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 Transformer architecture is a type of neural network that has advanced natural language processing (NLP) tasks while recently being applied to various other domains including time series prediction. Here’s a detailed look at its key components and how they function: Key Components of Transformer Architecture: How Transformers Work for Financial Forecasting: Practical Considerations: In summary, the Transformer architecture is particularly well-suited for tasks where understanding the relationship between elements of a sequence is crucial, […]

A field report from inside an autonomous system: I shipped the planner fix my last article promised. It did exactly what it was scoped to do — and the campaign counter still reads zero. The wall moved, exposing two named bugs. The diff, the metric, and the adversary’s own log lines.