> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.nvidia.com/nemo/gym/v0.3.0/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/nemo/gym/_mcp/server.

# 0.3.0

## Docs

- [NeMo Gym](https://docs.nvidia.com/nemo/gym/v0.3.0/about.md): NeMo Gym is a library for evaluating and improving models and agents using environments.
- [Concepts](https://docs.nvidia.com/nemo/gym/v0.3.0/about/concepts.md): Understand what environments are, how they power evaluation, agent optimization, and training, and how the same components serve all three.
- [Environments](https://docs.nvidia.com/nemo/gym/v0.3.0/about/concepts/environments.md): Environments decompose into dataset, agent harness, verifier, and state — unifying evaluation, agent optimization, and training.
- [Evaluation](https://docs.nvidia.com/nemo/gym/v0.3.0/about/concepts/evaluation.md): What evaluation is, how to evaluate agents and models, and what makes a good eval.
- [Training](https://docs.nvidia.com/nemo/gym/v0.3.0/about/concepts/training.md): Post-training techniques and how environments are used for training.
- [Key Terminology](https://docs.nvidia.com/nemo/gym/v0.3.0/about/concepts/key-terminology.md): 
- [Architecture](https://docs.nvidia.com/nemo/gym/v0.3.0/about/architecture.md): Understand how NeMo Gym implements environments as composable server components.
- [Ecosystem](https://docs.nvidia.com/nemo/gym/v0.3.0/about/ecosystem.md): 
- [Release Notes](https://docs.nvidia.com/nemo/gym/v0.3.0/about/release-notes.md): 
- [Prerequisites](https://docs.nvidia.com/nemo/gym/v0.3.0/get-started/prerequisites.md): What you need to install and run NeMo Gym.
- [Installation](https://docs.nvidia.com/nemo/gym/v0.3.0/get-started/installation.md): Install NeMo Gym and verify your setup.
- [Quickstart](https://docs.nvidia.com/nemo/gym/v0.3.0/get-started/quickstart.md): Run your first agent evaluation with NeMo Gym.
- [Agent Server](https://docs.nvidia.com/nemo/gym/v0.3.0/agent-server.md): 
- [Model Server](https://docs.nvidia.com/nemo/gym/v0.3.0/model-server.md): 
- [vLLM](https://docs.nvidia.com/nemo/gym/v0.3.0/model-server/vllm.md): 
- [Resources Server](https://docs.nvidia.com/nemo/gym/v0.3.0/resources-server.md): 
- [Data](https://docs.nvidia.com/nemo/gym/v0.3.0/data.md): 
- [Prepare and Validate](https://docs.nvidia.com/nemo/gym/v0.3.0/data/prepare-validate.md): 
- [Download from Hugging Face](https://docs.nvidia.com/nemo/gym/v0.3.0/data/download-huggingface.md): 
- [Prompt Config](https://docs.nvidia.com/nemo/gym/v0.3.0/data/prompt-config.md): 
- [Overview](https://docs.nvidia.com/nemo/gym/v0.3.0/environment-tutorials.md): 
- [Single-Step Environment](https://docs.nvidia.com/nemo/gym/v0.3.0/environment-tutorials/single-step-environment.md): 
- [Multi-Step Environment](https://docs.nvidia.com/nemo/gym/v0.3.0/environment-tutorials/multi-step-environment.md): 
- [Stateful Environment](https://docs.nvidia.com/nemo/gym/v0.3.0/environment-tutorials/stateful-environment.md): 
- [Real-World Environment](https://docs.nvidia.com/nemo/gym/v0.3.0/environment-tutorials/real-world-environment.md): 
- [Generating Training Data](https://docs.nvidia.com/nemo/gym/v0.3.0/environment-tutorials/real-world-environment/generating-training-data.md): 
- [Resources Server Implementation](https://docs.nvidia.com/nemo/gym/v0.3.0/environment-tutorials/real-world-environment/resources-server-implementation.md): 
- [Integrate external libraries](https://docs.nvidia.com/nemo/gym/v0.3.0/environment-tutorials/integrate-external-environments.md): 
- [Add a benchmark](https://docs.nvidia.com/nemo/gym/v0.3.0/environment-tutorials/adding-a-benchmark.md): 
- [Verification Patterns](https://docs.nvidia.com/nemo/gym/v0.3.0/environment-tutorials/verification-patterns.md): Patterns for evaluating agent behavior and computing scores.
