Separate generation from governance

Tools draft; humans adjudicate testimonials, attribution, and comparative claims. Automate scaffolding (layout fill, excerpt pulls), not accountability.

Composable stack sketch

Snapshot HTML diffs · summarize · draft captions inside chat—the pieces already exist scattered across CloudyBot Specialists. Read tool-first vs automation-first before wiring schedules.

When AI is the wrong shortcut

If messaging is still fuzzy, prettier tiles only laminate confusion—fix positioning before scaling renders.