Knowledge Feature Store Expansion
3-plane design integrating ontology and Knowledge Graph into traditional Feature Store to reduce hallucinations, enable provenance tracking, and enhance domain entity utilization
3-plane design integrating ontology and Knowledge Graph into traditional Feature Store to reduce hallucinations, enable provenance tracking, and enhance domain entity utilization
25-class KG for AMWAY's ABO multi-level + subscription + global multilingual context (~700K edges)
Integration of 5 BUs + OPENPOINT + own-manufactured SKUs + cold chain (~900K edges)
3-BU integrated KG with 25 classes — Customer / Product / Transaction / Channel / Operations · External
Shinkong Mitsukoshi KG with 25 classes — VIP, foreigner, tenant brand, duty-free, store (~550K edges)
Massive SKU + Live viewing + In-house logistics (~800K edges)
Ontology depth and writing guidelines by MSA complexity level