Audience: Staff / Senior engineers. We assume you’re comfortable with distributed systems fundamentals and are looking for production-grade reasoning, not toy examples. Table of Contents Why Retrying Naively Will Burn You Every distributed system retries. The question is whether those retries are thoughtful or catastrophic. Naive retry logic—”if it fails, try again immediately”—reads as sensible…

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