Public spine: Karpathy Zero to Hero + Hugging Face NLP course. Pegs / cells are weights. games.ugrad.ai expands here — Glyph Lightbright is the steno + toy-cipher seat.
France Hugging Face (Delangue, Chaumond, Wolf) — transformers, datasets, Hub, PEFT, TRL, TGI. Mistral (Mensch, Lample) — Mixtral / Apache weights.
United States OpenAI GPT-2 as the first mass clone target · Karpathy micrograd/nanoGPT/llm.c (μgrad’s upstream) · Meta FAIR PyTorch + LLaMA/NLLB · Google Attention Is All You Need + T5/Gemma · Stanford HELM · Eleuther / Together / Mosaic · AI2 OLMo · xAI as the default ugrad desk chat.
UK DeepMind (Hassabis) · Stability’s early open-weight culture.
Canada Mila / Bengio · Vector / Hinton lineage — the textbooks HF packaged.
China Qwen (our offline qwen3:8b) · DeepSeek · THUDM/GLM · Yi / Baichuan / BAAI.
Germany / CH LAION · Aleph Alpha · EPFL/ETH.
UAE TII Falcon · G42 Jais (AR stair portal).
Israel AI21. Korea HyperCLOVA · EXAONE · Upstage Solar. Japan rinna · Sakana · PFN.
SEA / India SeaLLMs · AI4Bharat · Sarvam — Indic packs on the stair.