> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/gym/v0.2.1/infrastructure/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/gym/_mcp/server.

# Overview

Learn how to deploy NeMo Gym and plan cluster resources for training.

#### [Deployment Topology](/v0.2/infrastructure/deployment-topology)

Server deployment patterns and training framework integration.

deployment

topology

training-integration

#### [Engineering Notes](/v0.2/infrastructure/engineering-notes)

Technical notes on infrastructure decisions and design rationale.

engineering-notes

case-studies

## Docs

- [Deployment Topology](https://docs.nvidia.com/nemo/gym/v0.2.1/infrastructure/deployment-topology.md): 
- [Engineering Notes](https://docs.nvidia.com/nemo/gym/v0.2.1/infrastructure/engineering-notes.md): 
- [Responses API](https://docs.nvidia.com/nemo/gym/v0.2.1/infrastructure/engineering-notes/responses-api-evolution.md): 
- [SWE RL Case Study](https://docs.nvidia.com/nemo/gym/v0.2.1/infrastructure/engineering-notes/swe-rl-case-study.md): 
- [aiohttp vs httpx](https://docs.nvidia.com/nemo/gym/v0.2.1/infrastructure/engineering-notes/aiohttp-vs-httpx.md):