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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

Prompt Chaining Strategies — Quick Check

Prompt Engineering Deep Dive
Advanced Architecture
Prompt Chaining Strategies
Prompt Chaining Strategies — Quick Check

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Question 1 of 3

1. Question

You ask Claude in one prompt to ‘research our competitor’s pricing, analyze the gaps, and draft a positioning memo.’ The memo reads well but the pricing facts buried in it are wrong. What would chaining have caught?

Nothing — chaining doesn't help with accuracy
Correct Incorrect Correct answer

The research stage would have been a separate, inspectable checkpoint before the analysis and memo built on top of it
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Chaining only helps with formatting, not facts
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You'd need a different AI model entirely
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Question 2 of 3

2. Question

A colleague chains a simple two-line rewrite task into three separate prompts ‘for quality.’ Is this a good use of chaining?

Yes, more stages always means higher quality
Correct Incorrect Correct answer

No — chaining adds overhead and is best reserved for tasks where independent verification between stages actually matters
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Yes, but only if each stage uses a different persona
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No, chaining should never be used for writing tasks
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Question 3 of 3

3. Question

When passing output from one link in a chain to the next, what format is generally most effective?

Long flowing prose, to preserve nuance
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Structured output like numbered lists or labeled sections that are easy to paste and reference in the next prompt
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Always JSON, regardless of the task
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It doesn't matter as long as the words are the same
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