A voice model that trains once and never learns again is a demo, not a product.
Yours retrains on the posts that actually performed. You can see every version, compare them, and roll back if a retrain made it worse.
Then every draft gets checked against the seven patterns the 2026 feed suppresses, before you publish rather than after.
