Topic analysis

Three culturally diverse topics, three editorial personas, three model families — all generated from the same seed list per topic. Click a topic to drill in.

Each leaf links to the corresponding small encyclopedia under /topic_runs/<model>/<topic>/<persona>/. Persona is injected at every pipeline stage (elicitation, NER, similarity arbitration), so framing differences propagate into entity selection, not just prose.