Measuring What the Rulebook Excludes: A Review of Mamun's "Agentic Finance Review Series, Volume VI: The Evolving Nature of Quantifying Risk-Return Relationships in Finance"

An independent review of Mamun (2026), Volume VI of the Agentic Finance Review Series. The review confirms that the paper’s classical citations and historical account are accurate, but finds that its single regulatory claim is inverted — the supervisory guidance it invokes places generative and agentic models outside its scope — that four of its five proposed metrics are described rather than defined, that the decision-theoretic framework carrying its novel contribution is uncited, and that the preceding volume holding its only empirical claim has no identifier.