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".
Prefer the CLI's built-in 429 retry for ordinary commands and add one orchestration-level call budget around it. For direct REST clients, implement capped backoff because the API does not return standard rate-limit headers.
Group calls by endpoint, method, bearer token, session user, query key, and client IP because each can contribute to the enforced identity.
For CLI commands, configure --retry and do not wrap them in another exponential retry. For REST, retry only 429 with a capped backoff and total deadline.
Cache stable offer and account data, poll only resources still in transitional states, stop on terminal states, and progressively lengthen the interval.
Queue work, spread scheduled jobs, and batch operations where the documented endpoint supports it. Bound concurrency per endpoint.
Stop when attempts, elapsed time, or request count reaches the approved ceiling; surface a retryable operational result instead of looping.
Report endpoint, identity shape, measured call rate, 429 rate, and business need to support when production volume requires a higher limit.
Use the narrowest key for each worker and never rotate keys merely to evade a limit. Redact tokens and query credentials from request and retry logs.
Use Read and Grep to inspect manifests, configuration, provider output, and existing tests before proposing a mutation. Use Write or Edit only for the approved plan, implementation, test, or redacted receipt; do not create, update, destroy, or fund Vast.ai resources without explicit operator approval.
Return endpoints, identity partition, client type, retry owner, call ceiling, observed 429s, elapsed time, and final disposition.
A readiness watcher uses one CLI command with --retry 3, polls only while state is transitional, lengthens the interval, and exits immediately on running, exited, unknown, or offline.
| Failure | Response |
| --- | --- |
| REST response is 429 | Back off within the total deadline; do not expect Retry-After. |
| Non-429 4xx occurs | Do not retry automatically; repair arguments, authentication, or permission. |
| Retry layers multiply | Remove the outer retry or disable the inner one so only one owner controls attempts. |
| Deadline expires | Return the last state and next safe action without another call. |
下载完整 Skill 目录，包含 SKILL.md 及所有相关文件
Search for places (restaurants, cafes, etc.) via Google Places API proxy on localhost.
Interact with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Start voice calls via the OpenClaw voice-call plugin.
Notion API for creating and managing pages, databases, and blocks.
Gemini CLI for one-shot Q&A, summaries, and generation.
Category:developer