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Protocols.

Integrating Argus directly into distributed training clusters. Deterministic hooks for architectural governance.

PLARV Argus initializes directly into your existing node pools via high-performance hooks for PyTorch and distributed orchestration layers.

PyTorch / Lightning

Native hooks for distributed training and gradient governance at the optimizer level.

RunPod / Lambda Labs

On-demand compute optimization for large-scale GPU clusters and ephemeral workloads.

AWS SageMaker

Enterprise-grade governance for managed training instances and state-run compute pools.

NVIDIA NCCL

Low-latency communication hooks for multi-node training and cross-cluster telemetry.