Key technical highlights covered in this session include:
- The "Fast Migration Lane": How the SDK provides a Flower-compatible client flow, allowing developers to migrate existing federated learning workloads to the Mohawk stack with minimal code changes,.
- High-Level API Surfaces: A breakdown of the specialized helpers for accelerators, gradient compression, and hybrid-proof policies, as well as the utility-ledger APIs for managing on-chain assets,.
- SDK Performance Benchmarks: An analysis of the v2.1.0 performance metrics, including the 10.55 ms proof verification mean and the 30.63 μs node aggregation mean,.
- Abstracting Cryptographic Complexity: Understanding how the SDK manages the transition to post-quantum cryptography (PQC) and zk-SNARK verification behind the scenes, ensuring security without requiring cryptographer-level expertise,.
- Rapid Prototyping: A look at the "Run Sovereign FL in Under 5 Minutes" goal, demonstrating the use of pip install mohawk and the provided PyTorch and TensorFlow examples,.