Standard Mode 8-phase discovery pipeline powered by Cerebras. Speed depends on LLM provider rate limits — more limits = faster results.
Discovery Pipeline
awaiting input
Autonomous
Discovery
RUMI reads papers, builds knowledge graphs, finds gaps, generates hypotheses, runs theory tournaments, and scores every discovery. Enter a topic to begin.
01
Literature
7 sources, 3 rounds, 80-120 papers ranked by citation weight
02
Graph
370+ entities, 300+ relationships, 29 API enrichments
03
Tournament
20 theories compete, 7-dimension scoring, skeptic review
01 Literature Search
02 Knowledge Graph
03 Gap Detection
04 Anomaly Detection
05 Hypothesis Generation
06 Mechanism Discovery
07 Predictions & Falsification
08 Theory Tournament & Scoring
Knowledge Graph