AI Engineering · 100-level
Prompt Engineering
AIE-1022 creditscorebadge: prompterprereqs: AIE-101
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Earn the prompter credential
What's inside
Sections & lessons
01
Instruction vs. few-shot prompting
- Writing task instructions the model can't misreadconcept45 min
02
Sampling & temperature
- Why the same prompt gives five different answersconcept60 min
03
Prompt regression testing
- Turning saved prompts into a personal golden-case suiteconcept90 min
04
Lab + eval-gate: prompt suite
- Build and regression-test a 5-case prompt suite (Prompter badge)concept120 min
Learn it from the inside
This module's playgrounds
Vocabulary
Key concepts in this course
Prompt Engineering System Prompt Few-Shot Prompting Zero-Shot Prompting In-Context Learning Temperature Sampling Top-P Sampling (Nucleus Sampling) Prompt Regression Testing
Compare related approaches
Optional · watch & try
Go deeper, elsewhere
Hand-picked public explainers and open tools — always optional, never required, never graded.
The Definitive Prompt Engineering Guide for 2025: Tips, Tricks, Tools!Practical technique roundup: roles, few-shot examples, output structure Claude AI Tutorial: The ULTIMATE Guide to Prompt Engineering & Artifacts (2025)Model-specific worked examples of instruction vs. few-shot prompting How LLMs Work & Why Prompt Engineering MattersTies prompting technique back to the underlying model mechanics Anthropic's Interactive Prompt Engineering TutorialOfficial hands-on notebook course walking through every core prompting technique OpenAI PlaygroundLive sandbox to test prompts, system messages and sampling params against real models
This module ends in a gate you can fail.
That's what makes passing it mean something. Take the DSAT, get placed, and start earning.