Signals to Watch
- Steam reviews, subreddit clusters, mod downloads.
- In-game telemetry on biome preferences and build metas.
- Sentiment around factions, weapons, and settlement systems.
Modeling Approach
Topic modeling + embeddings to detect emerging themes. Scenario generation with guardrails to enforce lore, tone, and ESRB constraints.
Productionizing Ideas
Human editorial review, legal checks, and player councils to validate AI-suggested expansions before prototyping.