AI and agent retry and backoff strategy

Retries are useful for transient errors and dangerous for everything else. A clear policy beats ad-hoc loops.

What AI does well here

• Classify errors as transient vs permanent.
• Propose backoff curves (exponential, jittered).
• Identify operations that must be idempotent before retry.

What AI cannot do

• Know which APIs are safe to retry without idempotency keys.
• Replace circuit breakers for upstream outages.
• Reason about retry storms across many agents.

Practice this safely

Use a small project example from your own work. The useful move is to compare the AI's draft against your goal, sources, and constraints before you trust it.

1. 1Ask AI to explain retry in plain language, then underline anything that sounds uncertain or too broad.
2. 2Give it one detail from "AI and agent retry and backoff strategy" and ask for two possible next steps plus one reason each step might be wrong.
3. 3Check backoff against a trusted source, teacher, adult, expert, or original document before you use it.