Data Sources (AMWAY)
In-house ABO · SKU · subscription + 4 external sources (social, weather, FX, regulatory) with cohort_tag segmentation
In-house ABO · SKU · subscription + 4 external sources (social, weather, FX, regulatory) with cohort_tag segmentation
PII-masked first-party data + 50K synthetic + 4 external type specifications and cohort_tag separation strategy
First-party + 4 external signal types — reinforced with FX and tourism signals
Massive SKU + Live + Delivery SLA + 4 external sources
5-BU integration + OPENPOINT + own SKUs + cold chain + 4 external sources
Guide to improving technical domain coding quality with LoRA Fine-tuning, VectorRAG, and GraphRAG — including FSI SI production scenarios
3-plane design integrating ontology and Knowledge Graph into traditional Feature Store to reduce hallucinations, enable provenance tracking, and enhance domain entity utilization
Deploying Milvus vector database on Amazon EKS and integrating with RAG pipelines
RAG pipeline quality evaluation and continuous improvement using Ragas