Tag: Python

Web Development Oct 14, 2026 • 4 min read

Why I'm Convinced Universities Are Finally Getting DevOps Right (And Why It Took This Long)

I got an email last week from a junior developer I mentored, fresh out of university, good grades, solid fundamentals. On their first sprint, they broke the entire staging pipeline because they'd never actually *seen* a Dockerfile before. Not theoretically. Not in a lecture. Never...

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Python Kubernetes

Web Development Oct 11, 2026 • 5 min read

The Human Handoff Problem That AI Agents Keep Getting Wrong

Last month, I watched one of our automated procurement bots get stuck on a vendor's custom-quote form. It had filled in fifteen fields perfectly, understood the business context, and then just... stopped. Sat there. The human sales rep who should have caught it was three hours aw...

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Python OpenAI

AI & Machine Learning Oct 8, 2026 • 4 min read

LLMs Can't Do Your Accounting: Why I'm Not Trusting ChatGPT With Financial Logic

I was sitting in a client meeting last month when someone casually suggested we use Claude to validate transaction reconciliations. I nodded politely, but internally I cringed. A few weeks earlier, I'd watched a model confidently flip a positive number to negative while claiming...

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Claude LLM

DevOps & Cloud Oct 6, 2026 • 4 min read

I Was Wrong About Kubernetes Swap, And It Actually Matters Now

I spent the last three years telling anyone who'd listen that swap in Kubernetes was a terrible idea. "Just buy more RAM," I'd say confidently, usually while configuring another overprovisioned node pool. Then I got a project involving AI agent workloads, and suddenly my certaint...

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Python Kubernetes

Web Development Oct 6, 2026 • 5 min read

Why I'm Finally Comfortable Letting AI Make Financial Decisions (Sort Of)

I spent three years building payment systems before I convinced myself that machine learning had no business near refund logic. I'd seen too many startups deploy models that either rejected legitimate claims out of pure statistical conservatism or approved fraud because the train...

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LLM Startups

AI & Machine Learning Oct 3, 2026 • 4 min read

Why I Finally Stopped Ignoring How LLMs Actually Work in Production

Last month, I hit a wall I should have seen coming. A client asked me to build a chatbot that could handle "a few thousand concurrent users" on a modest GPU setup. I smiled confidently, threw together a basic inference service with a popular LLM framework, deployed it, and watche...

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LLM Python

Web Development Oct 3, 2026 • 5 min read

Stop Fighting CI/CD Logs Like a Caveman: Let Claude Do the Archaeology

Three months ago, I spent ninety minutes debugging a GitHub Actions failure that turned out to be a missing `s3:GetObject` permission in an IAM role. Ninety minutes. The actual fix was changing one line in a Terraform policy document. I scrolled through what felt like ten thousan...

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Claude LLM

Web Development Oct 1, 2026 • 5 min read

I Wasted 3 Months Learning AI the Wrong Way, Here's What Actually Worked

I remember the exact moment I decided to "become an AI engineer." It was late 2023, everyone was talking about LLMs, and I had a successful web development background. How hard could it be? I spent the next three months jumping between Andrew Ng's machine learning course, LangCha...

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LLM Python

Web Development Sep 28, 2026 • 4 min read

Cloud Composer Costs Too Much, So We Built It Ourselves on a $20 VM

I spent two weeks last month arguing with our DevOps team about whether we should migrate our Airflow setup to the cloud. The conversation went in circles: "Cloud Composer is managed, so it's safer." "But we're paying $350/month for something that just schedules tasks." "Yeah, bu...

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Python Machine Learning

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