Tag: OpenAI

Web Development Oct 16, 2026 • 4 min read

Why I Finally Stopped Pretending My Notes System Works, and What I Learned Testing Seven AI Tools

Three months ago, I realized I had notes scattered across four different apps. Meeting summaries lived in one place, project ideas in another, code snippets in a third, and half my technical decisions were just... gone. The irony hit me hard: I build full-stack applications for a...

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Claude Startups

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 9, 2026 • 4 min read

When Compute Becomes a Public Resource: What NVIDIA's $1B Bet Actually Means for Us

I hit a wall last month. A client wanted to run some exploratory ML work, nothing massive, just probing whether a particular approach would work at scale. The bill for GPU hours came back, and we both stared at it in silence. That's when a thought hit me: what if the researchers s...

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Claude OpenAI

Web Development Oct 9, 2026 • 5 min read

The AI Financing Arms Race Is Making Me Rethink Our Entire Cost Model

I was in a stand-up meeting last week when our DevOps lead casually mentioned we're spending more on inference calls than we budgeted for the entire quarter. Nothing new for any team scaling an AI feature, right? Except this time it hit different. I wasn't hearing about model rel...

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Claude LLM

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 4, 2026 • 4 min read

AI Assistants Are Great Until They Need to Actually Do Your Job

I've been watching the OpenAI Dot conversation with genuine interest, and honestly, it hit something I've been frustrated about for months. Last Tuesday, I asked Claude to help me set up a new Postgres migration, and after thirty minutes of back-and-forth, I realized the assistan...

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Claude ChatGPT

Web Development Oct 4, 2026 • 5 min read

Stop Building in the Cloud's Shadow: Why Local-First AI Actually Matters Now

A few months ago, I was debugging why a customer's AI workflow kept ordering duplicate items. Turned out the system had permission to execute transactions, and a loop in the agent's reasoning caused it to retry, successfully, three times. The customer caught it, but I realized in t...

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LLM 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