OEM Color Ingest

Import and process vehicle OEM colors into both RAG systems

EKIS-ZERO OEM Color Ingestion

Multi-Index

Text extraction + chunking via Docling. Embeds with multilingual-e5-large (1024-dim). Vectors to ekis-oem-colors Pinecone index. Chunks stored in Aurora OemColorChunk table.

EKIS-ONE OEM Color Ingestion

Unified Multimodal

2-pass ingestion: PDF chunks (6-page segments) + individual page images via Gemini Embedding 2 (3072-dim). Vectors to unified ekis-one Pinecone index.

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