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From Prototype to Production: Deploying LLM Systems

Fakhar · · 7 min read

Getting an LLM feature to work is the easy part. Keeping it fast, affordable and available under real traffic is where engineering matters.

Design for failure

  • Timeouts and retries with backoff
  • Fallback models when a provider degrades
  • Caching for repeated or similar requests
  • Rate limiting per user and per tenant

Measure cost per request from day one. It is far easier to design for a budget than to retrofit one.

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