A framework that treats AI influencer identity as a structured JSON 'identity card' rather than a vibe. It uses a custom Claude Code skill to compile these schemas into multi-layered prompts with built-in realism anchors and iPhone camera simulations to ensure deterministic consistency across a content calendar.