Cert EspressoLearn. Practise. Find your flow.

A LITTLE FOCUS.
A BIG NEXT STEP.

Your pace. Your space.
Anthropic · CCDV-F

LLM fundamentals

CCDV-F · Lesson 12 of 21 · 1:48:47

YouTube loads only after you press play. This chapter opens at its timestamp in the full course. Watch on YouTube ↗

In this lesson

Prepare for the Claude Certified Developer – Foundations exam, on the exam guide version 1.0, effective July 2026. In this lesson: tokens and the context window, sampling and non-deterministic outputs (and why current models reject temperature), fast mode, adaptive thinking and effort, and zero-shot, one-shot, and few-shot prompting. Includes three original practice questions.

Preview the topics
  • Driftwood’s test checks that the tag Claude gives a listing matches one exact string, and it fails one run in five, with the same prompt. What should change?
  • Driftwood’s live chat runs on Opus 5.5, and the team wants long answers to stream faster, with the same quality. Which setting fits?
  • Driftwood’s prompt shows one example of a listing summary, and Claude now copies the wording and the length of that example for every product. What should change?