Module 5 · Generative AI Fundamentals
Generative AI Capabilities and Limitations
Generative models are strong at transformation and synthesis but can be inaccurate, inconsistent, or unsuitable for unsupported high-impact decisions.
This reading lesson is complete and can be studied independently. The video will be added here when it is published.
Core idea
Generative AI Capabilities and Limitations
Generative models are strong at transformation and synthesis but can be inaccurate, inconsistent, or unsuitable for unsupported high-impact decisions.
Visual workflow
From requirement to reliable output
Practical example
Apply the concept
Important distinctions
| Concept | Meaning | How to use it |
|---|---|---|
| Step 1 | Match capability to task | Validate in the target workflow |
| Step 2 | Identify limitations | Validate in the target workflow |
| Step 3 | Add grounding and controls | Validate in the target workflow |
| Step 4 | Keep human accountability | Validate in the target workflow |
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
- Match capability to task
- Identify limitations
- Add grounding and controls
- Keep human accountability
- Choose controls according to impact: grounding, guardrails, evaluation, monitoring, and human review solve different problems.
Key takeaways
- Match capability to task
- Identify limitations
- Add grounding and controls
- Keep human accountability
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.