- [LLM-as-Judge](https://docs.nvidia.com/nemo/gym/v0.3.0/environment-tutorials/verification-patterns/llm-as-judge.md): Prompt an LLM to evaluate the agent's output against rubrics, instructions, or reference answers.
- [Aggregate Metrics](https://docs.nvidia.com/nemo/gym/v0.3.0/environment-tutorials/aggregate-metrics.md): 
- [Training Tutorials](https://docs.nvidia.com/nemo/gym/v0.3.0/training-tutorials.md): 
- [NeMo RL](https://docs.nvidia.com/nemo/gym/v0.3.0/training-tutorials/nemo-rl-grpo.md): 
- [About Workplace Assistant](https://docs.nvidia.com/nemo/gym/v0.3.0/training-tutorials/nemo-rl-grpo/about-workplace-assistant.md): 
- [Gym Configuration](https://docs.nvidia.com/nemo/gym/v0.3.0/training-tutorials/nemo-rl-grpo/gym-configuration.md): 
- [Multi-Node Training](https://docs.nvidia.com/nemo/gym/v0.3.0/training-tutorials/nemo-rl-grpo/multi-node-training.md): 
- [NeMo RL Configuration](https://docs.nvidia.com/nemo/gym/v0.3.0/training-tutorials/nemo-rl-grpo/nemo-rl-configuration.md): 
- [Setup](https://docs.nvidia.com/nemo/gym/v0.3.0/training-tutorials/nemo-rl-grpo/setup.md): 
- [Single Node Training](https://docs.nvidia.com/nemo/gym/v0.3.0/training-tutorials/nemo-rl-grpo/single-node-training.md): 
- [Unsloth](https://docs.nvidia.com/nemo/gym/v0.3.0/training-tutorials/unsloth.md): 
- [Multi-Environment Training](https://docs.nvidia.com/nemo/gym/v0.3.0/training-tutorials/multi-environment-training.md): 
- [Training with VeRL](https://docs.nvidia.com/nemo/gym/v0.3.0/training-tutorials/verl.md): Run RL training on NeMo Gym environments using the nemo_gym recipe in verl.
- [Offline Training (SFT/DPO)](https://docs.nvidia.com/nemo/gym/v0.3.0/training-tutorials/offline-training-w-rollouts.md): 
- [Model Recipes](https://docs.nvidia.com/nemo/gym/v0.3.0/model-recipes.md): 
- [Nemotron 3 Nano](https://docs.nvidia.com/nemo/gym/v0.3.0/model-recipes/nemotron-3-nano.md): 
- [Nemotron 3 Super](https://docs.nvidia.com/nemo/gym/v0.3.0/model-recipes/nemotron-3-super.md): 
- [Infrastructure](https://docs.nvidia.com/nemo/gym/v0.3.0/infrastructure.md): 
- [Deployment Topology](https://docs.nvidia.com/nemo/gym/v0.3.0/infrastructure/deployment-topology.md): 
- [Engineering Notes](https://docs.nvidia.com/nemo/gym/v0.3.0/infrastructure/engineering-notes.md): 
- [aiohttp vs httpx](https://docs.nvidia.com/nemo/gym/v0.3.0/infrastructure/engineering-notes/aiohttp-vs-httpx.md): 
- [Responses API](https://docs.nvidia.com/nemo/gym/v0.3.0/infrastructure/engineering-notes/responses-api-evolution.md): 
- [SWE RL Case Study](https://docs.nvidia.com/nemo/gym/v0.3.0/infrastructure/engineering-notes/swe-rl-case-study.md): 
- [System Design](https://docs.nvidia.com/nemo/gym/v0.3.0/infrastructure/engineering-notes/system-design.md): 
- [Reference](https://docs.nvidia.com/nemo/gym/v0.3.0/reference.md): 
- [Configuration](https://docs.nvidia.com/nemo/gym/v0.3.0/reference/configuration.md): 
- [RL Framework Compatibility](https://docs.nvidia.com/nemo/gym/v0.3.0/reference/rl-framework-compatibility.md): NeMo Gym compatibility with RL training frameworks (NeMo RL, TRL, Unsloth)
- [CLI Commands](https://docs.nvidia.com/nemo/gym/v0.3.0/reference/cli-commands.md): 
- [FAQ](https://docs.nvidia.com/nemo/gym/v0.3.0/reference/faq.md): 
- [Troubleshooting](https://docs.nvidia.com/nemo/gym/v0.3.0/troubleshooting.md): 
- [Configuration Errors](https://docs.nvidia.com/nemo/gym/v0.3.0/troubleshooting/configuration.md): 
- [Overview](https://docs.nvidia.com/nemo/gym/v0.3.0/contribute.md): 
- [Development Setup](https://docs.nvidia.com/nemo/gym/v0.3.0/contribute/development-setup.md): 
- [Environments](https://docs.nvidia.com/nemo/gym/v0.3.0/contribute/environments.md): 
- [New Environment](https://docs.nvidia.com/nemo/gym/v0.3.0/contribute/environments/new-environment.md): 
- [Integrate RL Frameworks](https://docs.nvidia.com/nemo/gym/v0.3.0/contribute/rl-framework-integration.md): 
- [Generation Backend](https://docs.nvidia.com/nemo/gym/v0.3.0/contribute/rl-framework-integration/generation-backend-and-openai-compatible-http-server.md): 
- [Integration Footprint](https://docs.nvidia.com/nemo/gym/v0.3.0/contribute/rl-framework-integration/gym-integration-footprint-and-form-factor.md): 
- [On-Policy Corrections](https://docs.nvidia.com/nemo/gym/v0.3.0/contribute/rl-framework-integration/openai-compatible-http-server-on-policy-correction.md): 
- [Success Criteria](https://docs.nvidia.com/nemo/gym/v0.3.0/contribute/rl-framework-integration/gym-rl-framework-integration-success-criteria.md): 
- [API Reference](https://docs.nvidia.com/nemo/gym/v0.3.0/api/reference/api-reference.md): Auto-generated Python API reference for the nemo_gym library.
- [nemo_gym](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym.md)
- [nemo_gym.agent_registry](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/agent_registry.md)
- [nemo_gym.agent_utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/agent_utils.md)
- [nemo_gym.agent_utils.process_supervisor](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/agent_utils/process_supervisor.md)
- [nemo_gym.agent_utils.sandbox_session](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/agent_utils/sandbox_session.md)
- [nemo_gym.agent_utils.supervisor_client](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/agent_utils/supervisor_client.md)
- [nemo_gym.agent_utils.uv_bootstrap](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/agent_utils/uv_bootstrap.md)
