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1. Latency Budgets and SLOs2. Concurrency and Backpressure

Latency Budgets and SLOs

๐Ÿ“š Performance and Throughputโฑ 10 minโญ 100 XPโŒจ Hands-on lab

Define Performance Targets Before Incidents

AI systems need explicit SLOs like any critical service. Without latency and reliability targets, scaling decisions become guesswork.

  • Set p95 and p99 targets by endpoint.
  • Track queue wait vs inference time.
  • Alert on trend, not only hard breach.
โŒจ HANDS-ON LABDefine AI SLOs
โญ +150 XP

Set production service level objectives for latency, safety, and completion quality.

1Create an SLO policy file.
2Add alert thresholds for violations.
lab-sandbox โ€” simulated environment
INFINITY LAB SANDBOX v2.6 โ€” simulated shell
Type the command for the current objective. Helpers: "hint", "solution", "clear".
$
OBJECTIVE 1 / 2 โ€” type "hint" if stuck
๐Ÿงช Knowledge Check
Press 1-4 to select1 of 2
Why are p95/p99 targets critical?
They are optional vanity metrics
They capture tail latency user pain
They replace all logs
They only matter offline
Latency Budgets and SLOs Tutorial | Performance and Throughput โ€” AWS Bedrock Academy