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Client code: timeouts, retries, streaming and SDK design

What a well-behaved LLM client does: layered timeouts, retries with jitter and budgets, idempotency, streaming parse and cancellation, handling partial output, circuit breakers, hedging, and designing a small SDK. Includes tested Python.

14 minยทVerified 2026-11Pro+50 XP

Clients decide whether a struggling inference service recovers or collapses. A client with no timeouts hangs threads; one with naive retries multiplies load during an outage. This lesson is the checklist and a small, tested implementation.

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