Tag: OpenAI

Web Development Oct 2, 2026 • 4 min read

Why Vector Search Made Me Reconsider Everything I Thought I Knew About Search

I built my first search feature in 2015. It was a simple keyword matcher, split the query, look for exact matches in a database table, return results. It worked until it didn't. A user searched for "fast shoes" and got results for "quick footwear" and "speedy sneakers," but not th...

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OpenAI Machine Learning

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 Aug 30, 2026 • 5 min read

The Agent Revolution Isn't Coming, It's Here, and the Pricing Tells the Real Story

I spent last Friday debugging a security scanner that kept refusing to explain its own findings. It would flag a vulnerability, then hit some invisible wall and clam up. I got frustrated, filed a bug report, then realized, that wasn't a bug. That was intentional. And last week, I...

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OpenAI ChatGPT

Web Development Aug 28, 2026 • 4 min read

Stop Learning AI Theory and Start Breaking Things Instead

I spent three months last year watching YouTube tutorials about neural networks. Machine learning, transformers, attention mechanisms, I consumed it all like some kind of knowledge addict. Then I tried to build something real, and I hit a wall so hard it broke my keyboard.

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LLM OpenAI

AI & Machine Learning Aug 25, 2026 • 5 min read

Why I'm Building Local AI Agents Now (And Why You Should Consider It)

I spent the last two weeks trying to explain to our compliance officer why sending insurance claim data to OpenAI's API is a non-starter for our product roadmap. She pulled out a regulatory document, I pulled out a cost projection, and we both realized we were talking past each o...

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LLM OpenAI

AI & Machine Learning Aug 21, 2026 • 5 min read

Stop Building Separate Vector Databases for AI Features, Your Postgres Already Can Do This

Three months ago, I watched our DevOps lead spend two days debugging why our analytics team's queries kept timing out. They'd asked a simple question: "Which customer segments have the highest churn?" What should have taken five minutes turned into a back-and-forth with the data...

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OpenAI Python

AI & Machine Learning Aug 20, 2026 • 4 min read

I Spent 6 Months Using LLMs Without Understanding Them, Here's What Changed

I remember the exact moment I felt like a fraud. I was in a code review, confidently explaining how I'd integrated GPT into our Django app using the OpenAI API, when a junior dev asked: "But how does it actually know what to do?" I stammered something about "neural networks" and...

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OpenAI LLM

Web Development Aug 18, 2026 • 5 min read

Stop Treating Your LLM Provider Like It's Forever

I spent three weeks last month ripping out Anthropic-specific code from a review automation system we built for a logistics company. Three weeks. The work itself took maybe two days, the rest was tracking down subtle differences in how we'd structured prompts, handled errors, and...

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Claude AWS

Web Development Aug 18, 2026 • 5 min read

Stop Confusing Your Crawlers: Three Files, Three Jobs (And Why I Kept Breaking Mine)

I spent an embarrassing amount of time last year debugging why my blog posts weren't appearing in Google search results. I had a beautiful sitemap. I had a robots.txt file. I thought I was doing everything right. Turns out, I was conflating three completely different concerns int...

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ChatGPT OpenAI

AI & Machine Learning Aug 17, 2026 • 5 min read

We're Building on Quicksand: Why AI Watermarking Actually Matters to You

A few months back, I was integrating Claude's API into a client project, a content generation platform that helps teams draft marketing copy. Everything was working smoothly until my client asked a question that stuck with me: "How do we actually prove this content was AI-generate...

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Claude AWS