What problem does it solve? Creators often run out of content ideas, pick topics with low traffic ceilings, or chase trends that do not fit their positioning. This Skill provides a structured pipeline that inventories topic sources, matches them to audience needs, estimates traffic potential, and validates topics before committing to production. ## Core Features & Use Cases - Topic Source Inventory: Mines personal experiences and external world events to build a raw topic pool of at least 10 candidates. - Demand Matching and Traffic Estimation: Classifies topics by three audience needs (curiosity, identification, learning) and estimates empathy reach to predict traffic ceilings. - Dual Validation Gates: Applies a timeless-resonance test and a two-gate trending-topic check before finalizing a ranked shortlist of 3-5 topics. - Use Case: A creator says "I don't know what to film next." The Skill walks through source inventory, demand matching, traffic estimation, and validation, then presents a ranked shortlist with a recommendation while leaving the final choice to the user. ## Quick Start Ask the AI to use the topic-engine skill to help you find and validate content topics for your short-video account, providing your background and target audience.
