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Add a FedAvg fraud-detection application in two topologies: provider mode (coordinator/trainer star) and P2P mode (full mesh with CRDT-gated rounds), backed by an MLP trained on PaySim data with a synthetic fallback, plus demo scripts for both modes. Also harden the actor runtime: - supervisor: ignore stale death messages (OneForAll restart storm), drop normally-exited children instead of respawning, add a restart-rate limit - register actors before their thread starts so UUID dispatch and getSelf cannot race the spawn - killActor now kills the thread so links see Killed - fulfill connection promises with the pool winner on simultaneous connects - clamp the PaySim test split on small datasets and split shared transaction types across trainers in non-IID partitioning Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>