AI & Machine Learning Articles

AI & Machine Learning Jun 27, 2026 • 4 min read

I Almost Built a DeepSeek Agent That Silently Lost Its Brain—Here's What I Learned

Three weeks ago, I was integrating DeepSeek into a client project that needed tool-calling agents with reasoning. I assumed—like I assume with most OpenAI-compatible APIs—that I could drop in a generic wrapper, parse `message.content`, and move on. The integration "worked." The a...

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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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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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AI & Machine Learning Jun 24, 2026 • 5 min read

MediaPipe Just Made Me Rethink What "Production-Ready" Computer Vision Looks Like

Last month, I was sitting in a code review where someone asked me: "But can we actually ship computer vision features that work in real-time without GPUs?" I remember being skeptical. Then I watched a demo of MediaPipe's hand tracking working smoothly on a MacBook without any spe...

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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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AI & Machine Learning Jun 22, 2026 • 4 min read

When Enterprise AI Actually Works: Samsung's ChatGPT Rollout Made Me Reconsider What's Possible

Last week, I was debugging a particularly nasty authentication issue in our API when I caught myself thinking: "I could really use an AI that actually understands the context here." Three hours later, I had my answer from ChatGPT, and it was better than I expected. Then I read th...

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AI & Machine Learning Jun 21, 2026 • 4 min read

When AI Actually Solves Something: My Thoughts on Rare Disease Diagnosis

I've spent the last five years building web applications that mostly help people manage their schedules, track expenses, or share photos. Useful? Sure. But lately, I've been thinking about what "useful" actually means. Last week, I read about researchers using an AI model to diag...

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

When AI Stops Guessing About Your Health: Why I'm Cautiously Optimistic About ChatGPT's New Medical Capabilities

I got a Slack message last week from a non-technical friend asking if she could use ChatGPT to figure out what was wrong with her knee. I immediately felt that familiar tension—the same one I experience every time AI capabilities cross into domains where getting things wrong genu...

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AI & Machine Learning Jun 19, 2026 • 4 min read

Why Enterprise AI is Finally Getting the Cost Controls That Should've Existed from Day One

I spent three weeks last month debugging why our API bills spiked 40% after integrating ChatGPT into our internal tools. Not because we were using it more—we weren't. But because nobody had visibility into *who* was burning tokens or *which* features were driving costs. It was li...

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AI & Machine Learning Jun 18, 2026 • 4 min read

When AI Stops Being a Code Completion Tool and Starts Doing Your Job

Last month, a junior developer on my team asked me point-blank: "If AI can write code, why are you still here?" I laughed it off. Then I read about OpenAI and Molecule.one getting GPT to autonomously optimize a medicinal chemistry reaction, and the question didn't seem so funny a...

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