Engineering Notes
Technical notes that document infrastructure decisions, performance investigations, and design rationale behind NeMo Gym.
System Design
How NeMo Gym components interact during startup, execution, and rollout collection.
architectureserver-infraResponses API Evolution
Why NeMo Gym uses the Responses API and how it differs from Chat Completions.
api-designschemaSWE RL Infrastructure Case Study
Infrastructure challenges and deployment topology for SWE RL training.
swe-rlcase-studyaiohttp vs httpx
Why NeMo Gym uses aiohttp instead of httpx for async HTTP.
server-infraperformance