Integrate a new NVIDIA NeMo Gym environment into Relax as a three-step recipe. Use when adding or debugging a recipe under examples/nemo_gym_agentic/recipes; covers data preparation, a local private Gym service, direct Ray training launch, verifier…
Use when syncing Relax code between internal GitLab and external GitHub, especially gitlab/dev, gitlab/main, github/main, internal CR/MR handoff, linear main history, sensitive-content checks, GitHub Actions CI validation, or guarded GitHub pushes.
Upgrade the sglang version used by Relax's training Docker image. Use when bumping/upgrading sglang (changing the base image tag), rebasing docker/patch/latest/sglang.patch onto a new sglang release, or porting Relax's sglang customizations forward to a new…
自动排查 Ray 调度的分布式训练任务 hang 问题。使用当训练任务无响应、资源利用率异常、任务长时间无进度时。自动收集集群状态、任务调用栈、Actor 状态，分析阻塞链条并定位根因。
Creates git commits following Conventional Commits format with type/scope/subject and detailed markdown body. Use when user wants to commit changes, create commit, save work, or stage and commit. Enforces project-specific conventions from CLAUDE.md. Each…
3-step debug loop for remote Ray cluster — submit task via SSH, check logs locally, analyze errors and fix code, repeat until resolved.
Diagnose Relax training launch scripts for misconfigured flags that hurt performance (time/MFU) or waste GPU memory (cards needed). Use when user asks to review/audit/check a training script, mentions "perf doctor", suspects a config is slow or OOM-prone, or…
Develop and debug the Relax reinforcement learning project. Use this skill whenever modifying code in the relax/ directory, or running remote training jobs on a Ray cluster for validation. Also use it when the user mentions training, debugging training runs,…