> 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/environment-tutorials/real-world-environment/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/gym/_mcp/server.

# Real-World Environment

The Workplace Assistant environment simulates an office with email, calendar, analytics, project management, and CRM toolkits. It uses dynamic routing, per-session state, and state-based verification to grade outcomes.

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#### [Generating Training Data](/v0.2/environment-tutorials/real-world-environment/generating-training-data)

Generate synthetic multi-step tool-calling data using NeMo Data Designer.

#### [Resources Server Implementation](/v0.2/environment-tutorials/real-world-environment/resources-server-implementation)

Dynamic routing, per-session state, state-based verification, and rollout transcripts.

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## Docs

- [Generating Training Data](https://docs.nvidia.com/nemo/gym/v0.2.1/environment-tutorials/real-world-environment/generating-training-data.md): 
- [Resources Server Implementation](https://docs.nvidia.com/nemo/gym/v0.2.1/environment-tutorials/real-world-environment/resources-server-implementation.md):