When Fine-Tuning Beats Prompting (and When It Doesn't)

End-of-lesson check

15 questions · take it digitally for instant feedback at tendril.neural-forge.io/learn/quiz/end-tools-fine-tuning-when-r12a1-creators

1. What is the core idea behind "When Fine-Tuning Beats Prompting (and When It Doesn't)"?

   1. Fine-tune for style and format consistency, not for new knowledge.
   2. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…
   3. AI can fix blurry, dark, or messy photos in seconds.
   4. 'Show me your work.'

2. Which term best describes a foundational idea in "When Fine-Tuning Beats Prompting (and When It Doesn't)"?

   1. prompting
   2. fine-tuning
   3. trade-off
   4. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…

3. A learner studying When Fine-Tuning Beats Prompting (and When It Doesn't) would need to understand which concept?

   1. fine-tuning
   2. trade-off
   3. prompting
   4. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…

4. Which of these is directly relevant to When Fine-Tuning Beats Prompting (and When It Doesn't)?

   1. fine-tuning
   2. prompting
   3. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…
   4. trade-off

5. Which of the following is a key point about When Fine-Tuning Beats Prompting (and When It Doesn't)?

   1. Learn a consistent output style from many examples.
   2. Reduce token cost on a high-volume narrow task.
   3. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…
   4. AI can fix blurry, dark, or messy photos in seconds.

6. What is one important takeaway from studying When Fine-Tuning Beats Prompting (and When It Doesn't)?

   1. Update what it knows without another training run.
   2. Reliably absorb new factual knowledge from examples.
   3. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…
   4. AI can fix blurry, dark, or messy photos in seconds.

7. What is the key insight about "Fine-tune decision rule" in the context of When Fine-Tuning Beats Prompting (and When It Doesn't)?

   1. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…
   2. AI can fix blurry, dark, or messy photos in seconds.
   3. Choose fine-tune if: (1) task is narrow, (2) format is rigid, (3) volume is high, (4) prompts are getting bloated.
   4. 'Show me your work.'

8. What is the key insight about "Fine-tunes lock you in" in the context of When Fine-Tuning Beats Prompting (and When It Doesn't)?

   1. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…
   2. AI can fix blurry, dark, or messy photos in seconds.
   3. 'Show me your work.'
   4. A fine-tune is tied to a specific base model snapshot. When the base is deprecated, you re-train. Budget for that.

9. Which statement accurately describes an aspect of When Fine-Tuning Beats Prompting (and When It Doesn't)?

   1. Fine-tuning shines for narrow style/format tasks at scale. For new facts or fast-changing knowledge, retrieval beats fine-tuning.
   2. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…
   3. AI can fix blurry, dark, or messy photos in seconds.
   4. 'Show me your work.'

10. Which best describes the scope of "When Fine-Tuning Beats Prompting (and When It Doesn't)"?

    1. It is unrelated to tools workflows
    2. It focuses on Fine-tune for style and format consistency, not for new knowledge.
    3. It applies only to the opposite beginner tier
    4. It was deprecated in 2024 and no longer relevant

11. Which section heading best belongs in a lesson about When Fine-Tuning Beats Prompting (and When It Doesn't)?

    1. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…
    2. AI can fix blurry, dark, or messy photos in seconds.
    3. What AI does well here
    4. 'Show me your work.'

12. Which section heading best belongs in a lesson about When Fine-Tuning Beats Prompting (and When It Doesn't)?

    1. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…
    2. AI can fix blurry, dark, or messy photos in seconds.
    3. 'Show me your work.'
    4. What AI cannot do

13. Which of the following is a concept covered in When Fine-Tuning Beats Prompting (and When It Doesn't)?

    1. fine-tuning
    2. prompting
    3. trade-off
    4. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…

14. Which of the following is a concept covered in When Fine-Tuning Beats Prompting (and When It Doesn't)?

    1. fine-tuning
    2. prompting
    3. trade-off
    4. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…

15. Which of the following is a concept covered in When Fine-Tuning Beats Prompting (and When It Doesn't)?

    1. fine-tuning
    2. prompting
    3. trade-off
    4. Compare PagerDuty AI, incident.io, Rootly AI, and FireHydrant for AI-assisted on…