Blog - Web Development Articles & Tutorials

Web Development Aug 8, 2026 • 4 min read

AI Didn't Replace Me, But It Did Change How I Think About My Job

Three months ago, I caught myself staring at a pull request that an LLM generated. It was technically correct. The logic was sound. The performance was acceptable. And I realized I had absolutely no idea if it was *good* or just… passable. That moment stuck with me more than any...

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Claude ChatGPT

AI & Machine Learning Aug 7, 2026 • 5 min read

I Was Wrong About Open-Source AI Models, Qwen3.8 Max Just Proved It

I spent the last two years telling anyone who'd listen that open-source AI models were a "nice experiment" but fundamentally limited for production work. Chat applications? Sure, run them locally. But serious agentic tasks, the kind where an AI needs to plan, use tools, recover...

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Claude Python

Web Development Aug 7, 2026 • 5 min read

Stop Clicking Through AWS Console: Why I Finally Automated My RAG Pipeline

I spent three weeks last year building a "Chat with PDF" prototype. Manually. Through the AWS Console. Click by click, creating S3 buckets, configuring OpenSearch Serverless, wiring up Bedrock Knowledge Bases, the whole circus. It worked fine for a proof of concept, but then my ma...

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AWS LLM

AI & Machine Learning Aug 6, 2026 • 5 min read

I Tested 10 AI Models on Real Production Data, Here's Why the Hype Doesn't Match Reality

Last month, I spent two weeks trying to replace my XGBoost pipeline with Claude. The pitch was simple: Claude's newer, smarter, and it handles reasoning better. My team wanted to unify our infrastructure. By week two, I had my answer, and it wasn't what I expected.

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Claude ChatGPT

Web Development Aug 6, 2026 • 4 min read

The Supply Chain Attack Nobody Tells You About: How I Learned npm ci Isn't Actually Clean

I was debugging a production incident last year when a colleague casually mentioned, "Yeah, we're running `npm ci --ignore-scripts` now. Should be safe." I nodded along, but something in that statement bothered me. We were treating a flag like it was a silver bullet, a get-out-of-...

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Claude AWS

Tech News Aug 5, 2026 • 5 min read

The DevOps Role Nobody Really Agrees On (And Why That's Actually The Point)

I spent three years thinking I understood what a DevOps engineer was. Then I hired one, and realized I had no idea what to actually ask them to do.

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Startups Kubernetes

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

Why I Finally Stopped Blaming AI for Bugs It Never Made

Last month, I spent three hours debugging what I thought was a ChatGPT hallucination. A authentication flow was failing silently, the token wasn't persisting, and I was convinced the AI had generated some fundamentally broken logic. I was ready to rewrite the whole thing from scr...

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Startups Claude

Web Development Aug 5, 2026 • 4 min read

I Finally Did the Math on Self-Hosted AI, and It Changed What I'll Recommend to Clients

Last month, a client asked me the question that's haunting every development team right now: "Can we switch to open-source AI models and cut our API bills in half?" I nodded and said I'd look into it. Honestly, I was expecting to come back with a "technically possible but not wor...

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Claude AWS

Career & Growth Aug 4, 2026 • 4 min read

When a Fellowship Teaches You That Structure Matters More Than Stack Knowledge

I spent last year watching a junior developer I know grind through online courses, Docker tutorials, Linux command-line deep dives, container orchestration frameworks, only to hit a wall when it came to actually landing a job. They knew the technical bits. They could explain overla...

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Career Growth Kubernetes

DevOps & Cloud Aug 4, 2026 • 4 min read

The Question Nobody Asks Until Production Breaks: Who Actually Deploys This Thing?

I had a small panic attack at 2 AM last month. A payment processing service I'd built was running perfectly in staging, tests passed, the Docker image was sitting in our registry looking clean and ready. Then someone asked the question that made my stomach drop: "Okay, how do we...

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Blog & Articles

AI Didn't Replace Me, But It Did Change How I Think About My Job

I Was Wrong About Open-Source AI Models, Qwen3.8 Max Just Proved It

Stop Clicking Through AWS Console: Why I Finally Automated My RAG Pipeline

I Tested 10 AI Models on Real Production Data, Here's Why the Hype Doesn't Match Reality

The Supply Chain Attack Nobody Tells You About: How I Learned npm ci Isn't Actually Clean

The DevOps Role Nobody Really Agrees On (And Why That's Actually The Point)

Why I Finally Stopped Blaming AI for Bugs It Never Made

I Finally Did the Math on Self-Hosted AI, and It Changed What I'll Recommend to Clients

When a Fellowship Teaches You That Structure Matters More Than Stack Knowledge

The Question Nobody Asks Until Production Breaks: Who Actually Deploys This Thing?

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