- [nemo_gym.anthropic_converter](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/anthropic_converter.md)
- [nemo_gym.anthropic_utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/anthropic_utils.md)
- [nemo_gym.atif_export](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/atif_export.md)
- [nemo_gym.atif_json](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/atif_json.md)
- [nemo_gym.atif_reverification](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/atif_reverification.md)
- [nemo_gym.atif_v1_7](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/atif_v1_7.md)
- [nemo_gym.base_environment_server](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/base_environment_server.md)
- [nemo_gym.base_resources_server](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/base_resources_server.md)
- [nemo_gym.base_responses_api_agent](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/base_responses_api_agent.md)
- [nemo_gym.base_responses_api_model](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/base_responses_api_model.md)
- [nemo_gym.batch_status](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/batch_status.md)
- [nemo_gym.benchmarks](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/benchmarks.md)
- [nemo_gym.chat_streaming](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/chat_streaming.md)
- [nemo_gym.cli](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli.md)
- [nemo_gym.cli.agents](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli/agents.md)
- [nemo_gym.cli.dataset](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli/dataset.md)
- [nemo_gym.cli.dev](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli/dev.md)
- [nemo_gym.cli.env](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli/env.md)
- [nemo_gym.cli.eval](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli/eval.md)
- [nemo_gym.cli.general](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli/general.md)
- [nemo_gym.cli.legacy](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli/legacy.md)
- [nemo_gym.cli.main](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli/main.md)
- [nemo_gym.cli.models](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli/models.md)
- [nemo_gym.cli.resources_servers](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli/resources_servers.md)
- [nemo_gym.cli.setup_command](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli/setup_command.md)
- [nemo_gym.cli.utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli/utils.md)
- [nemo_gym.cli_setup_command](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/cli_setup_command.md)
- [nemo_gym.comparison](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/comparison.md)
- [nemo_gym.comparison.diff](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/comparison/diff.md)
- [nemo_gym.comparison.loading](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/comparison/loading.md)
- [nemo_gym.comparison.report](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/comparison/report.md)
- [nemo_gym.comparison.runner](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/comparison/runner.md)
- [nemo_gym.comparison.schema](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/comparison/schema.md)
- [nemo_gym.config_types](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/config_types.md)
- [nemo_gym.dataset_metrics](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/dataset_metrics.md)
- [nemo_gym.dataset_orchestrator](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/dataset_orchestrator.md)
- [nemo_gym.decorators](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/decorators.md)
- [nemo_gym.deliverables](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/deliverables.md)
- [nemo_gym.discovery](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/discovery.md)
- [nemo_gym.environment](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/environment.md)
- [nemo_gym.environment.manifest](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/environment/manifest.md)
- [nemo_gym.environment.onboarding](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/environment/onboarding.md)
- [nemo_gym.environment.publication](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/environment/publication.md)
- [nemo_gym.environment.scaffold](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/environment/scaffold.md)
- [nemo_gym.environment.validation](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/environment/validation.md)
- [nemo_gym.episode_types](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/episode_types.md)
- [nemo_gym.eval_plan](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/eval_plan.md)
- [nemo_gym.exporters](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/exporters.md)
- [nemo_gym.exporters.base](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/exporters/base.md)
- [nemo_gym.exporters.mlflow](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/exporters/mlflow.md)
- [nemo_gym.exporters.wandb](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/exporters/wandb.md)
- [nemo_gym.failure_kinds](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/failure_kinds.md)
- [nemo_gym.gitlab_utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/gitlab_utils.md)
- [nemo_gym.global_config](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/global_config.md)
- [nemo_gym.h2_ping_sidecar](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/h2_ping_sidecar.md)
