Blog - Web Development Articles & Tutorials

Web Development Aug 31, 2026 • 4 min read

Why I'm Rethinking How We Bill LLM Work at Scale

I got a message from our finance team last week asking why one batch summarization job cost 3x more than another, even though they processed similar data. I couldn't answer them without digging through logs for twenty minutes. That's when I realized we've built the entire LLM int...

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Startups LLM

Web Development Aug 30, 2026 • 5 min read

The Agent Revolution Isn't Coming, It's Here, and the Pricing Tells the Real Story

I spent last Friday debugging a security scanner that kept refusing to explain its own findings. It would flag a vulnerability, then hit some invisible wall and clam up. I got frustrated, filed a bug report, then realized, that wasn't a bug. That was intentional. And last week, I...

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OpenAI ChatGPT

Web Development Aug 29, 2026 • 4 min read

I Built a RAG System for My Client. Then Production Happened.

Six months ago, I pitched my client on a slick RAG architecture. Index their documentation, connect it to an LLM, done. They'd have an AI assistant that could answer questions about their policies instantly. I was confident. I'd read all the right articles. I knew the theory.

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LLM Enterprise Software

Web Development Aug 28, 2026 • 4 min read

Stop Learning AI Theory and Start Breaking Things Instead

I spent three months last year watching YouTube tutorials about neural networks. Machine learning, transformers, attention mechanisms, I consumed it all like some kind of knowledge addict. Then I tried to build something real, and I hit a wall so hard it broke my keyboard.

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LLM OpenAI

Web Development Aug 27, 2026 • 5 min read

Stop Hiding Behind "Cloud is Easier": The LLM Architecture Decision I Actually Had to Make

Last month, a client asked me to build a document analysis feature for their compliance platform. They wanted AI-powered categorization of sensitive financial documents. My first instinct? Spin up Claude API, done in an afternoon. Then their legal team said: "Nothing leaves our s...

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Claude Startups

Web Development Aug 26, 2026 • 4 min read

Building for Anxiety: Why Pawsitive Taught Me Something About Good Product Design

I've built a lot of applications in my career, dashboards, e-commerce platforms, admin panels. Most of them solve practical problems: make data visible, process transactions faster, streamline workflows. But last week, I read about an app that solved something I hadn't really thou...

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UX Design Career Growth

AI & Machine Learning Aug 25, 2026 • 5 min read

Why I'm Building Local AI Agents Now (And Why You Should Consider It)

I spent the last two weeks trying to explain to our compliance officer why sending insurance claim data to OpenAI's API is a non-starter for our product roadmap. She pulled out a regulatory document, I pulled out a cost projection, and we both realized we were talking past each o...

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LLM OpenAI

Web Development Aug 25, 2026 • 5 min read

Stop Letting Your API Documentation Be a Game of Telephone With AI

I was debugging a Claude integration last month when something clicked, Claude was recommending features of my own product that I'd deprecated two years ago. The model had scraped some old blog post ranking high on Google, treated it as gospel, and confidently told a user to use s...

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Claude LLM

AI & Machine Learning Aug 24, 2026 • 4 min read

I Finally Understand Why Everyone's Obsessed With Hugging Face Transformers (And Why You Should Care)

Last month, I got a request from a client to build a feature that automatically generates summaries of user-submitted articles. My first instinct? Panic. I started Googling "how to train NLP models" and immediately got lost in research papers about attention mechanisms and tokeni...

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Python Machine Learning

Web Development Aug 24, 2026 • 5 min read

I Built a Private Health App in the Browser, And I'm Actually Impressed It Works

A few months ago, a friend asked me to help build a health logging app for his startup. My first instinct? Spin up a Node backend, throw it on AWS, use some managed LLM API. Standard playbook. Then he mentioned the regulatory requirements, the compliance overhead, and the fact th...

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Startups AWS

Blog & Articles

Why I'm Rethinking How We Bill LLM Work at Scale

The Agent Revolution Isn't Coming, It's Here, and the Pricing Tells the Real Story

I Built a RAG System for My Client. Then Production Happened.

Stop Learning AI Theory and Start Breaking Things Instead

Stop Hiding Behind "Cloud is Easier": The LLM Architecture Decision I Actually Had to Make

Building for Anxiety: Why Pawsitive Taught Me Something About Good Product Design

Why I'm Building Local AI Agents Now (And Why You Should Consider It)

Stop Letting Your API Documentation Be a Game of Telephone With AI

I Finally Understand Why Everyone's Obsessed With Hugging Face Transformers (And Why You Should Care)

I Built a Private Health App in the Browser, And I'm Actually Impressed It Works

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