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The Knowledge Graph That Taught Itself to Converge

Thu Jun 11 2026 00:00:00 GMT+0000 (Coordinated Universal Time) ยท published

10,467 entities, 289 identity bridges, cross-domain convergence 0.5095. How GOURMET's knowledge graph grew 26x and what it revealed.

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From Poor to Excellent: How GOURMET Learned to Calibrate Its Predictions

Tue Jun 09 2026 00:00:00 GMT+0000 (Coordinated Universal Time) ยท published

The story of how a prediction system went from Brier 0.270 (Poor) to 0.041 (Excellent) โ€” and what it learned about calibration along the way.

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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.

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) โ€” and what it learned about calibration along the way.