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Paul Crinigan

AI integration and memory engineer. I build AI apps, agents, and free developer tools at aiappsapi.com, and web games at abratabia.com.

Joined Joined on  Personal website https://www.aiappsapi.com
Branching Stories Are Expensive, Responsive Ones Are Not

Branching Stories Are Expensive, Responsive Ones Are Not

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2 min read
Guardrails Are Code, Not Prompt Wording

Guardrails Are Code, Not Prompt Wording

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3 min read
Web Game Performance: Where the Milliseconds Actually Go

Web Game Performance: Where the Milliseconds Actually Go

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3 min read
Reading Your Own Numbers: A Statistics Refresher for People Building With AI

Reading Your Own Numbers: A Statistics Refresher for People Building With AI

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2 min read
Shipping Software Without a Dev Team: What Actually Works

Shipping Software Without a Dev Team: What Actually Works

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3 min read
The Five Layers of a Self-Hosted AI Stack

The Five Layers of a Self-Hosted AI Stack

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2 min read
How to Choose an AI Image Generator Without Wasting Credits

How to Choose an AI Image Generator Without Wasting Credits

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2 min read
Why a Self-Learning Agent Should Not Trust Its First Success

Why a Self-Learning Agent Should Not Trust Its First Success

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3 min read
Why Scientific Python Is a Different Stack Than Web Python

Why Scientific Python Is a Different Stack Than Web Python

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2 min read
Why Your AI Assistant Forgets, and What a Memory Layer Actually Has to Do

Why Your AI Assistant Forgets, and What a Memory Layer Actually Has to Do

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3 min read
What Running Your Own Email Sender Actually Involves

What Running Your Own Email Sender Actually Involves

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3 min read
Why Playwright Became the Default for New Browser Automation Projects

Why Playwright Became the Default for New Browser Automation Projects

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3 min read
Why We Build Browser Games on Three.js

Why We Build Browser Games on Three.js

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1 min read
Why AI Web Scrapers Survive Site Redesigns (and Scripts Don't)

Why AI Web Scrapers Survive Site Redesigns (and Scripts Don't)

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1 min read
Retention Is the Cheapest Growth Most Stores Ignore

Retention Is the Cheapest Growth Most Stores Ignore

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1 min read
How AI Agents Actually Work

How AI Agents Actually Work

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1 min read
The Three Numbers That Fix Ecommerce Inventory

The Three Numbers That Fix Ecommerce Inventory

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1 min read
The four parts of a prompt you can actually trust

The four parts of a prompt you can actually trust

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1 min read
Why AI Browser Agents Survive Site Redesigns (and Scripts Don't)

Why AI Browser Agents Survive Site Redesigns (and Scripts Don't)

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1 min read
Why AI Memory Is an Architecture Problem, Not a Database Problem

Why AI Memory Is an Architecture Problem, Not a Database Problem

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1 min read
Game AI Is Not Academic AI: A Practical Map of NPC Behavior

Game AI Is Not Academic AI: A Practical Map of NPC Behavior

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1 min read
Machine Learning Basics: Pick the Problem Type First

Machine Learning Basics: Pick the Problem Type First

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1 min read
AI Memory Is Not Just a Bigger Context Window

AI Memory Is Not Just a Bigger Context Window

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1 min read
How to tell a production ready open source AI agent from a demo

How to tell a production ready open source AI agent from a demo

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1 min read
Your First MCP Server Is Easy. The Second One Is the Problem

Your First MCP Server Is Easy. The Second One Is the Problem

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1 min read
Your LLM Cannot Tell When It Is Wrong, Build for That

Your LLM Cannot Tell When It Is Wrong, Build for That

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The Three Algorithm Families Behind Almost Every Generated Game World

The Three Algorithm Families Behind Almost Every Generated Game World

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1 min read
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