- [nemo_gym.h2_ping_sidecar.config](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/h2_ping_sidecar/config.md)
- [nemo_gym.h2_ping_sidecar.launcher](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/h2_ping_sidecar/launcher.md)
- [nemo_gym.harness_capabilities](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/harness_capabilities.md)
- [nemo_gym.harness_capabilities.behavior](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/harness_capabilities/behavior.md)
- [nemo_gym.harness_capabilities.checker](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/harness_capabilities/checker.md)
- [nemo_gym.harness_capabilities.checks](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/harness_capabilities/checks.md)
- [nemo_gym.harness_capabilities.cli](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/harness_capabilities/cli.md)
- [nemo_gym.harness_capabilities.contracts](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/harness_capabilities/contracts.md)
- [nemo_gym.harness_capabilities.health](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/harness_capabilities/health.md)
- [nemo_gym.harness_capabilities.results](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/harness_capabilities/results.md)
- [nemo_gym.health](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/health.md)
- [nemo_gym.health.checks](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/health/checks.md)
- [nemo_gym.health.types](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/health/types.md)
- [nemo_gym.hf_utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/hf_utils.md)
- [nemo_gym.judge](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/judge.md)
- [nemo_gym.mcp_auto_exposure](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/mcp_auto_exposure.md)
- [nemo_gym.metrics_config](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/metrics_config.md)
- [nemo_gym.model_registry](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/model_registry.md)
- [nemo_gym.openai_utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/openai_utils.md)
- [nemo_gym.orchestration](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration.md)
- [nemo_gym.orchestration.api](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/api.md)
- [nemo_gym.orchestration.executors](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/executors.md)
- [nemo_gym.orchestration.executors.base](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/executors/base.md)
- [nemo_gym.orchestration.executors.connection](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/executors/connection.md)
- [nemo_gym.orchestration.executors.git_ref](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/executors/git_ref.md)
- [nemo_gym.orchestration.executors.otel](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/executors/otel.md)
- [nemo_gym.orchestration.executors.resume_script](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/executors/resume_script.md)
- [nemo_gym.orchestration.executors.script_templates](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/executors/script_templates.md)
- [nemo_gym.orchestration.executors.slurm](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/executors/slurm.md)
- [nemo_gym.orchestration.executors.slurm_script](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/executors/slurm_script.md)
- [nemo_gym.orchestration.executors.utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/executors/utils.md)
- [nemo_gym.orchestration.jobs](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/jobs.md)
- [nemo_gym.orchestration.ray_serve_gateway](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/ray_serve_gateway.md)
- [nemo_gym.orchestration.submit](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/orchestration/submit.md)
- [nemo_gym.package_info](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/package_info.md)
- [nemo_gym.path_utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/path_utils.md)
- [nemo_gym.profiling](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/profiling.md)
- [nemo_gym.prompt](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/prompt.md)
- [nemo_gym.registry](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/registry.md)
- [nemo_gym.resources_server_registry](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/resources_server_registry.md)
- [nemo_gym.responses_converter](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/responses_converter.md)
- [nemo_gym.responses_streaming](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/responses_streaming.md)
- [nemo_gym.reward_profile](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/reward_profile.md)
- [nemo_gym.rollout_collection](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/rollout_collection.md)
- [nemo_gym.rollout_correlation](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/rollout_correlation.md)
- [nemo_gym.rollout_health](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/rollout_health.md)
- [nemo_gym.rollout_observability](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/rollout_observability.md)
- [nemo_gym.rollout_outcomes](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/rollout_outcomes.md)
- [nemo_gym.rollout_reverification](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/rollout_reverification.md)
- [nemo_gym.runtime_dir](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/runtime_dir.md)
