Knowledge Graph

지식그래프는 저장 기술 묶음보다 AI가 엔티티·관계·출처·최신성·권한을 따라가며 판단 경로를 설명할 수 있게 만드는 구조로 이해하는 것이 실무형 AI 에이전트 관점에 더 가깝다. (출처: linkedin-sanguine-kim-지식그래프-관계-지도-graphrag-governance-2026-05-27)

JYP Labs 메모

• Vector 검색이 답을 찾는 데 유효하더라도, 기업형 AI 에이전트는 “왜 이 근거를 따라갔는가”를 설명할 수 있어야 하므로 관계 경로와 provenance 설계가 필요하다.
• 지식그래프는 기초 모델링 → 구조화 → 검색/탐색 → AI 응용 → 운영 거버넌스의 5단계 운영 구조로 다루는 편이 JYP Labs의 AI Work OS/Loop Engineering 표준과 더 잘 맞는다.

참조하는 노트

• Ontology
• RDF
• Knowledge-Graph-Engineering
• Graph-Based-Reasoning
• Rule-Extraction
• HippoRAG
• Vector-vs-Knowledge-Graph
• Knowledge-Graph-Completion
• Structured-Knowledge-Systems
• Semantic-Web
• Semantic-Layer
• LPG
• Hallucination
• Logical-Reasoning
• OG-RAG
• RAG-Technology
• Relationship-Extraction
• EntityExtraction
• Ontology-Modularity
• RelationshipExtraction
• VectorRAGvsGraphRAG
• SPARQL
• AI-Memory-Organization
• Data-Organization-Impact
• Knowledge-Structuring
• Smart-Library
• Knowledge-Outdation
• MultiHopSearch
• Knowledge-Alignment
• Graph-Propagation
• Digital-Twin
• smarter-web-semantics
• vidont-video-scene
• llm-complex-ontology-alignment
• expert-to-machine
• ai-healthcare-maze
• ontology-population-llms
• spatialvlm-3d-spatial
• ai-power-problem
• ontotune-self-tuning
• parkinsons-monitoring-ontology
• hipporag
• ontochat-ai-teammate
• visual-ontology-video-search
• llms4ol
• science-knowledge-gps
• neuro-symbolic-reasoning
• what-is-graph-database
• om4ov-web-memory
• graph-reasoning-synergy
• multi-ontology-healthcare
• matcha-dl
• ai-expert-20-examples
• healthcare-federated-learning-ontology
• sciagents
• medto-hybrid-gnn
• accelerating-kg-ontology
• llm-kg-power-couple
• kd-parsing-kg
• rag-ontologies-relational-2
• blockchain-supply-chain-ontology
• think-on-graph
• palantir-ontology-layers
• ontology-generation-llms
• ontology-kg-completion
• synthetic-data-finetuning
• rag-ontologies-relational
• og-rag
• ai-memory-knowledge-organization
• semi-automatic-domain-ontology
• graphrag-global-summarization
• zero-shot-ontology-alignment
• llm-ontology-generation-evaluation
• supercomputer-data-flood
• g-retriever
• knowledge-acceleration
• steel-process-ontology-kg
• owl2vec4oa
• drama-knowledge-graph-extraction
• llms4ol-2024
• llm-ontology-hallucination-suppression
• multi-agent-expertise-delegation
• llm-era-ontology-importance
• ontology-meets-kg
• intelligent-fmea-ontology
• concrete-defect-diagnosis
• rdf-lpg
• ontoaligner-toolkit
• Palantir
• Future-AI-Strategy
• AI인터시스브랜드
• Knowledge-Organization-Research