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6 changes: 6 additions & 0 deletions fern/versions/latest/pages/environment-tutorials/index.mdx
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<Cards>

<Card title="Choose a Resources Server API" href="/environment-tutorials/resources-server-apis">
Compare the native `seed_session()` and `verify()` interface with the Gymnasium `reset()` and `step()` interface.

<Badge intent="success" minimal outlined>start here</Badge>
</Card>

<Card title="Single-Step Environment" href="/environment-tutorials/single-step-environment">
Build a complete environment from scratch: scaffolding, task data, tools, verification, testing, and rollout collection.

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---
title: "Integrate external libraries"
description: ""
position: 7
position: 8
---
Fundamentally, a training environment in NeMo Gym is some Python logic that performs a sequence or graph of model calls and tool calls. For native NeMo Gym environments, all of the model and tool calls are present within an agent server like [`simple_agent`](https://github.com/NVIDIA-NeMo/Gym/blob/main/responses_api_agents/simple_agent/app.py). For environments that we consider "external", the orchestration of model and tool calls is offloaded to a third-party library rather than implemented within NeMo Gym itself.

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---
title: "MCP Resources Server"
description: "Serve a Resources Server's tools over the Model Context Protocol (MCP) with one config flag, and verify their use — with a runnable Claude Code example"
position: 5
position: 6
---
import { NavButton } from "../../../../components/NavButton";

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---
title: "Multi-Step Environment"
description: ""
position: 3
position: 4
---
import { NavButton } from "../../../../components/NavButton";

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---
title: "Real-World Environment"
description: ""
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---
import { NavButton } from "../../../../../components/NavButton";

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---
title: "Single-Step Environment"
description: ""
position: 2
position: 3
---
import { NavButton } from "../../../../components/NavButton";

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---
title: "Stateful Environment"
description: ""
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import { NavButton } from "../../../../components/NavButton";

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