- [nemo_gym.sandbox](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox.md)
- [nemo_gym.sandbox.access](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/access.md)
- [nemo_gym.sandbox.adapters](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/adapters.md)
- [nemo_gym.sandbox.adapters.docker_compose](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/adapters/docker_compose.md)
- [nemo_gym.sandbox.agent_tools](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/agent_tools.md)
- [nemo_gym.sandbox.api](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/api.md)
- [nemo_gym.sandbox.attribution](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/attribution.md)
- [nemo_gym.sandbox.config](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/config.md)
- [nemo_gym.sandbox.providers](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers.md)
- [nemo_gym.sandbox.providers.apptainer](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/apptainer.md)
- [nemo_gym.sandbox.providers.apptainer.provider](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/apptainer/provider.md)
- [nemo_gym.sandbox.providers.base](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/base.md)
- [nemo_gym.sandbox.providers.daytona](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/daytona.md)
- [nemo_gym.sandbox.providers.daytona.provider](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/daytona/provider.md)
- [nemo_gym.sandbox.providers.docker](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/docker.md)
- [nemo_gym.sandbox.providers.docker.provider](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/docker/provider.md)
- [nemo_gym.sandbox.providers.e2b](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/e2b.md)
- [nemo_gym.sandbox.providers.e2b.build](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/e2b/build.md)
- [nemo_gym.sandbox.providers.e2b.provider](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/e2b/provider.md)
- [nemo_gym.sandbox.providers.ecs_fargate](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/ecs_fargate.md)
- [nemo_gym.sandbox.providers.ecs_fargate.engine](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/ecs_fargate/engine.md)
- [nemo_gym.sandbox.providers.ecs_fargate.provider](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/ecs_fargate/provider.md)
- [nemo_gym.sandbox.providers.enroot](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/enroot.md)
- [nemo_gym.sandbox.providers.enroot.provider](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/enroot/provider.md)
- [nemo_gym.sandbox.providers.local](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/local.md)
- [nemo_gym.sandbox.providers.local.provider](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/local/provider.md)
- [nemo_gym.sandbox.providers.opensandbox](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/opensandbox.md)
- [nemo_gym.sandbox.providers.opensandbox.cleanup_sandboxes](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/opensandbox/cleanup_sandboxes.md)
- [nemo_gym.sandbox.providers.opensandbox.provider](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/opensandbox/provider.md)
- [nemo_gym.sandbox.providers.opensandbox.pty](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/opensandbox/pty.md)
- [nemo_gym.sandbox.providers.opensandbox.snapshots](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/opensandbox/snapshots.md)
- [nemo_gym.sandbox.providers.openshell](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/openshell.md)
- [nemo_gym.sandbox.providers.openshell.provider](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/openshell/provider.md)
- [nemo_gym.sandbox.providers.registry](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/registry.md)
- [nemo_gym.sandbox.providers.utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/providers/utils.md)
- [nemo_gym.sandbox.shell](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/shell.md)
- [nemo_gym.sandbox.utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/sandbox/utils.md)
- [nemo_gym.secret_utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/secret_utils.md)
- [nemo_gym.server_metadata](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/server_metadata.md)
- [nemo_gym.server_status](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/server_status.md)
- [nemo_gym.server_utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/server_utils.md)
- [nemo_gym.single_agent_turn_types](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/single_agent_turn_types.md)
- [nemo_gym.skills](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/skills.md)
- [nemo_gym.task_data](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/task_data.md)
- [nemo_gym.task_materialization](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/task_materialization.md)
- [nemo_gym.tasks](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/tasks.md)
- [nemo_gym.tasks.harbor](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/tasks/harbor.md)
- [nemo_gym.tasks.harbor.cli](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/tasks/harbor/cli.md)
- [nemo_gym.tasks.harbor.digest](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/tasks/harbor/digest.md)
- [nemo_gym.tasks.harbor.dockerfile](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/tasks/harbor/dockerfile.md)
