Another recipe never shows the future: the model always predicts the next word of a captain’s memoir given only the words so far. Which objective is that?

A memoir model that only ever guesses the next word from the words so far is doing causal language modeling. That is the decoder LLM recipe. Masked modeling peeks both ways, and neither a residual tree nor a shortest lock route is the next-word objective.