Local LLMs degrade fast when context fills up. An embedding model and RAG pipeline fixes that — and runs entirely on your ...

Idempotent : reprend sans dupliquer (IDs preserves). VPS_API_KEY = os.environ.get("LEXAVO_VPS_QDRANT_KEY") or sys.argv[1] if len(sys.argv) > 1 else None if not VPS ...

An index that is built on top of an existing Qdrant collection. from qdrant_client.http import models as rest from qdrant_client.http.models import ( client (Optional[QdrantClient]): QdrantClient ...

While following IT trends, the name "NLWeb" caught my attention. It is an open-source project announced by Microsoft at Build 2026, and its bold claim that "NLWeb will become the HTML of the Web" is ...