> 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.

# 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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<Cards>
  <Card title="Generating Training Data" href="/v0.2/environment-tutorials/real-world-environment/generating-training-data">
    Generate synthetic multi-step tool-calling data using NeMo Data Designer.
  </Card>

  <Card title="Resources Server Implementation" href="/v0.2/environment-tutorials/real-world-environment/resources-server-implementation">
    Dynamic routing, per-session state, state-based verification, and rollout transcripts.
  </Card>
</Cards>

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