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Production Architecture

Turn a working model into a service: SLOs, capacity planning, cost per token, hardware choices and gateways.

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  1. ▶ Up next13 min+50 XPFrom laptop to production: what actually changesWhy a model that works on your machine is not yet a service: SLOs and error budgets with the arithmetic, the failure…
  2. 15 min+50 XPCapacity planning and cost per tokenTurn traffic numbers into GPU counts with Little's law, check KV-cache memory, apply headroom and spares, and compute…
  3. Pro14 min+50 XPChoosing GPUs and deployment targetsMemory capacity, bandwidth and interconnect: how to choose between consumer, workstation and data-center GPUs, how to…
  4. Pro14 min+50 XPGateways, routing and failoverPut a gateway in front of your model servers for auth, limits, routing, retries and failover. Covers routing…