Individual skill
vastai-sdk-patterns
Choose the correct Vast.ai Python client and implement typed, bounded, ownership-safe GPU lifecycles. Use when integrating the high-level SDK, SyncClient, AsyncClient, or Serverless client. Trigger with: "use the Vast.ai SDK", "wrap a Vast.ai instance lifecycle", "choose SyncClient or AsyncClient".
skills/.curated/vastai-sdk-patterns/SKILL.md
Source commit 0500b275e963c027f6b410e8c49c0446945c574e
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- ai Repository topic
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# Owned Vast.ai Python SDK Lifecycles
## Overview
Use the highest-level client that preserves the required control. Keep resource identity and cleanup ownership explicit, normalize provider response variants at one boundary, and never hide a billable instance behind an unbounded retry.
## Prerequisites
- Chosen high-level, synchronous, asynchronous, or Serverless client surface
- Typed internal model for offers, instances, terminal states, and provider errors
- Idempotency, timeout, test-double, and cleanup design
## Instructions
