Notes on E. T Jayne's Probability Theory: The Logic of Science
This section lays down some arguments on constructing probability theory as an extension of logic. Warning: it gets very hand-wavy and philosophical, but is compelling.
TLDR: Jaynes’ desiderata for plausible reasoning is isomorphic to probability theory
This section is devoted to deducing the quantitative rules for inference which are a consequence on desiderata described in chapter 1 (i.e. consistent reasoning).
Bigger picture: plausible reasoning under our desiderata is isomorphic to probability theory
Probability Theory: The Logic of Science Reading Course Introduction - YouTube