Help great content get seen
Challenge: The content pool grows faster than distribution can keep up; editorial picks are subjective and don't scale; retention runs on gut feel.
Semantic interests, trending and cold-start recall with tunable ratios — diversity shuffling keeps filter bubbles at bay
An LLM writes a per-item "why this is for you", earning click-through trust
Upgrade on-site search into AI-summarized answers with citations