{"id":12774,"plugin_id":"Plugin_cd395a620ba481918f5e3b37ce9a123d","kind":"skill","collection_source":null,"comparison_source":null,"observed_at":"2026-09-30T23:02:09.572Z","digest":"88d0e9fbc062df2c1f09974074d068d484d3eae44867c10ad62423455e7777cf","against":null,"payload":{"name":"runpod-usage","description":"How Runpod works and how to work it — pods vs serverless, GPU/VRAM selection, storage, building a container, networking, plus the agentic pod development loop (provision → ssh-exec → set up → poll readiness) and on-pod install hygiene (uv/apt). Use to answer \"how does X work\", \"which GPU\", \"how do I build a container\", or \"how do I stand up a workload on a pod\". Guidance, not a tool — execute with runpodctl, runpod-mcp, or flash.","included_files":[{"relative_path":"evals/pod-service-loop.eval.md","size_in_bytes":1318},{"relative_path":"evals/verify-with-real-request.eval.md","size_in_bytes":1353},{"relative_path":"reference/building-images.md","size_in_bytes":8794},{"relative_path":"reference/concepts.md","size_in_bytes":6040},{"relative_path":"reference/development-loop.md","size_in_bytes":3498},{"relative_path":"reference/docker.md","size_in_bytes":6740},{"relative_path":"reference/endpoint-workflows.md","size_in_bytes":4781},{"relative_path":"reference/getting-started.md","size_in_bytes":5751},{"relative_path":"reference/gotchas.md","size_in_bytes":10055},{"relative_path":"reference/gpu-selection.md","size_in_bytes":5739},{"relative_path":"reference/networking.md","size_in_bytes":5452},{"relative_path":"reference/on-pod-setup.md","size_in_bytes":4310},{"relative_path":"reference/pod-workflows.md","size_in_bytes":6302},{"relative_path":"reference/storage.md","size_in_bytes":6769}],"skill_md_contents":"---\nname: runpod-usage\ndescription: >-\n  How Runpod works and how to work it — pods vs serverless, GPU/VRAM selection,\n  storage, building a container, networking, plus the agentic pod development loop\n  (provision → ssh-exec → set up → poll readiness) and on-pod install hygiene\n  (uv/apt). Use to answer \"how does X work\", \"which GPU\", \"how do I build a\n  container\", or \"how do I stand up a workload on a pod\". Guidance, not a tool —\n  execute with runpodctl, runpod-mcp, or flash.\nmetadata:\n  author: runpod\n  version: \"1.1.2\" # x-release-please-version\nlicense: Apache-2.0\n---\n\n# Runpod usage (concepts)\n\nBackground knowledge for making the right choice before you act. This skill runs\nnothing — once you know what to do, execute with **runpod-mcp**/**runpodctl**\n(infra), **flash** (your own code), or **companion-clis** (models/images/data).\n\nRead the one reference file that matches the question:\n\n| Question | Read |\n| --- | --- |\n| First-run setup / auth — get + set `RUNPOD_API_KEY`, SSH, companion creds | `reference/getting-started.md` |\n| Pods vs serverless, workers, cold starts, FlashBoot, queue vs load-balanced | `reference/concepts.md` |\n| **The development loop for ANY workload (start here)** — plan → prefer prebuilt → provision → verify → teardown | `reference/development-loop.md` |\n| **Stand up / iterate a workload on a pod** — the pod sub-loop | `reference/pod-workflows.md` |\n| **Deploy / iterate a serverless endpoint** — Hub vs flash vs custom, invoke + verify | `reference/endpoint-workflows.md` |\n| **Install software on a pod** — package hygiene, `uv`, non-interactive, caching | `reference/on-pod-setup.md` |\n| Build a Docker image Runpod can run (handler contract, Dockerfile, `--platform=linux/amd64`) | `reference/docker.md` |\n| **How to build an image well** — base image, layering, bake-in vs volume, pod vs serverless (queue/LB) contract | `reference/building-images.md` |\n| Where data lives — container disk vs network volume, model caching, S3 access | `reference/storage.md` |\n| Which GPU / how much VRAM / cost & availability / data centers | `reference/gpu-selection.md` |\n| Reaching a pod or endpoint over HTTP (proxy URLs, exposed ports) | `reference/networking.md` |\n| Common mistakes and how to avoid them | `reference/gotchas.md` |\n"},"changes":[],"summary":"First saved snapshot. No earlier version is available for comparison.","summary_kind":"deterministic","summary_metadata":{}}