For developers who want to think in notebooks, run local LLMs, and build interactive data experiences — beyond copy-paste ChatGPT workflows.
Jupyter workflow
Follow the Jupyter, ChatGPT, Copilot series in order:
- Jupyter, ChatGPT, Copilot (Part 1): Strategic Value — Why notebooks change how you think about code and research.
- Jupyter, ChatGPT, Copilot (Part 2): Technical Setup — Environment setup for productive notebook workflows.
- Jupyter, ChatGPT, Copilot (Part 3): Real-World Examples — Concrete notebook patterns for daily work.
- Building a Personal Knowledge Engine with Jupyter and Local LLMs — Local LLM integration for a private knowledge base.
Interactive projects
Follow the Bio-Dynamics Lab series in order:
- Building Bio-Dynamics: Overview — Why I built a browser-only 3D microbiome lab.
- Deterministic Microbiome Simulation — Simulation design without overclaiming science.
- Macro/Micro 3D: One Scene Graph — Scene graph architecture for tissue builders.
- Catalog-Driven Dashboard — Strains, stressors, and action impact in the UI.
- i18n, a11y, and Shareable Lab State — Accessibility and shareable state in the browser lab.
Teaching companion
- Teaching with Bio-Dynamics: 15-Minute Lab Sessions — Classroom paths for running short workshops with the live lab (Health section).
Health context
Background reading on probiotics and the science the lab illustrates — browse the Health hub or start with:
- Prebiotics, Probiotics, and Postbiotics
- How Probiotics Help with Allergies
- How Probiotics Help with Candidiasis
- Probiotics Through the Ages
Related paths
- Angular Platform — Companion code patterns and MCP workflows for production Angular teams.