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Jeff Reese

20 years shipping software. Building AI tools, teaching engineers to use them. Now writing about context engineering and the patterns that emerge when you treat AI configuration as real engineering.

Work

Pure Context, LLC

I Built a Custom App in a Day. That Is Not the Interesting Part.

I Built a Custom App in a Day. That Is Not the Interesting Part.

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4 min read

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Spec-Driven Development

Spec-Driven Development

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5 min read
When to NOT Use AI

When to NOT Use AI

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5 min read
Long Context vs RAG: When to Load the Whole Book

Long Context vs RAG: When to Load the Whole Book

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6 min read
Embeddings: How AI Knows Things Are Similar

Embeddings: How AI Knows Things Are Similar

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6 min read
Tool Use: Giving AI Hands

Tool Use: Giving AI Hands

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5 min read
Why Your Prompt Works in ChatGPT But Not in Your App

Why Your Prompt Works in ChatGPT But Not in Your App

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5 min read
Structured Output: When You Need JSON, Not Prose

Structured Output: When You Need JSON, Not Prose

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5 min read
How Rules and Skills Actually Work in Claude Code

How Rules and Skills Actually Work in Claude Code

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8 min read
Debugging a Prompt: When the Output Keeps Missing

Debugging a Prompt: When the Output Keeps Missing

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7 min read
Multi-Turn Conversations: Designing a Back-and-Forth

Multi-Turn Conversations: Designing a Back-and-Forth

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6 min read
Chain-of-Thought: Teaching AI to Reason Out Loud

Chain-of-Thought: Teaching AI to Reason Out Loud

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5 min read
Few-Shot Prompting: Show, Don't Describe

Few-Shot Prompting: Show, Don't Describe

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4 min read
Everyone Keeps Saying "RAG." What Does It Mean?

Everyone Keeps Saying "RAG." What Does It Mean?

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5 min read
What is MCP and Why Should I Care?

What is MCP and Why Should I Care?

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4 min read
What is an "Agent" and Do I Actually Need One?

What is an "Agent" and Do I Actually Need One?

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4 min read
Why Does AI Just... Make Stuff Up?

Why Does AI Just... Make Stuff Up?

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4 min read
Why Does My AI Keep "Forgetting" Things?

Why Does My AI Keep "Forgetting" Things?

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4 min read
The Instruction Manual Your AI Never Got

The Instruction Manual Your AI Never Got

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4 min read
My Prompt Library is Getting Unruly. Help!

My Prompt Library is Getting Unruly. Help!

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4 min read
What Makes a Good Prompt "Good"?

What Makes a Good Prompt "Good"?

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5 min read
Do I Really Need to Care Which AI I Use?

Do I Really Need to Care Which AI I Use?

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5 min read
I Built Multi-Agent Collaboration Before Agent Teams Existed. Here is What I Learned.

I Built Multi-Agent Collaboration Before Agent Teams Existed. Here is What I Learned.

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5 min read
What the Hell is a Token?

What the Hell is a Token?

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4 min read
Re-entry Vectors and the Basin of Attraction

Re-entry Vectors and the Basin of Attraction

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7 min read
Your Conversations Are Not Gone

Your Conversations Are Not Gone

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3 min read
SOLID Principles for AI Config

SOLID Principles for AI Config

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4 min read
I Built a Tool That Builds Tools

I Built a Tool That Builds Tools

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4 min read
Meet Cairn

Meet Cairn

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7 min read
Externalizing State

Externalizing State

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4 min read
My AI Does Not Have a Clock

My AI Does Not Have a Clock

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5 min read
From Early Adopter to AI Instructor: Teaching 500 Engineers to Build with LLMs

From Early Adopter to AI Instructor: Teaching 500 Engineers to Build with LLMs

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3 min read
Rules vs Skills in Claude Code

Rules vs Skills in Claude Code

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5 min read
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