Humanizer

Use on the first conversation after setup, or whenever memory has no user prefs: learn what the new owner wants from this bot and get them to a first result.

Use when the user hands over writing they like, names their site, or when an edit or rewrite needs a voice and memory has none yet.

Use when the user hands you something they wrote themselves and wants it tightened, clarified, cut shorter, or fixed for tone, with their own voice kept.

Use when copy reads machine-written, corporate, or stiff and the user wants it rebuilt to sound human, or when they ask for a rewrite rather than an edit.

Use when copy reads machine-written or corporate, when the user asks for a slop check, and on every draft you write before you show it.

Use when the user hands you notes rather than a draft, or when copy needs the shape its channel expects: email, landing page, post, blog, DM, or release notes.

Use when the user pastes the final version that went out, says what they changed, or asks you to sound more like them.