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Future Enhancements Roadmap

AI-powered related signals

AI-powered related signals — documentation pending.

Complete

AI-related-signals augments the editor-curated cross-module graph with machine-suggested links. Today every relatedXxxId is hand-set; the AI layer would suggest "this article should probably also mention these 3 founders" or "this event might be relevant to these 5 startups" — humans approve or dismiss, the suggestion never auto-commits.

Signal sources

  • Co-occurrence in bodyHtml: if two founder names appear in the same article, those founders should likely cross-reference each other on their profiles. Suggest, don’t auto-link.
  • Embedding similarity: vector representation of an editorial article finds the 5 closest events / opportunities / files in embedding space. Editor reviews and accepts the best.
  • Temporal proximity: events happening within 30 days of an article’s publishedAt are surfaced as candidates for relatedEventIds.
  • Citation graph: founders + startups mentioned across multiple coverage articles become candidates for each other’s cross-references.