Assess an agent, bridge it into Relax, check launch readiness, and demonstrate resident Agentic rollout with evidence. Use when evaluating an agent app before integration, connecting an external agent with --use-agentic-rollout, auditing model-visible context…
Tune Relax On-Policy Distillation (OPD/MOPD) runs — teacher SGLang engine knobs, logits-memory limits, student/teacher GPU split, and multimodal caches. Use when a user asks to speed up or debug an OPD run, mentions "OPD", "MOPD", "on-policy distillation",…
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.