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AI & Machine Learning Jun 17, 2026 • 4 min read

The Deployment Simulation Problem I Wish I'd Known About Earlier

I ship a lot of code. Between client projects and side work in Islamabad, I probably push to production 3-4 times a week. And every single time, there's this moment of held breath—when you've tested locally, run your test suite, got code review approval, but you're about to let r...

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Web Development Jun 17, 2026 • 4 min read

I Picked the Wrong Database Twice—Here's What I Actually Learned

Three years ago, I spent two weeks optimizing a MySQL database that fundamentally wasn't built for what we were doing. We were running analytical queries on user behavior, aggregating data across millions of records, and MySQL was gasping like it was running uphill. The real kick...

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DevOps & Cloud Jun 16, 2026 • 4 min read

DRA Finally Grew Up: Why I'm Actually Excited About Kubernetes Resource Management Again

I spent three hours last week debugging why a GPU pod kept getting scheduled on a node that didn't have the accelerator it requested. The pod would sit there pending, the logs were useless, and I had to ssh into the cluster to inspect the actual driver state manually. It was the...

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Design & UX Jun 16, 2026 • 5 min read

The Myth of the Mystical Developer: Why Process Beats Inspiration Every Time

I was three hours into debugging a payment integration at 11 PM last Tuesday when something clicked. Not the code—the architecture. The entire system suddenly made sense, and I wrote the solution in twenty minutes. The next morning, I almost didn't commit it because I felt like a...

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Tech News Jun 16, 2026 • 4 min read

I Built Search Features for Years—Meta's AI Mode Just Reminded Me Why I'm Worried

Last week, I was debugging a search feature in one of my side projects when a user reported something that's been stuck in my head: they asked the system "Is it safe to give my cat ibuprofen?" and got back synthesized information from random forum posts that were, frankly, contra...

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AI & Machine Learning Jun 16, 2026 • 5 min read

Stop Blaming Claude: Your Codebase Is the Real Problem

Last week, I spent three hours debugging a Claude-generated feature that looked perfect on paper. The agent had created duplicate API call logic scattered across three different modules instead of consolidating it into a service layer I'd already built. My first instinct? Blame t...

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Web Development Jun 16, 2026 • 4 min read

I Finally Stopped Bleeding Money on Datadog—And Why Grafana Cloud Might Be Your Exit

I was sitting in a budget review meeting six months ago when our finance person casually mentioned we were spending $18,000 per year on Datadog for a team of five engineers. My stomach dropped. We were getting good observability out of it, sure, but $18,000 annually for the scale...

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DevOps & Cloud Jun 15, 2026 • 4 min read

Storage in Kubernetes Stopped Being An Afterthought, and That Changes Everything

I remember the exact moment I realized Kubernetes storage was becoming a real problem at work. We had a containerized PostgreSQL instance running in production, and a developer asked the most innocent question: "Can we take a snapshot of just this database without shutting it dow...

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Design & UX Jun 15, 2026 • 4 min read

AI for Accessibility Isn't the Enemy—It's Just Complicated

I was building an image upload feature last month when my designer flagged something. A user with low vision had submitted feedback saying the auto-generated alt text was useless—it just said "photo" for everything. I immediately thought, "Great, another reason to blame AI." But...

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AI & Machine Learning Jun 15, 2026 • 4 min read

Self-Play Changed How I Think About Training Systems (And It Should Change How You Build Yours)

Last year, I was stuck. I'd built a recommendation system for a client that hit a plateau around 73% accuracy, and no amount of tweaking the supervised learning pipeline seemed to break through. We had the best dataset money could buy, hired contractors to label edge cases, and i...

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Blog & Articles

The Deployment Simulation Problem I Wish I'd Known About Earlier

I Picked the Wrong Database Twice—Here's What I Actually Learned

DRA Finally Grew Up: Why I'm Actually Excited About Kubernetes Resource Management Again

The Myth of the Mystical Developer: Why Process Beats Inspiration Every Time

I Built Search Features for Years—Meta's AI Mode Just Reminded Me Why I'm Worried

Stop Blaming Claude: Your Codebase Is the Real Problem

I Finally Stopped Bleeding Money on Datadog—And Why Grafana Cloud Might Be Your Exit

Storage in Kubernetes Stopped Being An Afterthought, and That Changes Everything

AI for Accessibility Isn't the Enemy—It's Just Complicated

Self-Play Changed How I Think About Training Systems (And It Should Change How You Build Yours)

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