Blog - Web Development Articles & Tutorials

AI & Machine Learning Jul 14, 2026 • 5 min read

Stop Trusting the Hallucination: Why I'm Rethinking RAG for Sensitive Data

I spent three hours last week debugging why a financial document chatbot we built was confidently citing paragraphs that didn't exist. The client caught it. Their compliance officer was not amused. That's when I realized we'd shipped a system that was worse than useless, it was *c...

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Claude OpenAI

Web Development Jul 14, 2026 • 4 min read

Building Trust Into Software: What Pollux Taught Me About Real-Time Data Systems

Last month, I was debugging a live dashboard for a client that tracks adoption metrics across different regions. The numbers were updating beautifully, real-time, fast, gorgeous UI. Then someone asked me: "How do we know these numbers aren't being gamed?" I didn't have a good answ...

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UI Design UX Design

Career & Growth Jul 13, 2026 • 4 min read

Platform Teams Are Either Multipliers or Parasites, I've Seen Both

I spent three months last year watching a platform team slowly strangle our velocity. They were well-intentioned, smart people, but they'd created a centralized logging system that required us to go through them for every production incident. Their ticket queue was backed up to t...

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Productivity Compliance

DevOps & Cloud Jul 13, 2026 • 4 min read

The Failure Mode Nobody's Testing For: Why AWS's Zonal Shift Changed How I Think About Resilience

I was on-call at 2am last month when something weird happened. Our error rate spiked, but only for one service. The zone that hosted it wasn't down, it was just… slow. The health checks passed. The circuit breakers didn't trip. So we didn't do anything, because the alarm threshold...

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AWS Career Growth

Design & UX Jul 13, 2026 • 4 min read

I Built an AI App That Failed, and It Wasn't Because the AI Wasn't Smart Enough

Three months into building an AI-powered tool at my day job, I watched our engagement metrics collapse like a poorly-structured database query. We had sophisticated language models, beautiful UI, and the kind of feature set that looked impressive in demos. By week three, retentio...

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UI Design Productivity

Programming Jul 13, 2026 • 4 min read

Stop Fighting Android's Battery Management, It's Smarter Than Your App

I was debugging a location-based feature last year when I realized something that should have been obvious: I was asking the operating system to do something it actively didn't want to do. My app was hammering the GPS radio every few minutes, the battery was draining like someone...

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Tech News Jul 13, 2026 • 4 min read

We're Building Payment Systems Without the Receipts

Last year, I spent three weeks debugging a payment flow that "worked" in staging but mysteriously failed for certain merchants in production. The logs showed the transaction went through. The database confirmed the charge. But when the merchant disputed it, we couldn't prove what...

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AWS JavaScript

AI & Machine Learning Jul 13, 2026 • 5 min read

I Built An Event Bus For My Monitoring System. Then I Tore It Out.

Last year, I spent three weeks building what I thought was the "right" architecture for monitoring a fleet of microservices. The design was clean, everything emitted events to a central bus, a single source of truth. It felt sophisticated. It felt correct. Six months later, I was...

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JavaScript

Web Development Jul 13, 2026 • 5 min read

Stop Shipping Skills on Vibes, You Need Actual Metrics

Last month, I spent three days building what I thought was a killer Claude skill for handling API documentation generation. It looked good. The outputs *felt* right. I shipped it to production feeling genuinely confident. Two weeks later, I noticed it was making things worse in e...

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Claude LLM

Career & Growth Jul 12, 2026 • 4 min read

I Stopped Writing Code and Started Making Decisions, Here's What Changed

Two years into my first job, I could ship features in my sleep. A Jira ticket would land in my lap with a wireframe attached, acceptance criteria spelled out in bullet points, and I'd have it merged by EOD. Add a filter here, fix a query there, bump a version number. It felt prod...

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Career Growth

Blog & Articles

Stop Trusting the Hallucination: Why I'm Rethinking RAG for Sensitive Data

Building Trust Into Software: What Pollux Taught Me About Real-Time Data Systems

Platform Teams Are Either Multipliers or Parasites, I've Seen Both

The Failure Mode Nobody's Testing For: Why AWS's Zonal Shift Changed How I Think About Resilience

I Built an AI App That Failed, and It Wasn't Because the AI Wasn't Smart Enough

Stop Fighting Android's Battery Management, It's Smarter Than Your App

We're Building Payment Systems Without the Receipts

I Built An Event Bus For My Monitoring System. Then I Tore It Out.

Stop Shipping Skills on Vibes, You Need Actual Metrics

I Stopped Writing Code and Started Making Decisions, Here's What Changed

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