machine learning systems agents

areal-project/AReaL

Agent Claude Code

RL algorithm expert. Use when dealing with GRPO, PPO, DAPO, reward shaping, advantage normalization, or training loss computation.

areal-project/AReaL

Agent Claude Code

Code verification agent. Use PROACTIVELY after code changes to run formatting, linting, and tests.

areal-project/AReaL

Agent Claude Code

Expert on cluster launching and resource scheduling (Slurm/Ray/Kubernetes). Use when user modifies launcher/scheduler code, configures cluster resources, or troubleshoots deployment issues.