Tag: Claude

AI & Machine Learning Oct 2, 2026 • 5 min read

The AI Agent Tax: Why My Code Gets Dumber Every Week

I realized something frustrating last month. Claude Code had just suggested an error handling pattern that I'd explicitly *not* used in my codebase for the last six weeks. It was suggesting the old way, the way I'd deliberately moved away from. I'd spent an afternoon refactoring t...

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Claude AI Agents

AI & Machine Learning Oct 1, 2026 • 4 min read

I Built AI Features for Users. Now I'm Wondering What We're Actually Shipping

Last month, I integrated Claude into a production tool at work, nothing fancy, just an assistant feature for document summarization. During code review, a colleague asked: "Does this thing actually think it's conscious?" I laughed it off. But then I read Mustafa Suleyman's essay a...

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Claude UX Design

AI & Machine Learning Sep 30, 2026 • 5 min read

AI Code Review Is Not a Replace-and-Forget Tool, And This Benchmark Proves It

I got burned by an LLM code review last month. We integrated Claude into our PR workflow thinking it would catch the obvious stuff, unused imports, basic logic errors, that kind of thing. A junior dev submitted a change that looked clean on the surface: consolidating an authentica...

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Claude LLM

AI & Machine Learning Sep 28, 2026 • 5 min read

When AI Attributes Its Own Work, Who's Actually Honest?

I was reviewing a pull request last week where a junior developer had written a commit message claiming they'd "refactored the authentication flow," when in reality they'd copy-pasted a Claude snippet and made three tweaks. The code worked. The message was technically true. But i...

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Claude LLM

AI & Machine Learning Sep 26, 2026 • 5 min read

Why I Stopped Waiting for My AI to Answer Me

I catch myself doing this at least twenty times a day. I'm in VS Code, reading through some API documentation. I need Claude to explain a function signature. I open a new tab. I copy the text. I paste it into Claude. I wait for the response. I copy the answer. I switch back. I pa...

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Claude LLM

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

Fine-Tuning LLMs Locally Isn't Magic, But Unsloth Studio Made It Accessible Enough That I Actually Tried It

Last month, I found myself in a familiar situation: a client needed their chatbot to understand domain-specific terminology that no amount of RAG could fully solve. The obvious path was to call an API, pay per token, and hope the model didn't hallucinate. But I kept thinking, what...

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Claude LLM

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 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 Aug 27, 2026 • 5 min read

Stop Hiding Behind "Cloud is Easier": The LLM Architecture Decision I Actually Had to Make

Last month, a client asked me to build a document analysis feature for their compliance platform. They wanted AI-powered categorization of sensitive financial documents. My first instinct? Spin up Claude API, done in an afternoon. Then their legal team said: "Nothing leaves our s...

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Claude Startups

Web Development Aug 25, 2026 • 5 min read

Stop Letting Your API Documentation Be a Game of Telephone With AI

I was debugging a Claude integration last month when something clicked, Claude was recommending features of my own product that I'd deprecated two years ago. The model had scraped some old blog post ranking high on Google, treated it as gospel, and confidently told a user to use s...

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Claude LLM