AI-Powered Flaky Test Triage and Quarantine

End-of-lesson check

15 questions · take it digitally for instant feedback at tendril.neural-forge.io/learn/quiz/end-ai-coding-llm-flaky-test-triage-creators

1. What is the core idea behind "AI-Powered Flaky Test Triage and Quarantine"?

   1. Patterns for letting Claude classify flakes, propose fixes, and manage a quarantine list.
   2. mutation testing
   3. Designer-led prototypes that real code can be forked from
   4. Tech debt accumulates silently. AI helps surface it AND prioritize what to addre…

2. Which term best describes a foundational idea in "AI-Powered Flaky Test Triage and Quarantine"?

   1. quarantine
   2. flaky tests
   3. retry budgets
   4. CI hygiene

3. A learner studying AI-Powered Flaky Test Triage and Quarantine would need to understand which concept?

   1. flaky tests
   2. retry budgets
   3. quarantine
   4. CI hygiene

4. Which of these is directly relevant to AI-Powered Flaky Test Triage and Quarantine?

   1. flaky tests
   2. quarantine
   3. CI hygiene
   4. retry budgets

5. Which of the following is a key point about AI-Powered Flaky Test Triage and Quarantine?

   1. Cluster failed CI runs by stack-trace fingerprint.
   2. Suggest likely root causes (timing, ordering, resource).
   3. Draft a quarantine PR with TODO and owner.
   4. mutation testing

6. What is one important takeaway from studying AI-Powered Flaky Test Triage and Quarantine?

   1. Decide acceptable flake rate for your team.
   2. Confirm that a 'fix' is real without re-running the test many times.
   3. mutation testing
   4. Designer-led prototypes that real code can be forked from

7. What is the key insight about "Flake clusterer" in the context of AI-Powered Flaky Test Triage and Quarantine?

   1. mutation testing
   2. Designer-led prototypes that real code can be forked from
   3. Given these last 200 CI failures (test name, stack, duration), cluster by likely root cause and rank by frequency.
   4. Tech debt accumulates silently. AI helps surface it AND prioritize what to addre…

8. What is the key insight about "Quarantine has a half-life" in the context of AI-Powered Flaky Test Triage and Quarantine?

   1. mutation testing
   2. Designer-led prototypes that real code can be forked from
   3. Tech debt accumulates silently. AI helps surface it AND prioritize what to addre…
   4. Quarantined tests rot. Set a hard expiration so AI-suggested quarantines auto-fail CI after 14 days unless re-triaged.

9. Which statement accurately describes an aspect of AI-Powered Flaky Test Triage and Quarantine?

   1. AI is good at clustering flakes by symptom; humans still decide quarantine policy.
   2. mutation testing
   3. Designer-led prototypes that real code can be forked from
   4. Tech debt accumulates silently. AI helps surface it AND prioritize what to addre…

10. Which best describes the scope of "AI-Powered Flaky Test Triage and Quarantine"?

    1. It is unrelated to ai-coding workflows
    2. It focuses on Patterns for letting Claude classify flakes, propose fixes, and manage a quarantine list.
    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 AI-Powered Flaky Test Triage and Quarantine?

    1. mutation testing
    2. Designer-led prototypes that real code can be forked from
    3. What AI does well here
    4. Tech debt accumulates silently. AI helps surface it AND prioritize what to addre…

12. Which section heading best belongs in a lesson about AI-Powered Flaky Test Triage and Quarantine?

    1. mutation testing
    2. Designer-led prototypes that real code can be forked from
    3. Tech debt accumulates silently. AI helps surface it AND prioritize what to addre…
    4. What AI cannot do

13. Which of the following is a concept covered in AI-Powered Flaky Test Triage and Quarantine?

    1. flaky tests
    2. quarantine
    3. retry budgets
    4. CI hygiene

14. Which of the following is a concept covered in AI-Powered Flaky Test Triage and Quarantine?

    1. flaky tests
    2. quarantine
    3. retry budgets
    4. CI hygiene

15. Which of the following is a concept covered in AI-Powered Flaky Test Triage and Quarantine?

    1. flaky tests
    2. quarantine
    3. retry budgets
    4. CI hygiene