Personalization from reader comments

Use the questions readers ask to improve explanations. Proposition statements change; reader preferences can remain useful across those changes.

Current report

User preferences → gathers every visible comment by reader, links each observation to its evidence, and distinguishes explicit requests from tentative interpretations.

Review cycle

Download the latest comments and preserve their original wording.
For each reader, identify requested answer styles and mathematical clarifications.
Propose a useful longer-term reference or example, citing the comments behind the proposal.
Refresh the report with each comment review; let the reader correct its interpretation.

What we retain

Table 1. Evidence used to adapt explanations.
Record	Use
Comment and source passage	Recover the exact request.
Requested format	Choose definitions, examples, diagrams or proof detail.
Repeated mathematical questions	Suggest a stable reference across changing propositions.
Confidence and corrections	Keep inferred preferences revisable.

Proof-node marks, mastery scores and proposition-by-proposition understanding are retired. The report uses public comments and does not record reading activity.