring compliance with GDPR, HIPAA, and internal data policies.

Eliminate the overhead of managing centralized data lakes and training clusters. Leverage a decentralized network of compute nodes, paying only for verifiable training rounds with transparent, on-chain billing.

Prove model provenance and training integrity with on-chain attestations. Every training round is anchored to Ethereum, providing immutable proof of the federated learning process for regulators and partners.

Access new data partnerships and launch privacy-first AI services 3x faster. Our platform handles the complex coordination, allowing your team to focus on model architecture and business logic.

Built on modular smart contracts compatible with major EVM chains (Ethereum, Polygon, Arbitrum). Easily integrate with existing data pipelines and oracles like Chainlink for real-world inputs.

We design modular, upgradeable smart contract systems using Solidity 0.8+ and OpenZeppelin libraries. Our architecture separates model coordination, incentive distribution, and data verification for maximum security and flexibility.

Every contract undergoes rigorous analysis, including formal verification with tools like Certora and comprehensive audits by third-party security firms. We provide verifiable proof of correctness for critical logic.

We implement secure multi-party computation (SMPC) and differential privacy patterns on-chain. Our solutions handle model aggregation, participant scoring, and incentive payouts with cryptographic guarantees.

We employ advanced gas optimization techniques and design for Layer 2 (Arbitrum, Optimism) or app-specific rollups from day one, ensuring your platform remains cost-effective at scale.

Post-deployment, we provide 24/7 monitoring with Forta bots and custom alerting for anomalous contract activity. Our team is on standby with pre-defined incident response protocols.

We deliver detailed technical specifications, architecture diagrams, and operational runbooks. Our process includes dedicated knowledge transfer sessions to empower your engineering team.