Blog - Web Development Articles & Tutorials

Web Development Sep 9, 2026 • 4 min read

The AI Safety Trap I Didn't See Coming: When Doing Your Job Gets Flagged as Abuse

Three weeks ago, I was auditing an agent system I built. Simple enough, vulnerability testing, the kind of work I do every sprint. The model refused me. I switched to a different API tier. Refused again. I didn't think much of it until I realized what was happening: I was being tr...

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LLM ChatGPT

Web Development Sep 8, 2026 • 4 min read

Stop Building RAG Search Like It's a Magic Bullet, Start With What Actually Fails

I spent three weeks last year watching our support team get increasingly frustrated with our "smart" documentation search. We'd invested heavily in vector embeddings, hired someone to fine-tune a retrieval model, and deployed the whole thing with genuine confidence. Then a custom...

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LLM

Web Development Sep 7, 2026 • 4 min read

I've Used All Three, and Here's What I Actually Recommend (It's Not What You Think)

I remember the exact moment our infrastructure decision became a problem. We were three months into a greenfield AWS project, our CloudFormation templates were pushing 2,000 lines of YAML, and I was debugging a cryptic error message that looked like it was generated by aliens. A...

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Python AWS

Web Development Sep 6, 2026 • 5 min read

Stop Building Laravel Apps Without a Business Plan (I Did, and It Cost Me)

Three years ago, I got a call from a client who wanted "a platform for managing team workflows." I heard "Laravel app" and immediately started sketching out database schemas. Migrations, models, controllers, I was in the zone. Six weeks later, I had built something technically sol...

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Web Development Sep 5, 2026 • 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...

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Claude ChatGPT

Web Development Sep 4, 2026 • 4 min read

I Let An AI Agent Delete My Files, So Now I'm Obsessed With Permission Systems

I've been building with AI SDKs for about two years now, and I've noticed something that keeps me up at night: we're shipping agents with tool access like we're shipping regular API endpoints. No friction, no hesitation, just `execute()` and pray. Last week, I read about someone...

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LLM AWS

Web Development Sep 3, 2026 • 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....

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Claude Career Growth

Web Development Sep 2, 2026 • 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...

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LLM

Web Development Sep 1, 2026 • 5 min read

The Docker Lesson I Learned Too Late: Why Image Efficiency Actually Matters

About two years ago, I deployed a Flask application that worked perfectly on my machine. It was a small data processing service, nothing fancy. The Docker image was 1.2GB. My colleague asked why during code review, and I honestly didn't have a good answer, I just knew Docker worke...

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Python Kubernetes

Web Development Aug 31, 2026 • 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...

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Startups LLM

Blog & Articles

The AI Safety Trap I Didn't See Coming: When Doing Your Job Gets Flagged as Abuse

Stop Building RAG Search Like It's a Magic Bullet, Start With What Actually Fails

I've Used All Three, and Here's What I Actually Recommend (It's Not What You Think)

Stop Building Laravel Apps Without a Business Plan (I Did, and It Cost Me)

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

I Let An AI Agent Delete My Files, So Now I'm Obsessed With Permission Systems

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

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

The Docker Lesson I Learned Too Late: Why Image Efficiency Actually Matters

Why I'm Rethinking How We Bill LLM Work at Scale

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