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Web3-based Swarm Learning Framework

Decentralized, no central server. Blockchain-backed coordination and secure aggregation for cross-institution learning.

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What we offer

Decentralized learning infrastructure and delivery

Built for privacy, security, and regulated collaboration.

Swarm coordination

No central server. Peer nodes form learning swarms with policy-based membership.

Privacy by design

Encrypted updates, secure aggregation, and on-prem data control.

Blockchain governance

On-chain audit trails, smart contracts, and trustless coordination.

Operational delivery

API/SDK deployment, monitoring, and integration support.

Where it applies

Use cases that demand privacy and collaboration

Designed for multi-party data environments.

AML collaboration

Cross-bank detection without moving sensitive data.

Risk intelligence

Shared risk scoring across institutions with audit trails.

Healthcare consortia

Hospital collaboration on sensitive patient data.

Supply chain networks

Collaborative analytics across partners with clear lineage.

Achievement

Explore the building blocks

Key modules and experimental outcomes.

On-chain coordination & audit

Blockchain layer for governance, policy enforcement, and collaboration logs.

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Federated AML experiments

Accuracy, latency, and convergence benchmarks for privacy-first collaboration.

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