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".
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Backend Development
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Excellent skill for handling Vast.ai rate limiting with comprehensive implementation patterns. The description clearly articulates when to invoke the skill with specific trigger phrases. Task knowledge is strong with concrete TypeScript code for exponential backoff with jitter, idempotency keys, queue-based limiting, and rate limit monitoring. Structure is logical with clear sections, tables for rate tiers and error handling, and progressive complexity. Novelty is moderately high - while rate limiting is a common pattern, the Vast.ai-specific implementation with proper backoff, jitter to prevent thundering herd, deterministic idempotency keys, and header monitoring represents meaningful complexity that would require significant tokens for a CLI agent to implement correctly. Minor improvements could include more context on when to use each pattern and integration examples.
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