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Course overview

Scaling AI Systems

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1 · Throughput under limits

1Rate limits and quotas
2Concurrency and flow control
3Retries, backoff and overload
4Backpressure, load shedding and batching

2 · Latency, resilience and capacity

5Latency engineering for agents
6Response caching and failover
Exercise answers
- Answer: Measure a semantic cache as a classifier
- Answer: Simulate failover with a cold cache
7Load testing and capacity planning

CapstoneMonth-end readiness for an agent fleet Reference implementation

Answers Lesson 6: Response caching and failover

Step-by-step answer

Core 75–90 min7 steps

Measure a semantic cache as a classifier

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Previous answerWhen is speculation worth it?Next answer Simulate failover with a cold cache

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