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RunPod endpoint operations runbook — checking worker state, forcing scale-down, reading the spend query, and cold-start expectations. Use before and after cloud inference sessions. Forward-looking — RunPod tooling lives outside this repo.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Mechanics contract for running a multi-agent workflow that survives to completion - the durable-ledger rule, the fan-in partition rule, the output-budget rule, and the recovery procedure for a run that dies mid-flight. Read before authoring or resuming any Workflow script.
The handshake for verifying anything that needs the workstation — how to state acceptance criteria before running, hand the human an exact command block, and record the reported output as evidence. Use whenever a claim depends on the GPU, Docker, the running services, /mnt/ai-data, or a full make quality.
The method contract for a quality campaign — the phase ladder, the standing dimension list, the severity rubric, what counts as a confirmed finding, and the batch-and-push cadence. Read before running or participating in a bug bash or quality gate.
How to launch, resume, and serve model training runs on this stack — checkpoint layout, the memory-fit calculator, and the train-and-serve round trip. Skeleton reference; grows once the training tier lands.
Container debugging runbook for this inference stack — per-service healthcheck endpoints, common CUDA/driver failure signatures, log locations, and the safe restart procedure. Use when a service is unhealthy or failing to start.
The reproducible benchmark protocol for this workstation — which entry points to run, warm-up policy, how results are recorded and compared, and what counts as a regression. Use before reporting any latency/throughput/memory number.
RunPod endpoint operations runbook — checking worker state, forcing scale-down, reading the spend query, and cold-start expectations. Use before and after cloud inference sessions. Forward-looking — RunPod tooling lives outside this repo.
# Copy this command into Claude Code to install this skill
/plugin add https://github.com/alejandroJaramillo87/ai-experiments/tree/main/.claude/skills/runpod-ops
For more information, visit the GitHub repository.