#rag

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

Guide to improving technical domain coding quality with LoRA Fine-tuning, VectorRAG, and GraphRAG — including FSI SI production scenarios

RAG pipeline quality evaluation and continuous improvement using Ragas

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

Massive SKU + Live + Delivery SLA + 4 external sources

First-party + 4 external signal types — reinforced with FX and tourism signals

5-BU integration + OPENPOINT + own SKUs + cold chain + 4 external sources