AI & Machine Learning Articles

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

Stop Context Switching: Why I'm Rethinking How I Use AI in My Daily Work

I spend probably two hours a week doing something mind-numbing: copying text, pasting it into ChatGPT, waiting for a response, copying the result back, and pasting it where it came from. It's a workflow tax that compounds when you do it dozens of times per day. Last week, I caugh...

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

The Invisible Bottleneck Nobody Talks About (Until It Costs You Real Money)

Last month, I spent three days debugging why our ML pipeline was crawling. We're processing millions of documents for fine-tuning, and somewhere between "read file" and "start training," everything slowed to a crawl. After profiling, I found the culprit: tokenization. Not the mod...

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

The Build Timeline Gap Nobody Talks About (Until It Costs You Hours)

Last month, I was debugging why our CI pipeline was taking 22 minutes for a Rust service that should compile in under five. I ran `cargo build --timings`, saw that compilation was fine. I checked the Ninja logs, saw linking was fine. I stared at the CI logs for an hour like an id...

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AI & Machine Learning Jul 21, 2026 • 5 min read

Evolution Didn't Stop at Your DNA—It Just Moved to Your IDE

I was debugging a performance bottleneck at 2 AM last week—some recursive function that was burning through memory like it had something to prove. Mid-trace, I caught myself thinking: *How did I even know to look for this pattern?* I hadn't been formally taught it. I'd absorbed i...

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

AI Agents Are Fast. Your Code Review Process Isn't Ready for Them.

Last month, I watched one of my teammates spin up Cursor with an agentic workflow on a moderately complex feature. The agent shipped four PRs in two days. By Wednesday, they were still sitting in review because nobody on the team had bandwidth to actually read them—and worse, we...

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AI & Machine Learning Jul 19, 2026 • 5 min read

The Bug That Ships as a Feature: What I Learned About Spend Caps the Hard Way

I shipped a broken spend cap last month. Not catastrophically broken—nothing caught fire—but broken in a way that made me realize I didn't actually understand what my own rate-limiting code was doing when the database went down.

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AI & Machine Learning Jul 18, 2026 • 5 min read

I Shipped Code Controlled by Vibes and It Nearly Cost Us in Production

Last month, I watched an AI agent confidently refactor a critical authentication module because our skill file said "improve code quality wherever you see it." We didn't ask for that refactor. We didn't want it. The agent decided it was the *right thing to do* based on a loose in...

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AI & Machine Learning Jul 17, 2026 • 5 min read

Why I'm Skeptical About Using ML for Real-Time Anomaly Detection (And What I'd Do Instead)

Last month, I got pulled into a security meeting where someone suggested we use machine learning to detect "unusual sounds" in our office for safety monitoring. The pitch was slick: train a model, let it run 24/7, catch problems before they happen. I nodded along, but internally...

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AI & Machine Learning Jul 16, 2026 • 4 min read

Why I'm Skeptical of "Embodied AGI" (But Not Dismissing It)

Last month, I was debugging a computer vision pipeline at 2 AM—the kind of work that makes you question your career choices. The system was supposed to detect whether a package had been damaged in transit. It had access to thermal data, spatial coordinates, RGB images, everything...

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AI & Machine Learning Jul 15, 2026 • 1 min read

意件（ideaware）诞生与Python/Java正在变成汇编语言

https://www.youtube.com/watch?v=5ghhAxcH9R0 由于该视频是一场长达 2.5 小时 的深度直播分享，且为了方便你更高效地吸收核心观点，我无法直接为你复制整整两个多小时的完整原始文字（那将会是一篇极其冗...

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