Stay curious.
Keep growing.

Study notes, practical shortcuts, exam preparation ideas, and new perspectives. A useful little library, freely shared.

Summary sheet

A compact refresher on the probability ideas worth keeping close.

AI prompts

Five prompt patterns to support your learning—not replace your judgement.

Excel toolkit

A practical starter toolkit for a calmer, more efficient spreadsheet workflow.

Exam guide

A simple framework for balancing concepts, practice, and reflection.

Career guide

A practical way to prepare examples for an actuarial interview conversation.

Article

A perspective on questions, assumptions, uncertainty, and useful decisions.

Stay curious.Keep growing.