Module 5 · Generative AI Fundamentals
Prompt Engineering Techniques for Better AI Results
Learn practical zero-shot, few-shot, role, context, constraint, and step-based prompting techniques for generative AI.
Core idea
Prompt Engineering Techniques for Better AI Results
Learn practical zero-shot, few-shot, role, context, constraint, and step-based prompting techniques for generative AI.
Visual workflow
From requirement to reliable output
Practical example
Apply the concept
Important distinctions
| Concept | Meaning | How to use it |
|---|---|---|
| Instruction | What the model should do | Clear task and success criteria |
| Context | What the model should know | Only relevant trusted information |
| Constraint | What must be avoided | Scope, policy, length, tone |
| Format | How to return the result | Schema, table, bullets, fields |
Evaluation scorecard
Task quality
Correctness, relevance, completeness, consistency, and user usefulness.
Groundedness
Whether claims are supported by approved evidence and citations.
Safety
Harmful content, bias, privacy, prompt attacks, and policy adherence.
Operations
Latency, throughput, availability, token usage, and cost.
Human factors
Trust, usability, escalation, override behavior, and accountability.
Business value
Time saved, quality improved, risk reduced, adoption, and ROI.
AWS Certified AI Practitioner
Exam reasoning
- Clear instructions reduce ambiguity
- Context improves relevance
- Examples demonstrate the expected pattern
- Constraints and output formats improve consistency
- Choose controls according to impact: grounding, guardrails, evaluation, monitoring, and human review solve different problems.
Key takeaways
- Clear instructions reduce ambiguity
- Context improves relevance
- Examples demonstrate the expected pattern
- Constraints and output formats improve consistency
Check your understanding
- Can you explain this concept in two sentences without using jargon?
- Can you identify the input, process, output, and validation step in the example?
- Can you name one suitable use case and one case where another approach is better?
- Which risk or limitation should a responsible implementation address?
Research references
Public sources and further reading
This lesson is original educational writing informed by the public references below. Use the sources to explore definitions, technical details, and current AWS exam objectives.