Archive
Structured guides and deep dives across Python, AI/ML, automation, and modern infrastructure. From first principles to production.
Python Fundamentals
Eliminate boilerplate with Python dataclasses, optimize memory with __slots__, and enforce immutability with frozen classes. Three powerful features for writing cleaner, more efficient data-holding classes.
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MLOps & Infrastructure
You've trained a beautiful neural network that crushes your benchmark metrics. But now reality hits: your model needs to run on actual hardware, serve thousands of concurrent requests, and not bank...
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Claude Code
It's 2 AM. Your monitoring system fires an alert. Your database query latency has tripled. A customer's API is timing out. You're half-asleep, reading the alert in Slack.
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Python Fundamentals
Discover how Python Protocols bring structural subtyping to your codebase, combining the freedom of duck typing with the safety of static type checking -- no forced inheritance required.
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MLOps & Infrastructure
You've got a state-of-the-art LLM that crushes your benchmarks. Problem?
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Claude Code
You're scrolling through your GitHub notifications when another Dependabot PR lands in your inbox. React's gone up a major version. Your HTTP client is three minors behind.
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Python Fundamentals
Learn how Python's ABC module enforces class contracts at instantiation time, preventing missing method bugs before they reach production. Covers abstract methods, properties, virtual subclasses, and the collections.abc library.
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MLOps & Infrastructure
You've built a brilliant machine learning model. It works beautifully on your laptop.
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Claude Code
So your team just filed a feature request as a GitHub issue. Someone writes up the requirements. And then... nobody touches it for weeks because everyone's swamped with other work.
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Python Fundamentals
Deep dive into Python inheritance, super(), and the Method Resolution Order. Learn how C3 linearization solves the diamond problem and how to design clean mixin classes.
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