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Provision, manage, and terminate RunPod GPU instances for LLM training. Use when user says "spin up GPU", "create RunPod instance", "terminate pod", "check GPU status", "provision training server", or needs cloud GPU resources.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
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| name | runpod-ops |
| description | Provision, manage, and terminate RunPod GPU instances for LLM training. Use when user says "spin up GPU", "create RunPod instance", "terminate pod", "check GPU status", "provision training server", or needs cloud GPU resources. |
| allowed-tools | Bash, Read |
| triggers | ["spin up GPU","create RunPod","terminate pod","GPU instance","provision server","check pod status","RunPod management"] |
| metadata | {"short-description":"RunPod GPU instance management","project-path":"$RUNPOD_OPS_REPO (set via env; defaults to GitHub clone)"} |
Manage RunPod GPU instances for LLM training and inference.
Self-contained skill - auto-installs via uv run from git (no pre-installation needed).
# Via wrapper (auto-installs from GitHub on demand)
.agents/skills/runpod-ops/run.sh list-instances
# Create an instance
.agents/skills/runpod-ops/run.sh create-instance 70B --hours 4
# Monitor an instance
.agents/skills/runpod-ops/run.sh monitor <pod-id>
# Terminate an instance
.agents/skills/runpod-ops/run.sh terminate <pod-id>
| Command | Purpose |
|---|---|
create-instance | Create GPU pod optimized for model size |
list-instances | Show all running pods with status/cost |
monitor | Live monitoring of pod metrics |
terminate | Safely terminate a pod |
estimate-cost | Estimate training cost before creating |
optimize | Find optimal GPU config using benchmarks |
start-training | Start a training job on RunPod |
serve | Start inference server on RunPod |
.agents/skills/runpod-ops/run.sh create-instance 70B --hours 4
### Estimate Cost
```bash
.agents/skills/runpod-ops/run.sh estimate-cost 70B --hours 8
.agents/skills/runpod-ops/run.sh monitor <pod-id>
.agents/skills/runpod-ops/run.sh terminate <pod-id>
| Variable | Required | Description |
|---|---|---|
RUNPOD_API_KEY | Yes | RunPod API key |
# 1. Estimate cost
.agents/skills/runpod-ops/run.sh estimate-cost 70B --hours 8
# 2. Create pod
.agents/skills/runpod-ops/run.sh create-instance 70B --hours 8
# 3. Monitor or SSH into pod
.agents/skills/runpod-ops/run.sh monitor <pod-id>
# 4. Run training...
# 5. Terminate when done
.agents/skills/runpod-ops/run.sh terminate <pod-id>
After training completes, log the lesson:
memory-agent learn \
--problem "Training Qwen3-70B on RunPod" \
--solution "Used A100-80GB, 8 hours, cost $24.72. Config: lr=2e-5, batch=4"