GOURMET

Gematria Overnight Unified Research, Met.

An autonomous research system tracking convergence patterns across domains, traditions, and temporal windows.

Key Findings

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Oracle Grounding

VIX and macro data improve oracle accuracy by 2.37×. Calibration: Brier 0.270 → 0.041.

v30 · 2026

KG Embeddings Mirror Theory

289 identity bridges confirmed across 10,467 entities. Cross-domain convergence 0.5095. GNN AUC 0.9257.

v31 · 2026

KG Scale-Up & Convergence

25,577 edges tracked across 10,467 entities in v32.1. Full edge-convergence coverage enabled downstream measurement and grounding audits.

v32 · 2026

Oracle Signal Grounding

v32.3 real-data pipeline covers 70% of days with verified VIX/news/macro signals. Grounding integrity is now PARTIAL, not placeholder.

v32 · 2026

GNN Enhancement

v32.5 raised GNN AUC to 0.9987 on CUDA (+0.0730 over v31) via GraphSAGE-style message passing with residual connections.

v32 · 2026

Measurement Integrity

v32.4 audit found no leakage and no double-counting. Honest sparse-gap handling replaces fabricated or masked fallbacks.

v32 · 2026

v35 Live Dashboard

Real-time CTAF tracking, claim status, convergence pairs, and methodology. Current gap: 0.3764 to target 1.214.

v35 · 2026-08-25

Current Version: v32

Latest work: KG edge-convergence tracking at scale (25,577 edges / 10,467 entities), real oracle grounding pipeline (verified VIX/news/macro for 70% of days), stronger GNN (AUC 0.9987 on CUDA), and measurement-integrity audit with honest sparse-gap handling.

System operational v31 complete v32.x iteration cycle active December prediction scoring pipeline in progress v35 dashboard prototype live

v35 Dashboard

Real-time CTAF tracking, claim status, convergence pairs, and methodology. Current gap: 0.3764 to target 1.214.

Open v35 Dashboard → Claim Specs →

Publications

The calibration story — Brier 0.270 to 0.041, honest about failures, ties calibration to convergence — is published on Substack. The v31 knowledge graph convergence story is publication-ready.

v32.x reports focus on measurement integrity, oracle grounding coverage limits, and GPU-accelerated GNN validation. They are research-stage artifacts pending narrative publication.

Publications