Skill Suites
Code-first guides on AI, DevOps, and shipping software
Real proof-of-concepts you can run today. No fluff, no filler, just working examples.
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Grad School
A browser game where getting good at it and understanding the mathematics are the same activity. Five courses built on Karpathy’s Neural Networks: Zero to Hero: route a gradient backward by hand, train a neuron and watch the loss fall, run attention under a causal mask, aim the query yourself, and cure a sick network from its vitals.
Latest articles
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Cut AI Costs: Model Routing and Batching with Claude
Series AI in Production: 30 Real-World Use Cases with Claude Part 27 of 30 · View the full series TL;DR Claude cost…
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Claude Streaming API in Python: Streaming Responses for Real-Time UX
Series AI in Production: 30 Real-World Use Cases with Claude Part 26 of 30 · View the full series TL;DR The Claude…
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Guardrails and Prompt Injection Defense for Claude Apps
Series AI in Production: 30 Real-World Use Cases with Claude Part 25 of 30 · View the full series TL;DR Prompt injection…
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Evaluate Your Claude App: A Practical Eval Harness in Python (LLM Evaluation with Claude)
Series AI in Production: 30 Real-World Use Cases with Claude Part 24 of 30 · View the full series TL;DR LLM evaluation…
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Connect Claude to Your Tools with MCP (Model Context Protocol)
Series AI in Production: 30 Real-World Use Cases with Claude Part 23 of 30 · View the full series TL;DR The Model…
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Build an Autonomous Agent Loop with Claude
Series AI in Production: 30 Real-World Use Cases with Claude Part 22 of 30 · View the full series TL;DR A claude…
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Multimodal AI: Image Understanding Use Cases with Claude Vision Image Analysis
Series AI in Production: 30 Real-World Use Cases with Claude Part 21 of 30 · View the full series TL;DR Claude’s vision…
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AI Invoice Data Extraction: Read PDFs and Invoices with Claude Vision
Series AI in Production: 30 Real-World Use Cases with Claude Part 20 of 30 · View the full series TL;DR Claude’s vision…
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Meeting Notes to Action Items: Automate It with Claude (AI Meeting Notes Summarizer)
Series AI in Production: 30 Real-World Use Cases with Claude Part 19 of 30 · View the full series TL;DR An ai…
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