> For clean Markdown of any page, append .md to the page URL. > For a complete documentation index, see https://docs.nvidia.com/cluster-readiness-engine/v0.6.0/how-to-guides/llms.txt. > For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/cluster-readiness-engine/_mcp/server. # How-to Guides ## Docs - [Certify a Cluster](https://docs.nvidia.com/cluster-readiness-engine/v0.6.0/how-to-guides/certify-a-cluster.md): Platform-specific guides for running a full cluster certification on AWS. - [Run a WorkloadRun](https://docs.nvidia.com/cluster-readiness-engine/v0.6.0/how-to-guides/run-a-workload-run.md): Run an ad-hoc distributed workload against a specific set of nodes. - [Run Nemotron 5 Training with WorkloadRun](https://docs.nvidia.com/cluster-readiness-engine/v0.6.0/how-to-guides/run-nemotron-5-training.md): End-to-end guide to running a Nemotron 5 (56B) Megatron-LM training workload with WorkloadRun and generating a report. - [Run DeepSeek-V3 Training with WorkloadRun](https://docs.nvidia.com/cluster-readiness-engine/v0.6.0/how-to-guides/run-deep-seek-v-3-training.md): End-to-end guide to running DeepSeek-V3 BF16 training with Megatron-Bridge and WorkloadRun, including a developer-overridable branch checkout. - [Run NCCL Benchmarks](https://docs.nvidia.com/cluster-readiness-engine/v0.6.0/how-to-guides/run-nccl-benchmarks.md): Measure collective operation bandwidth across your GPU cluster's interconnect fabric. - [Adaptive Fault Isolation](https://docs.nvidia.com/cluster-readiness-engine/v0.6.0/how-to-guides/adaptive-fault-isolation.md): Narrow down a failing node using bisection without re-running the full suite. - [Custom Catalog Entries](https://docs.nvidia.com/cluster-readiness-engine/v0.6.0/how-to-guides/custom-catalog-entries.md): Add a new domain/variant pair to the certification catalog. - [Interpret Results](https://docs.nvidia.com/cluster-readiness-engine/v0.6.0/how-to-guides/interpret-results.md): Read and act on certification and WorkloadRun reports.