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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

Chain-of-Thought Deep Dive — Quick Check

Prompt Engineering Deep Dive
Reasoning & Control
Chain-of-Thought Deep Dive
Chain-of-Thought Deep Dive — Quick Check

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Question 1 of 3

1. Question

You’re asking Claude to write a punchy one-line tagline for a product launch, and you’ve added ‘think through this step by step’ out of habit. What’s the likely effect?

It will always improve the tagline
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It may make the output more mechanical or literal, since tagline writing is a judgment/taste task rather than a sequential-logic task
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It has no effect either way, ever
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It will make Claude refuse the task
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Question 2 of 3

2. Question

You’re debugging a financial model where an error in an early calculation would silently break every number after it. What prompting approach best fits this task?

Skip reasoning entirely and just ask for the final number
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Structured chain-of-thought with explicit, numbered steps so each intermediate calculation can be inspected
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Ask for a creative reinterpretation of the numbers
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Use the shortest possible prompt
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Question 3 of 3

3. Question

What’s the main advantage of structured CoT (explicit numbered steps you define) over generic ‘think step by step’?

Structured CoT is always shorter to write
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It constrains the reasoning path, producing more consistent, auditable results across repeated runs
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There is no real difference between them
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Generic CoT only works with math problems
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