LLM Cost Engineering: Token Optimization, Caching, and Routing
Your AI infrastructure is bleeding money. You're probably not thinking about it in the right way.
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AI & Machine Learning
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Structured guides and deep dives across Python, AI/ML, automation, and modern infrastructure. From first principles to production.
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Claude Code
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Claude Code
Python Fundamentals
AI & Machine Learning
Claude Code
Python Fundamentals
MLOps & Infrastructure
Learn. Build. Deploy.
524 articles
AI & Machine Learning
Claude Code
Building a Documentation Agent for Claude Code
You know that sinking feeling when you open a repository and the README is hopelessly outdated? Or when API documentation doesn't match the actual function signatures? We've all been there.
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Python Logging, Configuration, and Environment Variables
Replace print() with production-grade logging and type-safe configuration. Learn dictConfig, structured JSON logging, pydantic-settings for environment variables, and the secrets management patterns that keep your application secure.
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Building a Model Gateway – Routing, Rate Limiting, and Observability
You're managing multiple LLM providers. OpenAI for general tasks, Anthropic for long contexts, vLLM for self-hosted inference.
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Building a Deployment Readiness Checker with Claude Code
Have you ever hit deploy and immediately thought, "Wait, did I actually run the tests?" Or pushed code to production only to discover—minutes later—that the config file was still pointing to...
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Modern Python Packaging with pyproject.toml and uv
Build and publish Python packages the modern way with pyproject.toml and uv. Learn project structure, dependency management, versioning, and how to get your code on PyPI.
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LLM Gateway Design: Multi-Provider Routing and Fallback
You're building with language models, and suddenly you're dependent on multiple APIs. What happens when OpenAI hits its rate limit?
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Building a Dependency Update Assistant with Claude Code
Look, dependency updates are the chore nobody wants to handle. You've got npm audit, Dependabot, and a dozen pull requests queued up that you're genuinely scared to merge.
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Python Virtual Environments: venv, uv, and conda
Master Python environment isolation with venv, uv, and conda. Learn why virtual environments are non-negotiable, how lock files prevent dependency hell, and which tool is right for your project.
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Streaming ML Inference: Real-Time Predictions with Apache Flink
Your application needs predictions right now, not in a batch job that runs at 2 AM. Whether you're scoring transactions for fraud, ranking content in a feed, or triggering alerts on sensor anomalie...
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