Brand kits are validated through saveBrandKit and return their warnings;
manual metrics refit the teaser model.
Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01NLSCTnhge4umMnemGXWr1w