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

# Engineering Notes

Technical notes that document infrastructure decisions, performance investigations, and design rationale behind NeMo Gym.

Why NeMo Gym uses the Responses API and how it differs from Chat Completions.

api-design

schema

Infrastructure challenges and deployment topology for SWE RL training.

swe-rl

case-study

Why NeMo Gym uses aiohttp instead of httpx for async HTTP.

server-infra

performance