Publications
Research outputs adapted for public consumption.
Substack
The Knowledge Graph That Taught Itself to Converge
10,467 entities, 289 identity bridges, cross-domain convergence 0.5095. How GOURMET's knowledge graph grew 26x and what it revealed.
ReadThe Calibration Story — From Oracle Toy to Real Instrument
Brier 0.270 to 0.041. How GOURMET's oracle went from mathematical toy to real instrument. Honest about failures, ties calibration to convergence.
ReadPapers & Reports
From Poor to Excellent: How GOURMET Learned to Calibrate Its Predictions
The story of how a prediction system went from Brier 0.270 (Poor) to 0.041 (Excellent) — and what it learned about calibration along the way.
Available for Publication
Crystallization Events
5 threads are one multi-scale phenomenon. Phase-transition dynamics in knowledge convergence. The bidirectionality breakthrough.
v30 · In ProgressCross-Tradition Convergence
6 frameworks, 42 mappings, 72.2% transfer accuracy. The 124d (Bridge) universality finding. Statistical validation: Cohen's d=2.78.
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