CellBio-GPT 40M params · built from scratch · physics-verified

A tiny language model whose answers are checked by running the real tissue simulator.

Textbook problems

Experiment loop

Nernst K+ High-K bath Shift Na+

Honest note: at 40M parameters this model solves the quantitative problem families above (it was trained against physics on them) — it is not an encyclopedia. Open "what is..." questions get toy answers.