Context, Examples and Few-Shot Prompting

Learning Outcome

Use background material and examples to guide model behavior more reliably.

Core Ideas

• Context: Background needed to answer well.
• Few-shot example: A sample input-output pair that guides behavior.
• Style guide: Rules for tone and formatting.
• Negative example: A sample showing what to avoid.

Career Use Case

A teacher creating feedback comments can provide two good examples so AI follows the expected tone and structure.

Practical Workflow

1. Start by naming the outcome: what should improve after using Context, Examples and Few-Shot Prompting?
2. Add the input material, constraints, and success criteria before asking for output.
3. Ask for assumptions and uncertainty when the answer affects a real decision.
4. Verify important claims, numbers, and policy statements before publishing or acting.

Hands-On Mini Task

• Create one input-output example that shows the model exactly how a final answer should look.
• A good example reduces ambiguity and prevents the model from inventing an unsuitable style.
• Before moving on, explain how Context and Few-shot example change the decision.

Common Mistakes

• Using a generic prompt when the task needs clear context.
• Accepting polished wording as proof of accuracy.
• Sharing private data without redaction or approval.
• Skipping a final human review for important decisions.

Quick Revision

Module 2: Prompt Engineering lesson 5 is about practical judgement: use AI to increase speed, but keep the goal, context, evidence, and accountability clear.

FAQs

Is Context, Examples and Few-Shot Prompting only for technical users?

No. The course treats AI as a practical workplace and learning skill, with technical depth only where it improves judgement.

Should I trust AI output immediately?

No. Use AI to accelerate work, then verify facts, privacy, source fit, and reasoning before relying on the result.

What should I practice after this lesson?

Create one input-output example that shows the model exactly how a final answer should look.

How does the linked practice quiz help?

The practice quiz checks the lesson concepts immediately with feedback, while the paid mock bundle uses separate assessment questions.