> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/curator/v26.04/about/concepts/scaling/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/curator/_mcp/server.

# Scaling & Performance

## Docs

- [Resource Allocation](https://docs.nvidia.com/nemo/curator/v26.04/about/concepts/scaling/resource-allocation.md): How NeMo Curator allocates CPUs, GPUs, and memory across pipeline stages
- [Streaming](https://docs.nvidia.com/nemo/curator/v26.04/about/concepts/scaling/streaming.md): How NeMo Curator's streaming architecture processes data in constant memory
- [Auto-Balancing](https://docs.nvidia.com/nemo/curator/v26.04/about/concepts/scaling/auto-balancing.md): How NeMo Curator automatically balances resources across pipeline stages
- [Throughput](https://docs.nvidia.com/nemo/curator/v26.04/about/concepts/scaling/throughput.md): How to scale NeMo Curator from a single GPU to multi-node clusters for maximum throughput