Voice Calibration

Infer preferences from approved evidence, not stereotypes about how a person should sound.

This skill calibrates a voice profile. It does not silently mine available history.

1. Define approval scope

Before collecting samples, establish what the user has authorised for this calibration run.

Approval can name:

• specific supplied examples;
• a folder or corpus the user explicitly selected;
• a date range or conversation-history scope the user explicitly asked to analyse.

Merely available content is not approved content. Exclude unapproved samples, including sensitive material, even when they would appear stylistically useful.

Raw calibration samples are working evidence only. Do not copy them into the resulting profile. Do not persist a sample corpus unless the user explicitly asks for it; otherwise keep only the derived rules and compact provenance notes needed to explain them.