AI Engineering · 400-level

AI System Design

AIE-4033 creditselectivebadge: architectprereqs: AIE-301, AIE-401
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What's inside

Sections & lessons

01

Gateway/proxy pattern

  • Architecture tradeoffs behind a real AI pipelineconcept45 min
02

Caching strategies at the system level

  • Where a cache belongs in a multi-node pipelineconcept60 min
03

Load simulation

  • Steady, spike, and adversarial-burst traffic against your own designconcept60 min
04

Observability: traces, cost attribution

  • Naming the exact failure mode before it shipsconcept60 min
05

Assemble a full pipeline

  • Ingestion → embed → retrieve → rerank → generate → guardrailconcept90 min
06

Quiz: architecture-tradeoff judgment

  • Checkpoint on where a design is most likely to break firstconcept30 min
07

Lab + eval-gate: find the breaking node

  • Defend a capacity/cost report against a simulated traffic ramp (Architect badge)concept120 min
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