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# verl Tutorials & Launchers
Learning-oriented content that is not tied to a specific algorithm.
## Contents
| Subdir | What it is |
|----------------------------|----------------------------------------------------------------------------|
| `agent_loop_get_started/` | Notebook walkthrough of the agent-loop API (`agent_loop_tutorial.ipynb`). |
| `ray/` | Ray API crash-course notebook (`tutorial.ipynb`). |
| `slurm/` | SLURM job template for running Ray-on-SLURM (`ray_on_slurm.slurm`). |
| `skypilot/` | SkyPilot task specs for cloud / Kubernetes (`verl-ppo.yaml`, `verl-grpo.yaml`, `verl-multiturn-tools.yaml`). |
Use these as starting points; the runnable training scripts live under the
trainer directories (`grpo_trainer/`, `ppo_trainer/`, `sft/`, ...).