The public figures discussed in this course are included as educational case studies. Their birth data is drawn from publicly available records, and only publicly documented events of their lives are referenced — framed throughout as *astrological interpretation*, never as a statement of fact. Their inclusion does not imply that they endorse, are associated with, or have reviewed. This material is offered with respect for every life discussed, and never to shame, blame, or frighten.

Where an interpretation and the public record appear to align, that is offered as an illustration of the method — not as proof, and not as a claim about the private life of any individual.

May this knowledge bring clarity. May it never be used to create fear.