Blog - Web Development Articles & Tutorials

AI & Machine Learning Sep 27, 2026 • 4 min read

The Quantization Problem I Didn't Know I Had Until I Tried Running LLMs Locally

I spent three weeks last month trying to serve a 26B parameter model on a single GPU in my test environment. I kept hitting the same wall: the memory just wouldn't cooperate. I'd quantize with one method, get mediocre results. Try another, burn tokens on latency. I was ready to g...

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LLM

Web Development Sep 27, 2026 • 5 min read

Git Pull Killed My Saturday, And What I Learned About Supply Chain Attacks We're Not Ready For

I remember the moment. It was 11 PM on a Friday, and I'd just merged a legitimate PR into our develop branch. Standard stuff. Code review passed, CI ran green, everything looked fine. Then Saturday morning, our security team's automated alerts started screaming. Someone's local m...

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UI Design Git

DevOps & Cloud Sep 26, 2026 • 5 min read

The Day I Realized My CI/CD Pipeline Was Quietly Bleeding Money

I spent three years assuming my deployment infrastructure was someone else's problem. I'd push code to GitHub, a pipeline would spin up somewhere in the cloud, and a few minutes later my app was live. It felt magical. It wasn't until I joined a team where the DevOps costs were ac...

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Startups AWS

AI & Machine Learning Sep 26, 2026 • 5 min read

Why I Stopped Waiting for My AI to Answer Me

I catch myself doing this at least twenty times a day. I'm in VS Code, reading through some API documentation. I need Claude to explain a function signature. I open a new tab. I copy the text. I paste it into Claude. I wait for the response. I copy the answer. I switch back. I pa...

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Claude LLM

Web Development Sep 26, 2026 • 4 min read

I Finally Understand Why My PRDs Keep Dying in Production

Two years ago, I watched a payment feature I built fail spectacularly because "instant refunds" meant something completely different to our finance team than it did to me. The PM wrote "instant," I designed async eventual consistency, and we shipped a system that technically work...

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LLM Compliance

DevOps & Cloud Sep 25, 2026 • 4 min read

Stop Learning Kubernetes Before You've Actually Built Anything With Docker

I made this mistake three years ago, and I'm still annoyed at myself about it. I spent two weeks grinding through Kubernetes tutorials, watching videos about pods and deployments, setting up a local kind cluster, and feeling progressively more confused about why everything felt s...

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Startups Career Growth

Tech News Sep 25, 2026 • 4 min read

Stop Grinding LeetCode and Start Building: What Actually Gets You Hired in 2026

I failed a system design round last year. Not because I didn't know what load balancing was, I could recite distributed systems concepts all day, but because I couldn't articulate why I'd make certain tradeoffs in a real scenario I'd never actually faced. Sitting across from an int...

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JavaScript

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

Fine-Tuning LLMs Locally Isn't Magic, But Unsloth Studio Made It Accessible Enough That I Actually Tried It

Last month, I found myself in a familiar situation: a client needed their chatbot to understand domain-specific terminology that no amount of RAG could fully solve. The obvious path was to call an API, pay per token, and hope the model didn't hallucinate. But I kept thinking, what...

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Claude LLM

Web Development Sep 25, 2026 • 4 min read

I Rebuilt a WordPress Theme and Realized I'd Been Cargo-Culting Dependencies for Years

Last year, I inherited a WordPress site for a client that was running on a theme with a build pipeline so complex that even the original developer couldn't explain why half of it existed. Tailwind, PostCSS, Autoprefixer, Alpine.js, all for a simple blog theme. When a new WordPress...

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JavaScript UI Design

Web Development Sep 10, 2026 • 4 min read

Stop Selling Your Code. Start Selling Solutions.

I've been grinding as a freelancer in Islamabad for five years now, and I've made every mistake in the book. I've spent weeks perfecting a portfolio that nobody reads. I've engaged in architecture debates with CTOs that went nowhere. I've underbid jobs and overworked myself becau...

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Career Growth

Blog & Articles

The Quantization Problem I Didn't Know I Had Until I Tried Running LLMs Locally

Git Pull Killed My Saturday, And What I Learned About Supply Chain Attacks We're Not Ready For

The Day I Realized My CI/CD Pipeline Was Quietly Bleeding Money

Why I Stopped Waiting for My AI to Answer Me

I Finally Understand Why My PRDs Keep Dying in Production

Stop Learning Kubernetes Before You've Actually Built Anything With Docker

Stop Grinding LeetCode and Start Building: What Actually Gets You Hired in 2026

Fine-Tuning LLMs Locally Isn't Magic, But Unsloth Studio Made It Accessible Enough That I Actually Tried It

I Rebuilt a WordPress Theme and Realized I'd Been Cargo-Culting Dependencies for Years

Stop Selling Your Code. Start Selling Solutions.

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