RAG + LLM Stack
Documents embedded by a neural encoder into a vector database, retrieved as top-k context for a transformer LLM that answers the query.
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{
"nodes": [
{ "id":"docs", "type":"document", "label":"Documents", "x":60, "y":80, "fill":"#fef9c3" },
{ "id":"emb", "type":"neural-net", "label":"Embedder", "x":300, "y":60, "fill":"#ede9fe" },
{ "id":"vdb", "type":"vector-db", "label":"Vector DB", "x":540, "y":60, "fill":"#a5f3fc" },
{ "id":"q", "type":"rounded", "label":"User query","x":300, "y":300, "fill":"#dbeafe" },
{ "id":"llm", "type":"transformer-block", "label":"LLM", "x":560, "y":290, "fill":"#c7d2fe" },
{ "id":"ans", "type":"rounded", "label":"Answer", "x":800, "y":290, "fill":"#dcfce7" }
],
"edges": [
{ "id":"e1","source":"docs","target":"emb","label":"chunk" },
{ "id":"e2","source":"emb","target":"vdb","label":"embeddings" },
{ "id":"e3","source":"q","target":"vdb","label":"similarity search" },
{ "id":"e4","source":"vdb","target":"llm","label":"top-k context" },
{ "id":"e5","source":"q","target":"llm","label":"prompt" },
{ "id":"e6","source":"llm","target":"ans","label":"generate" }
]
}