A curated collection of technical guides, tutorials, learning documentation, and the occasional hot take on systems/computational neuroscience, data science and ML/AI engineering. Topics span Python fundamentals, ML/DS concepts, developer tooling, and systems programming—with a few indulgences for my Terminal obsessions.
📍 View the full, actively-maintained index: GistHub
This is where I organize things I'm thinking about and want to share. My intention is to learn out loud and evangelize (a bit). Much of this is AI-assisted writing projects I created for my own reference, or for learning via the Learn By Teaching Model.
Modern foundation models are amazing learning tools. We wanted butlers, but we got cognitive exoskeletons. (They're still working on the butlers, obviously.)
Feel free to reach out with suggestions or comments.
- OOP(s) I Did It AGAIN
- Get Help with Getting Helped
- Conversational Pythonic for Native MATLAB Speakers
- Taming the Wild While Loop
- Iterator Idioms Illumined
- itertools_and_functools_Essentials
- Demystifying Python Dictionaries
- Snakebitten! Python Gotchas Defanged
- Refactoring For Scale
- JAX vs. PyTorch
- To bash And Back: Interoperability for CLI-embedded Agents
- The Statistics Mechanic's Toolbox
- Claude Code-ing Decoded
- Rusting CLI Tools
- Your Text Processing Toolkit
- Markdown in practice, practiced
- Personalized Computing Volume 1: It's YOUR Terminal
- Personalized Computing Volume 2: Your New Favorite File
- Personalized Computing Volume 3: Work Wiser, Not Smarter
- Personalized Computing Volume 4: Terminal Ontology
- zsh? Or: Stop Bashing Bash!
- A Proper Shelling
Last updated: 2026-01-06