Articles

Blog & Articles

Thoughts on web development, tutorials, and industry insights

I've Been Prompting AI Wrong, and It's Costing Me
Web Development • 5 min read

I've Been Prompting AI Wrong, and It's Costing Me

Last month, I spent twenty minutes crafting the perfect prompt for Claude to refactor a payment module. I included verification instructions, step-by-step guidance, explicit constraints in ALL CAPS, and even a "double-check your work" clause at the end. The response came back sol...

Read More →
Claude ChatGPT
The AI Model Speedrun Just Changed How I Price My Agent Systems
Web Development • 4 min read

The AI Model Speedrun Just Changed How I Price My Agent Systems

Last month, I deployed an AI agent system for a client that needed to classify documents at scale. I picked Claude because, frankly, it was the safe choice, everyone uses it, the benchmarks looked solid, and I didn't want to bet my reputation on chasing the latest frontier model....

Read More →
Claude Career Growth
The SEO Playbook I Ignored Until My Client's Traffic Tanked
Web Development • 5 min read

The SEO Playbook I Ignored Until My Client's Traffic Tanked

I had a conversation with a client last month that forced me to confront something I'd been quietly avoiding. Their website was ranking #1 for their primary keyword in Islamabad, yet their phone wasn't ringing like it used to. I assumed it was seasonal. Then they showed me their...

Why I'm Rethinking How We Bill LLM Work at Scale
Web Development • 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...

Read More →
Startups LLM
I Built a RAG System for My Client. Then Production Happened.
Web Development • 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.

Read More →
LLM Enterprise Software

Stay Updated

Get notified about new articles and tutorials.

Search Articles