- Preface
- 1. About the Project & Author
- Getting Started
- 2. Getting Started with Samyama Graph
- Part I: Knowledge Graphs & Queries
- 3. KG Catalog — 8 Knowledge Graphs, 75M Nodes
- 4. Cross-KG Federation — Molecular Biology to Population Health
- 5. Ontology & Standards Catalog
- 6. Real-world Use Cases
- Part II: Benchmarks & Results
- 7. Mega Benchmark (138M nodes, 1.22B edges, 500 queries, 11 KGs)
- 8. Biomedical KG Benchmark (74M nodes, 1B edges, 100 queries)
- 9. Public Health KG Benchmark (305K nodes, 40 queries)
- 10. Performance & Benchmarks (ingestion, OLTP, GPU, LDBC)
- 11. Cross-Engine Benchmarks (vs Neo4j, Memgraph, FalkorDB)
- Part III: The Engine
- 12. Engine Layers — Schema, Data, Statistics, Cache
- 13. The Query Engine
- 14. Query Optimization (Explain)
- 15. Picasso — Plan-Space Visualisation
- 16. Persistence at Scale
- 17. Managing State (MVCC & Memory)
- 18. Analytical Power (CSR & Algorithms)
- 19. In-Database Optimization (Metaheuristics)
- 20. Constrained Multi-Objective Optimization
- 21. Technology Choices (The "Why")
- Part IV: Distributed & AI
- 22. Distributed Consensus (Raft)
- 23. Production-Grade High Availability
- 24. AI & Vector Search
- 25. Agentic Enrichment
- 26. RDF & SPARQL Support
- 27. Predictive Power (GNNs) — Roadmap
- Part V: Enterprise & Operations
- 28. Enterprise Edition Overview
- 29. Backup & Disaster Recovery
- 30. Administrative Protocol
- 31. Observability & Multi-tenancy
- 32. SDKs, CLI & API
- 33. Ecosystem Architecture
- 34. The Future of Graph DBs
- Appendices
- 35. Frequently Asked Questions
- 36. BiomedQA Benchmark FAQ
- 37. Glossary
- Research & Publications
- 38. Publication Tracker
- 39. Paper 1: Samyama Unified Graph-Vector Database (arxiv:2603.08036)
- 40. Paper 4: Open Biomedical Knowledge Graphs (arxiv:2603.15080)
- 41. Paper 7: Billion-Edge KG Federation (in preparation)
- 42. Paper 8: Graph-Grounded Optimization (arxiv:2605.12204)
- 43. Paper 5a: Federated Biomedical KGs — GRADES-NDA @ SIGMOD 2026
- 44. Paper 5b: Federated Biomedical KGs — ISWC 2026 In-Use Track
- 45. Paper 6: MCP Tools vs Text-to-Cypher — aiDM @ SIGMOD 2026
- 46. Paper 3: Industrial KG (AssetOpsBench) — NeurIPS E&D 2026
- 47. VLDB 2027 Systems Paper (in preparation)
- 48. Index of Implemented Papers