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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
The Parts A Mind Needs That A Chatbot Does Not Have

The Parts A Mind Needs That A Chatbot Does Not Have

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3 min read
What MCP Actually Standardizes, And What It Leaves To You

What MCP Actually Standardizes, And What It Leaves To You

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3 min read
Static or Dynamic: The One Check That Decides Your JavaScript Scraper

Static or Dynamic: The One Check That Decides Your JavaScript Scraper

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3 min read
The Fee Math Behind An Amazon FBA Listing

The Fee Math Behind An Amazon FBA Listing

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2 min read
Marketing Automation For Developers Who Do Not Want To Do Marketing

Marketing Automation For Developers Who Do Not Want To Do Marketing

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3 min read
Four Things the Payment Pricing Page Does Not Tell You

Four Things the Payment Pricing Page Does Not Tell You

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3 min read
What AI Photo Editors Are Actually Doing to Your Image

What AI Photo Editors Are Actually Doing to Your Image

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3 min read
What Self Hosted Messaging Software Has To Get Right

What Self Hosted Messaging Software Has To Get Right

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2 min read
Remote Work Is Normal Now, The Logistics Still Are Not

Remote Work Is Normal Now, The Logistics Still Are Not

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3 min read
What Genetic Algorithms Borrow From Evolution, and What They Leave Out

What Genetic Algorithms Borrow From Evolution, and What They Leave Out

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3 min read
A Workflow Engine That Fits On Three Dollar Hosting

A Workflow Engine That Fits On Three Dollar Hosting

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4 min read
The Real Cost Structure of an AI Agent

The Real Cost Structure of an AI Agent

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3 min read
How AI Quiz Generators Actually Build a Question

How AI Quiz Generators Actually Build a Question

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3 min read
The Grant Programs That Actually Fund Technical Small Businesses

The Grant Programs That Actually Fund Technical Small Businesses

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3 min read
The Science Career Map Nobody Hands You in Undergrad

The Science Career Map Nobody Hands You in Undergrad

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3 min read
Self-Hosted Machine Learning Without the Per-Call Bill

Self-Hosted Machine Learning Without the Per-Call Bill

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3 min read
Self-Hosted Literature Monitoring: Ranking New Papers With Your Own Model

Self-Hosted Literature Monitoring: Ranking New Papers With Your Own Model

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3 min read
Ecommerce Automation Is An Integration Problem, Not A Tooling Problem

Ecommerce Automation Is An Integration Problem, Not A Tooling Problem

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3 min read
Why Your AI Coding Assistant Starts From Zero Every Morning

Why Your AI Coding Assistant Starts From Zero Every Morning

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3 min read
Why Game Economies Break Before The Game Does

Why Game Economies Break Before The Game Does

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3 min read
The Three Channels That Actually Bring In Freelance Clients

The Three Channels That Actually Bring In Freelance Clients

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3 min read
Why Your RAG Pipeline Fails On Real Users

Why Your RAG Pipeline Fails On Real Users

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3 min read
A Turn-Based Multiplayer Server That Fits in One PHP File

A Turn-Based Multiplayer Server That Fits in One PHP File

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4 min read
What Actually Breaks in a Price Monitoring Pipeline

What Actually Breaks in a Price Monitoring Pipeline

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3 min read
When To Make Your First Hire In A Small Business

When To Make Your First Hire In A Small Business

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3 min read
How to Tell Which Business Financing Product You Actually Need

How to Tell Which Business Financing Product You Actually Need

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3 min read
Context Engineering: Deciding What Goes Into the Window

Context Engineering: Deciding What Goes Into the Window

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3 min read
The Second Check Most Teams Skip Before Using A Free Image

The Second Check Most Teams Skip Before Using A Free Image

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3 min read
The Parts Of The Scientific Method That Decide Whether Your Result Means Anything

The Parts Of The Scientific Method That Decide Whether Your Result Means Anything

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3 min read
What Agent Memory Actually Stores, And Why Chat History Is Not It

What Agent Memory Actually Stores, And Why Chat History Is Not It

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4 min read
Why AI Analytics Projects Stall Before Anyone Picks a Model

Why AI Analytics Projects Stall Before Anyone Picks a Model

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3 min read
How Light Actually Carries the Internet

How Light Actually Carries the Internet

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3 min read
Why Your AI Support Agent Keeps Asking the Same Question

Why Your AI Support Agent Keeps Asking the Same Question

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4 min read
Where to Publish a Web Game in 2026

Where to Publish a Web Game in 2026

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3 min read
The Agent Safety Gap Nobody Budgets For

The Agent Safety Gap Nobody Budgets For

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3 min read
Automate the Hand-Offs Before You Automate the Thinking

Automate the Hand-Offs Before You Automate the Thinking

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2 min read
Why Two AI Voice Tools With The Same Demo Sound Different In Production

Why Two AI Voice Tools With The Same Demo Sound Different In Production

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3 min read
The Four Equations That Turned Light Into Physics

The Four Equations That Turned Light Into Physics

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2 min read
What Recurring Billing Actually Has To Handle

What Recurring Billing Actually Has To Handle

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3 min read
Your AI Memory Store Needs a Delete Key

Your AI Memory Store Needs a Delete Key

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4 min read
Your Web Game Should Keep Running When the Network Drops

Your Web Game Should Keep Running When the Network Drops

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3 min read
Why Your Chatbot Forgets Everything Between Sessions

Why Your Chatbot Forgets Everything Between Sessions

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3 min read
Web Game Monetization: The Four Channels That Actually Pay

Web Game Monetization: The Four Channels That Actually Pay

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3 min read
Why Your Code Cannot Be Perfectly Efficient

Why Your Code Cannot Be Perfectly Efficient

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3 min read
How to Read a Research Paper Without Burning an Afternoon

How to Read a Research Paper Without Burning an Afternoon

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3 min read
Why Your LLM Keeps Returning Broken JSON, And What Actually Fixes It

Why Your LLM Keeps Returning Broken JSON, And What Actually Fixes It

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4 min read
What Your Hosting Tier Actually Buys You

What Your Hosting Tier Actually Buys You

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2 min read
Your Agent's Tool Schemas Are Doing More Work Than Your Model

Your Agent's Tool Schemas Are Doing More Work Than Your Model

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3 min read
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
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