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ten31-signal-engine/signal_engine/embedstore/__init__.py
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"""Embedding + vector storage (§4.3).
Embed DISTILLED PROPOSITIONS (not raw chunks) into a Qdrant HYBRID collection: dense bge-m3
(via the gateway) + BM25 sparse (client-side), so entity-heavy propositions (MSTR/Strategy/
Microstrategy) match on the lexical leg too. Retrieval goes through the gateway's /api/search.
"""