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AI Engineering · 100-level

Prompt Engineering

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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
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Learn it from the inside

This module's playgrounds

AI Engineering

Next in this path

Where this specialization goes from here — in (level, code) order.

  • AIE-103

    Context Engineering & Cost Basics

    2 creditscorebadge: context-thinker
    Start
  • AIE-110

    Open-Source & Sovereignty (India-first)

    1 creditselectivebadge: open-weights
    Start
  • AIE-120

    AI Consequences & War-Room

    1 creditscorebadge: responsible-builder
    Start
  • AIE-130

    Model Landscape & Jargon

    1 creditselectivebadge: model-literate
    Start
  • AIE-201

    AI-Assisted Coding

    3 creditscorebadge: builder
    Start
  • AIE-202

    RAG Foundations

    3 creditscorebadge: rag-i
    Start
  • AIE-203

    RAG Quality & Retrieval Evals

    2 creditselectivebadge: rag-ii
    Start
  • AIE-204

    Structured Outputs & Function Calling

    2 creditselectivebadge: structurer
    Start
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

Prompt Engineering vs Fine-Tuning Few-Shot vs Zero-Shot Prompting Temperature vs Top-P Sampling
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. Sit Chuun, get placed, and start earning.

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