Implement Vast.ai rate limiting, backoff, and idempotency patterns. Use when handling rate limit errors, implementing retry logic, or optimizing API request throughput for Vast.ai. Trigger with phrases like "vastai rate limit", "vastai throttling", "vastai 429", "vastai retry", "vastai backoff".
7.0
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Backend Development
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Excellent skill providing comprehensive rate limiting patterns for Vast.ai API. The description clearly communicates when to invoke this skill with specific trigger phrases. Task knowledge is thorough with production-ready TypeScript implementations covering exponential backoff with jitter, idempotency keys, queue-based limiting, and rate limit monitoring. Structure is clean with logical progression from understanding tiers to implementation patterns. The skill demonstrates solid novelty by packaging domain-specific rate limit handling that would otherwise require significant research and token consumption to implement correctly. Minor deductions for novelty as rate limiting patterns are somewhat generalizable, though the Vast.ai-specific tier information and header handling add meaningful value. The skill is immediately actionable for developers integrating with Vast.ai.
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