Tag: Claude

AI & Machine Learning Jun 26, 2026 • 4 min read

The Infrastructure Bet Nobody's Talking About: Why I'm Watching Silicon Valley's Hardware Shuffle

I spent last Tuesday debugging why our inference pipeline was hitting latency spikes at 3 AM, and my first instinct was to throw more Nvidia H100s at the problem. By Wednesday, I read that OpenAI just dropped a custom chip for inference. By Thursday, I realized I'd been thinking...

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Claude OpenAI

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

I Spent a Year Chasing Better AI Models. The Real Problem Was Always the Plumbing.

Last year, I watched a startup spend three months evaluating Claude vs GPT-4 vs Gemini for their customer service chatbot. They benchmarked performance metrics, ran cost analyses, built prototypes with each model. By month four, they'd picked Claude and launched. The chatbot work...

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Startups Claude

Web Development Jun 24, 2026 • 5 min read

Why I'm Rethinking How AI Should Actually Read with Me

I was three weeks into a dense book on distributed systems when I hit the wall. I'd asked my Claude conversation something like, "But how does this relate to the consensus problem we discussed on page 47?" and by the time I got an answer, the model had somehow conflated my questi...

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Claude UI Design

Design & UX Jun 23, 2026 • 4 min read

I've Been Building Dev Tools Wrong: When UX Gets In the Way

I spent last week redesigning the onboarding flow for a CLI tool I've been working on. Beautiful loading spinners, a multi-step wizard, helpful ASCII art, color-coded success messages, the works. I showed it to a colleague, proud of the experience I'd crafted. He looked at me and...

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Claude UI Design

AI & Machine Learning Jun 23, 2026 • 4 min read

I Almost Built a $2,300 Bug Into Production (And You Probably Will Too)

Last month, I was setting up LiteLLM for a project that needed to juggle multiple AI providers. DeepSeek for everyday tasks, GPT-4o as "backup." Simple, right? I was configuring the fallback chain when something in my head clicked, I'd seen this exact pattern destroy budgets at...

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Startups Claude

Web Development Jun 23, 2026 • 5 min read

Why AI Coding Agents Failed at My Unity Project, Until I Realized the Real Problem

Last month, I watched Claude systematically break a Unity prefab system I'd spent days designing. It wasn't that Claude is bad at C#-it's actually quite good. The issue was that Claude was editing files in a vacuum. It could change the code, but it couldn't see what the Editor wa...

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Claude UI Design

Web Development Jun 22, 2026 • 4 min read

I Got Blindsided By My AI Gateway Bill, Here's What I Should Have Known

Three months into production, I got a Slack message from our finance team that made my stomach drop. Our OpenAI bill had multiplied by 4x with no corresponding increase in user traffic. I spent two hours digging through logs, convinced we had a runaway process or a customer abusi...

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Claude ChatGPT

Web Development Jun 21, 2026 • 5 min read

I Let My AI Agent Read My AWS Credentials. Here's What I Learned

I shipped an HTML injection vulnerability in an AI chatbot three years ago. The model spit out some HTML, I rendered it straight to the page, and a user discovered they could inject arbitrary content. It was humbling, and I thought I'd learned the lesson: never trust what an LLM...

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Claude AWS

Design & UX Jun 20, 2026 • 4 min read

Claude Design Systems Are Finally Becoming Practical, But There's Still Work Ahead

I spent three hours last week debugging why a design component wasn't syncing properly between Figma and my React codebase. Three hours. By the end, I was staring at mismatched tokens, hand-coded fallbacks, and a mental note that the design-to-dev handoff is still one of the most...

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Claude UX Design

Tech News Jun 19, 2026 • 4 min read

Why India's AI Sovereignty Play Actually Matters to Developers Like Me

I was debugging an API integration last month when a colleague mentioned they couldn't use Anthropic's latest models for a client project in Pakistan. The reason? A U.S. government order. That conversation stuck with me, not because I'm surprised by geopolitical restrictions, but...

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Claude OpenAI