Archive
Structured guides and deep dives across Python, AI/ML, automation, and modern infrastructure. From first principles to production.
Claude Code
You've built a beautiful hook system on macOS. It works. Your teammates love it. Then a Windows user clones the repo, runs npm install, and everything breaks. Python isn't installed.
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Claude Code
You're three hours into a complex refactoring session. Claude Code is running deeply nested searches across your codebase, spinning up parallel tool invocations, calling APIs.
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Claude Code
You're using Claude Code to automate your development workflow. It's powerful. It saves time. But the token costs can creep up fast if you're not paying attention.
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Claude Code
You've got a 50,000-line codebase. You're asking Claude Code to help debug something, and halfway through the analysis, you hit a wall: "Sorry, I've run out of context window." Then what?
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Claude Code
You're working with Claude Code on a project with sprawling architecture. You mention "update the user endpoint" and Claude Code jumps in to write code—but it doesn't know:
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Claude Code
Container security is a game of layers. Your app code could be bulletproof, but if your Dockerfile runs as root, exposes ports you don't need, or bases on an unpatched image with 47 known CVEs,...
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Claude Code
Here's a familiar problem: You're shipping code, and somewhere in your head, a checklist runs on loop.
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Claude Code
When you work on projects, commit messages are more than documentation. They are windows into your thought process, decisions, and the evolution of your codebase.
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Claude Code
You're sitting in a Claude Code session, and you've just asked it to "run the tests and check the deployment status." Reasonable request.
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Claude Code
Here's the thing about code reviews—they're essential, but they're also exhausting.
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