Tutorial
Technical Excellence

Optimizing latency and cost, step by step

A hands-on walkthrough. Pick a real situation and follow along.

Before you start

  • Choose a real case, not a hypothetical — pressure is where the skill is built.
  • Give yourself a clear finish line: *Cut response time or token spend in half.*

The steps

1. Frame it. Write down the situation in one or two plain sentences. No jargon. 2. State the outcome. What does a great result look like? Make it specific enough to check later. 3. Make the move. Do the rep: cut response time or token spend in half. 4. Check against reality. Compare what happened to the outcome you wrote in step 2. 5. Tighten the loop. Note one thing to do better, then run it again.

What good looks like

  • Your code is simple to read and hard to break.
  • You design for the failure cases, not just the happy path.
  • You ship things that hold up in production.

Done when

You can do this without the checklist — and earn the Performance Tuner mark by landing it for real.

Next: see applying it on the job for a realistic scenario and the traps to dodge.