Transformer Primitives – A visual explainer you can send to anyone
Better than pointing non-tech friends to Karpathy videos for transformer basics.

Clean visual course for LLM basics, but many explainers already cover this ground.
Non-technical people wanting to understand LLMs
3Blue1Brown · Jay Alammar's blog · Andrej Karpathy's videos
Better than pointing non-tech friends to Karpathy videos for transformer basics.
Layer-by-layer physics simulation teaches climate science better than any textbook video.
Animated diffusion step explorer—clear pedagogy, but one interactive doesn't make a course.
Interactive LLM explainer covering tokenization through KV cache across 15 chapters.
Curl debugger with TUI, DNS/TLS/HTTP telemetry, secret redaction, transparency contract included.
Interactive Karpathy lecture visualizer when static blog posts already explain this.