Codex Prompt Patterns That Actually Work

End-of-lesson check

15 questions · take it digitally for instant feedback at tendril.neural-forge.io/learn/quiz/end-codex-prompt-patterns-creators

1. What is the core idea behind "Codex Prompt Patterns That Actually Work"?

   1. Five battle-tested prompt patterns for Codex that produce small, reviewable diffs instead of sprawling rewrites.
   2. Reproducibility — the same prompt and code produce the same diff or fail loudly
   3. Specific dollar amounts will shift, but the cost structure of Codex has a stable…
   4. Tool calls are logged so you can audit what the agent did

2. Which term best describes a foundational idea in "Codex Prompt Patterns That Actually Work"?

   1. test-first
   2. constraint prompt
   3. audit
   4. two-pass

3. A learner studying Codex Prompt Patterns That Actually Work would need to understand which concept?

   1. constraint prompt
   2. audit
   3. test-first
   4. two-pass

4. Which of these is directly relevant to Codex Prompt Patterns That Actually Work?

   1. constraint prompt
   2. test-first
   3. two-pass
   4. audit

5. Which of the following is a key point about Codex Prompt Patterns That Actually Work?

   1. Save the five patterns as snippets in your editor
   2. For your next 10 Codex tasks, label each with the pattern you used
   3. Track which patterns produced PRs you merged without changes
   4. Promote your team's top three to a shared prompt library

6. Which of these does NOT belong in a discussion of Codex Prompt Patterns That Actually Work?

   1. For your next 10 Codex tasks, label each with the pattern you used
   2. Reproducibility — the same prompt and code produce the same diff or fail loudly
   3. Track which patterns produced PRs you merged without changes
   4. Save the five patterns as snippets in your editor

7. What is the key insight about "Constraint prompt" in the context of Codex Prompt Patterns That Actually Work?

   1. Reproducibility — the same prompt and code produce the same diff or fail loudly
   2. Specific dollar amounts will shift, but the cost structure of Codex has a stable…
   3. Goal: <change>. Scope: <files>. Constraints: do NOT modify <off-limits>. Do NOT add new dependencies.
   4. Tool calls are logged so you can audit what the agent did

8. What is the key insight about "Test-first prompt" in the context of Codex Prompt Patterns That Actually Work?

   1. Reproducibility — the same prompt and code produce the same diff or fail loudly
   2. Specific dollar amounts will shift, but the cost structure of Codex has a stable…
   3. Tool calls are logged so you can audit what the agent did
   4. Phase 1: write failing tests that capture the new behavior in <test path>. Stop. Do NOT implement.

9. What is the key insight about "Explanation-only prompt" in the context of Codex Prompt Patterns That Actually Work?

   1. Read <files>. Explain what this code does, what its inputs and outputs are, and three risks. Do NOT edit.
   2. Reproducibility — the same prompt and code produce the same diff or fail loudly
   3. Specific dollar amounts will shift, but the cost structure of Codex has a stable…
   4. Tool calls are logged so you can audit what the agent did

10. Which statement accurately describes an aspect of Codex Prompt Patterns That Actually Work?

    1. Reproducibility — the same prompt and code produce the same diff or fail loudly
    2. If every Codex task starts as a freeform sentence, your team's results will be noisy.
    3. Specific dollar amounts will shift, but the cost structure of Codex has a stable…
    4. Tool calls are logged so you can audit what the agent did

11. What does working with Codex Prompt Patterns That Actually Work typically involve?

    1. Reproducibility — the same prompt and code produce the same diff or fail loudly
    2. Specific dollar amounts will shift, but the cost structure of Codex has a stable…
    3. The big idea: prompt patterns are templates, not magic. Standardize them and your team's Codex output gets predictably good.
    4. Tool calls are logged so you can audit what the agent did

12. Which best describes the scope of "Codex Prompt Patterns That Actually Work"?

    1. It is unrelated to tools workflows
    2. It applies only to the opposite beginner tier
    3. It was deprecated in 2024 and no longer relevant
    4. It focuses on Five battle-tested prompt patterns for Codex that produce small, reviewable diffs instead of sprawli

13. Which section heading best belongs in a lesson about Codex Prompt Patterns That Actually Work?

    1. Pattern 1 — The constraint prompt
    2. Reproducibility — the same prompt and code produce the same diff or fail loudly
    3. Specific dollar amounts will shift, but the cost structure of Codex has a stable…
    4. Tool calls are logged so you can audit what the agent did

14. Which section heading best belongs in a lesson about Codex Prompt Patterns That Actually Work?

    1. Reproducibility — the same prompt and code produce the same diff or fail loudly
    2. Pattern 2 — The test-first prompt
    3. Specific dollar amounts will shift, but the cost structure of Codex has a stable…
    4. Tool calls are logged so you can audit what the agent did

15. Which section heading best belongs in a lesson about Codex Prompt Patterns That Actually Work?

    1. Reproducibility — the same prompt and code produce the same diff or fail loudly
    2. Specific dollar amounts will shift, but the cost structure of Codex has a stable…
    3. Pattern 3 — The explanation-only prompt
    4. Tool calls are logged so you can audit what the agent did