A thesis, argued from public data: Polkadot shipped a hard supply cap, a US spot ETF (TDOT), and a finished scaling program in one year — and Moonbeam (GLMR) handles a fifth of Polkadot’s activity for a ~$15M market cap. Why I think DOT and GLMR are mispriced against their own utility, and how to access both from Kraken in Canadian dollars.

The 2024 article on production_transformer.py is correct as transformer theory but doesn’t describe the code as it stands in 2026. Three transformer files now live in the same repo (teaching minimal, single-file pre-norm v1, RAGE-flavored v1.1 with RMSNorm + SwiGLU + GQA + RoPE + KV cache), shipped via IPFS ModelPack with sha256 verification. Here is the operational ground truth.

mindX scales up by deepening its cognitive stack — BDI to AGInt to Mastermind to a CEO board — not by enlarging any single model.