By name: studio-ugc-pipeline description: Reference + system spec for faceless AI UGC (user-generated content) production at Studio. Maps the 4-layer pipeline (script/hook, character generation, localization, distribution) to existing Studio orchestrator modules so operators know what is wired and what gaps remain. Triggers on "studio ugc", "ai ugc", "faceless ugc", "ugc pipeline", "character consistency", "multi-language voice clone".
studio-ugc-pipeline
References-only support skill for Studio's AI-UGC production pipeline. Holds spec docs that map external 4-layer UGC systems (e.g. Bella / Ketchman 2026-05-18) against what Studio already implements via orchestrator/studio_*.py.
Why this exists
External operators publish reference architectures for faceless AI UGC at a faster cadence than Studio absorbs them. This skill collects those reference architectures, maps each layer against existing Studio modules, and flags the wiring gaps Boubacar can close incrementally.
Contents
references/ai-ugc-system-bella-2026-05-18.md— 4-layer UGC system from @bellaketchman, mapped against Studio's existing stack.
How to use
When a new UGC reference lands (X post, YouTube breakdown, blog teardown), add a dated references/ai-ugc-system-<source>-<YYYY-MM-DD>.md file using the same 4-layer / mapping-table format. Boubacar reads the gap column to decide what to wire next.
Not user-invocable as a slash command. Studio operators consult the references directly.