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How to Fix AI API 429 Retry Loop

Error signature: HTTP 429

Last reviewed: 2026-07-27

What the error means

This error indicates a failure in the retry policy. The exact cause depends on the first failing operation and environment; do not treat later asynchronous errors as the root cause.

Common symptoms

  • Requests repeatedly retry without progress

Likely explanation

  • Retry-After is ignored or retry concurrency sustains the rate limit

Suggested diagnostic steps

  • Capture the complete error and the first failing operation.
  • Record framework, package, driver, GPU, and operating-system versions.
  • Reproduce with the smallest workload and inspect memory and health output.

Step-by-step fixes

  • Correct the first incompatible resource, version, or configuration identified by the checks.
  • Restart from a clean process and rerun the minimal reproduction.
  • Scale the workload down or choose compatible capacity before restoring concurrency.

Known workaround

  • Reduce batch size, concurrency, or context while the root cause is being corrected.

Current resolution status

Tracked; resolution depends on environment and version.

Confirmed source issues

No individual issue has been approved as evidence yet. This candidate guide remains noindex.

Discovery searches

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