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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
Exercise answers
- Answer: Simulate the month-end rush
- Answer: A deferrable-work batch pipeline against a mock

2 · Latency, resilience and capacity

5Latency engineering for agents
6Response caching and failover
7Load testing and capacity planning

CapstoneMonth-end readiness for an agent fleet Reference implementation

Answers Lesson 4: Backpressure, load shedding and batching

Step-by-step answer

Stretch 60–90 min6 steps

A deferrable-work batch pipeline against a mock

Back to the exercise

Previous answerSimulate the month-end rush Next answer Instrument and speed up a real agent turn

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