← Deploy LLMs in Production Without Chaos

Lesson 4 of 10

Capacity, caching, and degradation

Lesson 4 of 10 · Deploy LLMs in Production Without Chaos

In this lesson. What users see when the model is down.

What you will learn

  • Cache
  • Shed load
  • Degraded copy

Walkthrough

You will cache safe repeats, shed load, and show a degraded path. Silent empty is worse than an honest error. This is resilience.

Work through the ideas in order. After each point, pause and connect it to a task you already do — a document, a workflow, or a feature you own. The goal of Deploy LLMs in Production Without Chaos is usable skill, not a pile of notes.

If something is unclear, rewrite it in your own words before you continue. Teaching the step back to yourself is the fastest way to see gaps.

Practice

Write the down-state UX and one cache rule.

Keep the first attempt small. A finished example you can reuse beats a perfect plan you never run.

Check your understanding

  • Can you explain the goal of this lesson in one sentence to a teammate?
  • Where would you apply “Cache” in your own work this week?
  • What would you change on a second pass of the practice?

Next. Continue to the following lesson when the practice has a real artifact, even a rough one.