Tag: Claude

Web Development Aug 11, 2026 • 4 min read

Model Distillation Isn't Magic, It's Expensive Pattern Copying

I've been following the AI drama around Moonshot's Kimi, and like most developers, I initially accepted the surface story: you take a smart model, pour its outputs into a cheaper one, and boom, you've got a budget version of the expensive thing. Except that's completely wrong, and...

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Claude OpenAI

Web Development Aug 10, 2026 • 4 min read

Stop Dismissing Java for AI, I Was Wrong About This

Every time someone mentions building an AI feature at work, my brain defaults to Python. It's almost automatic. I've spent the last few years watching the AI explosion happen in Python-first communities, and I've been quietly reinforcing this bias in my own projects. But last wee...

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Claude Python

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

I Ignored Token Costs for Six Months and It Almost Broke My Project Budget

Last month, I pulled up the API billing dashboard for a client project and did a double-take. We'd burned through $3,400 in Claude API calls in a single week. Not on production features. On development. On me using AI assistants to debug, refactor, and explore architectural decis...

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Claude AWS

Web Development Aug 8, 2026 • 4 min read

AI Didn't Replace Me, But It Did Change How I Think About My Job

Three months ago, I caught myself staring at a pull request that an LLM generated. It was technically correct. The logic was sound. The performance was acceptable. And I realized I had absolutely no idea if it was *good* or just… passable. That moment stuck with me more than any...

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Claude ChatGPT

AI & Machine Learning Aug 7, 2026 • 5 min read

I Was Wrong About Open-Source AI Models, Qwen3.8 Max Just Proved It

I spent the last two years telling anyone who'd listen that open-source AI models were a "nice experiment" but fundamentally limited for production work. Chat applications? Sure, run them locally. But serious agentic tasks, the kind where an AI needs to plan, use tools, recover...

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Claude Python

AI & Machine Learning Aug 6, 2026 • 5 min read

I Tested 10 AI Models on Real Production Data, Here's Why the Hype Doesn't Match Reality

Last month, I spent two weeks trying to replace my XGBoost pipeline with Claude. The pitch was simple: Claude's newer, smarter, and it handles reasoning better. My team wanted to unify our infrastructure. By week two, I had my answer, and it wasn't what I expected.

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Claude ChatGPT

Web Development Aug 6, 2026 • 4 min read

The Supply Chain Attack Nobody Tells You About: How I Learned npm ci Isn't Actually Clean

I was debugging a production incident last year when a colleague casually mentioned, "Yeah, we're running `npm ci --ignore-scripts` now. Should be safe." I nodded along, but something in that statement bothered me. We were treating a flag like it was a silver bullet, a get-out-of-...

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Claude AWS

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

Why I Finally Stopped Blaming AI for Bugs It Never Made

Last month, I spent three hours debugging what I thought was a ChatGPT hallucination. A authentication flow was failing silently, the token wasn't persisting, and I was convinced the AI had generated some fundamentally broken logic. I was ready to rewrite the whole thing from scr...

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Startups Claude

Web Development Aug 5, 2026 • 4 min read

I Finally Did the Math on Self-Hosted AI, and It Changed What I'll Recommend to Clients

Last month, a client asked me the question that's haunting every development team right now: "Can we switch to open-source AI models and cut our API bills in half?" I nodded and said I'd look into it. Honestly, I was expecting to come back with a "technically possible but not wor...

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Claude AWS

Tech News Aug 1, 2026 • 4 min read

Why VCs Raising Billions While We're Optimizing Bundle Sizes Feels Like a Different Game

I was debugging a production deployment last week when one of our backend engineers casually mentioned that Index Ventures just raised $2 billion. My first thought wasn't "wow, that's amazing for the VC ecosystem." It was: "They're making more from one exit than our entire compan...

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Startups Claude