v31 Research Cycle — Living Platform
Duration: June 11, 2026 Status: Complete Streams: 6 (A through F)
Overview
v31 was the cycle where GOURMET’s research infrastructure matured from proof-of-concept to production-ready. Six parallel streams delivered results across the full stack: knowledge graph, oracle pipeline, neural networks, and publication.
Stream Results
v31.1 — KG Scale-Up
- 10,467 embeddings (26x v30.2’s 402)
- 289 identity bridges (57x v30.2’s 5)
- Cross-domain similarity: 0.5095 (3.9x baseline)
- Report: v31.1 KG Embeddings
v31.2 — Temporal Embeddings & Domain Coverage
- 2,033 temporal edges analyzed
- Domain coverage: 99.8% (from 3.9%)
- 11,073 domain edges inserted
- Report: v31.2 Temporal Analysis
v31.3 — Oracle Grounding
- Replaced synthetic Venice.ai with real VIX/news/macro data
- Daily cron updated (effective June 12, 2026)
- Report: v31.3 Oracle Grounding
v31.4 — Measurement Integrity
- All primary databases pass integrity checks
- No new saturation issues found
- Report: v31.4 Measurement Audit
v31.5 — GNN Enhancement
- AUC: 0.9257 (from 0.7716, +0.154)
- GraphSAGE architecture on RTX 4060 Ti
- 47,050 training examples
- Report: v31.5 GNN Report
v31.6 — Publication
- Substack post drafted: “The Knowledge Graph That Taught Itself to Converge”
- Oracle’s Note teaser format established
- Daily oracle Notes to drive traffic to gourmet.systems
Key Metrics
| Metric | v30 | v31 | Change |
|---|---|---|---|
| KG entities embedded | 402 | 10,467 | 26x |
| Identity bridges | 5 | 289 | 58x |
| Cross-domain similarity | 0.1306 | 0.5095 | 3.9x |
| GNN AUC | 0.7716 | 0.9257 | +0.154 |
| Domain coverage | 3.9% | 99.8% | +95.9% |
| Oracle data | Synthetic | Real | ✅ |
| Substack posts | 2 | 3+ | +1 |
What’s Next
- v32 planning: Convergence prediction model, December CTAF=1.214 preparation, KG visualization
- Daily oracle: Real-data pipeline live from June 12
- gourmet.systems: Interactive KG visualization, live oracle dashboard
v31 Research Cycle — Living Platform. 2026-06-11.