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Prompt Engineering Deep Dive

Advanced Architecture

Beyond the Four Components

Beyond the Four Components — Quick Check

Prompt Chaining Strategies

Prompt Chaining Strategies — Quick Check

Managing Long Context Effectively

Managing Long Context Effectively — Quick Check

Building a Reusable Prompt Library

Building a Reusable Prompt Library — Quick Check

Reasoning & Control

Chain-of-Thought Deep Dive

Chain-of-Thought Deep Dive — Quick Check

Self-Critique & Refinement Loops

Self-Critique & Refinement Loops — Quick Check

Structured Output with Schemas

Structured Output with Schemas — Quick Check

Constrained Generation Techniques

Constrained Generation Techniques — Quick Check

Applied Patterns & Evaluation

Prompting for Analysis & Research

Prompting for Analysis & Research — Quick Check

Prompting for Brand Voice & Creative Work

Prompting for Brand Voice & Creative Work — Quick Check

Testing & A/B Comparing Prompts

Testing & A/B Comparing Prompts — Quick Check

Capstone — Rebuild Your Top 5 Prompts

Capstone — Rebuild Your Top 5 Prompts — Quick Check

Self-Critique & Refinement Loops — Quick Check

Prompt Engineering Deep Dive
Reasoning & Control
Self-Critique & Refinement Loops
Self-Critique & Refinement Loops — Quick Check

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Question 1 of 3

1. Question

You ask Claude to ‘critique this draft and make it better’ with no further guidance, and get back mild, generic feedback. What’s the most likely fix?

Ask Claude to critique it five more times
Correct Incorrect Correct answer

Replace the vague request with 3-4 specific, named criteria to critique against
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Switch to a different task entirely
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Accept that critique never works
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Question 2 of 3

2. Question

Why does asking Claude to critique its own draft ‘as a skeptical reader who sees fifty of these a day’ tend to surface more useful feedback than a plain critique request?

It doesn't — framing has no effect
Correct Incorrect Correct answer

A different vantage point than the one that generated the draft surfaces different flaws than a same-persona self-review would
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It makes Claude respond faster
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It's required for the critique step to run at all
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Question 3 of 3

3. Question

After one critique-and-revise cycle, a second cycle’s critique starts nitpicking minor word choices instead of finding substantive issues. What does this signal?

You should run five more cycles to be thorough
Correct Incorrect Correct answer

The loop has likely captured most of the available improvement and further cycles have diminishing returns
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The prompt is broken and needs to be rewritten from scratch
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Claude is incapable of self-critique
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