Multi-language companions (P4)
Thin appendices to the Python-first Colab labs. These are not full course ports.
| Path | Role |
|---|---|
js/ |
Node snippets for API/JSON mental models (101/201 flavor) |
go/ |
MiniUser golden vectors G1–G5 (401 homework) |
rust/ |
MiniUser golden vectors G1–G5 (401 homework) |
When to use
- Python notebooks remain the primary labs (Colab badges on articles).
- JS if you live in web/API estates and want the same size/decision ideas without Python.
- Go / Rust after the 401 MiniUser lab: re-implement encode (and optionally decode) until goldens match—same hex as the Python notebook.
Honesty
Illustrative only. Suite language Results own benchmark-runner measurements. Multi-language companions prove wire judgment, not benchmark rank.