AI 工具指南

LLM API Rate Limit Retry Guide

整理大模型 API 限流与重试设计,覆盖 429 错误、速率限制、指数退避、请求队列、缓存、降级模型和用户提示。

What is the problem?

整理大模型 API 限流与重试设计,覆盖 429 错误、速率限制、指数退避、请求队列、缓存、降级模型和用户提示。

Quick solution

Treat this as a AI tools tutorial issue. First confirm the environment, inputs, permissions, logs, and delivery boundary. Then use the linked deep guide for the full checklist before changing production code or promising a result.

Read the deep guide

Detailed steps

  1. Confirm the scenario, tool version, account permissions, inputs, and expected output before changing anything.
  2. Check configuration, logs, command output, and human review boundaries against the linked deep guide.
  3. Record the before and after result, then verify that the fix did not introduce platform, privacy, or delivery risk.

Commands or code

The source article does not include a copyable command block. Do not invent commands here; follow the diagnostic steps in the deep guide and validate changes in the real project environment.

Risk notes

Confirm the real project environment, account permissions, platform rules, and output quality before delivery. Do not ship AI-generated changes without human review, and do not claim indexing, income, deployment success, or ranking improvements without measured evidence.