# How to Run an Autoresearch Workflow with RL Agent Skills and NVIDIA NeMo

DevFeed: [How to Run an Autoresearch Workflow with RL Agent Skills and NVIDIA NeMo](<https://devfeed.tech/articles/how-to-run-an-autoresearch-workflow-with-rl-agent-skills-and-nvidia-nemo-6853.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/how-to-run-an-autoresearch-workflow-with-rl-agent-skills-and-nvidia-nemo/>)

Author: Tanya Lenz

Published: 2026-07-14T16:00:00Z

Content type: tutorial

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>), [debugging](<https://devfeed.tech/topics/debugging.md>)

Tags: [agent-skill](<https://devfeed.tech/tags/agent-skill.md>), [agent-skills](<https://devfeed.tech/tags/agent-skills.md>), [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [codex](<https://devfeed.tech/tags/codex.md>), [coding](<https://devfeed.tech/tags/coding.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [developer-tools-techniques](<https://devfeed.tech/tags/developer-tools-techniques.md>), [featured](<https://devfeed.tech/tags/featured.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [nemo](<https://devfeed.tech/tags/nemo.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [python](<https://devfeed.tech/tags/python.md>), [reinforcement-learning](<https://devfeed.tech/tags/reinforcement-learning.md>), [research](<https://devfeed.tech/tags/research.md>), [rl](<https://devfeed.tech/tags/rl.md>), [synthetic-data-generation](<https://devfeed.tech/tags/synthetic-data-generation.md>), [training](<https://devfeed.tech/tags/training.md>), [vlms](<https://devfeed.tech/tags/vlms.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

## AI overview

A tutorial on running a skill-based autoresearch workflow in which coding AI agents set up, debug, run, monitor, and iterate on reinforcement-learning experiments using NVIDIA NeMo RL and NeMo Gym.

## Source excerpt

Coding AI agents are becoming practical operators for long-running machine learning (ML) workflows. They can inspect repositories, set up runtimes, resolve...