- [nemo_gym.tasks.harbor.hub](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/tasks/harbor/hub.md)
- [nemo_gym.tasks.harbor.materialize](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/tasks/harbor/materialize.md)
- [nemo_gym.tasks.harbor.models](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/tasks/harbor/models.md)
- [nemo_gym.tasks.harbor.task](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/tasks/harbor/task.md)
- [nemo_gym.telemetry](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry.md)
- [nemo_gym.telemetry.config](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/config.md)
- [nemo_gym.telemetry.connection_pool](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/connection_pool.md)
- [nemo_gym.telemetry.contrib](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/contrib.md)
- [nemo_gym.telemetry.endpoints](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/endpoints.md)
- [nemo_gym.telemetry.gym_metrics](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/gym_metrics.md)
- [nemo_gym.telemetry.memory](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/memory.md)
- [nemo_gym.telemetry.metrics](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/metrics.md)
- [nemo_gym.telemetry.observer](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/observer.md)
- [nemo_gym.telemetry.resources_operations](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/resources_operations.md)
- [nemo_gym.telemetry.setup](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/setup.md)
- [nemo_gym.telemetry.span_groups](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/span_groups.md)
- [nemo_gym.telemetry.spans](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/spans.md)
- [nemo_gym.telemetry.startup](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/telemetry/startup.md)
- [nemo_gym.testing](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/testing.md)
- [nemo_gym.testing.session_conformance](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/testing/session_conformance.md)
- [nemo_gym.token_id_capture](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture.md)
- [nemo_gym.token_id_capture.adapters](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/adapters.md)
- [nemo_gym.token_id_capture.adapters.megatron](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/adapters/megatron.md)
- [nemo_gym.token_id_capture.adapters.vllm](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/adapters/vllm.md)
- [nemo_gym.token_id_capture.builder](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/builder.md)
- [nemo_gym.token_id_capture.config](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/config.md)
- [nemo_gym.token_id_capture.conformance](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/conformance.md)
- [nemo_gym.token_id_capture.consumer](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/consumer.md)
- [nemo_gym.token_id_capture.control_routes](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/control_routes.md)
- [nemo_gym.token_id_capture.delivery](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/delivery.md)
- [nemo_gym.token_id_capture.external_capture](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/external_capture.md)
- [nemo_gym.token_id_capture.fingerprint](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/fingerprint.md)
- [nemo_gym.token_id_capture.lineage](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/lineage.md)
- [nemo_gym.token_id_capture.protocols](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/protocols.md)
- [nemo_gym.token_id_capture.records](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/records.md)
- [nemo_gym.token_id_capture.sink](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/sink.md)
- [nemo_gym.token_id_capture.staging](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/staging.md)
- [nemo_gym.token_id_capture.staging.capture](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/staging/capture.md)
- [nemo_gym.token_id_capture.staging.conformance](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/staging/conformance.md)
- [nemo_gym.token_id_capture.staging.digest](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/staging/digest.md)
- [nemo_gym.token_id_capture.staging.protocols](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/staging/protocols.md)
- [nemo_gym.token_id_capture.staging.rebuild](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/staging/rebuild.md)
- [nemo_gym.token_id_capture.staging.records](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/staging/records.md)
- [nemo_gym.token_id_capture.staging.routes](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/staging/routes.md)
- [nemo_gym.token_id_capture.staging.terminal](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/staging/terminal.md)
- [nemo_gym.token_id_capture.store](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/store.md)
- [nemo_gym.token_id_capture.terminal](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/token_id_capture/terminal.md)
- [nemo_gym.tool_access](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/tool_access.md)
- [nemo_gym.train_data_utils](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/train_data_utils.md)
- [nemo_gym.verifier_fixture](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/verifier_fixture.md)
- [nemo_gym.vision_input](https://docs.nvidia.com/nemo/gym/v0.3.0/nemo-gym/nemo_gym/vision_input.md)