embed_input: 483,901 chunks staged for Qwen re-embed (collision-fixed ids, IBI QUID added, CARD/DESC split per audit)

pluggable embed models (factory + dim guard): RAG_SERVER.md

pluggable embed models (factory + dim guard): rag_server.py

pluggable embed models (factory + dim guard): search.py

pluggable embed models (factory + dim guard): embed_models.py

rerank on by default + dead-API latch: search.py

rerank on by default + dead-API latch: rag_server.py

server kit: GUIDE — MCP server is now server-first via QDRANT_URL

rag_server: server-first Qdrant (QDRANT_URL fast path, embedded fallback) — 50/50 in 25s

server kit: in-collection resume + async upserts + batch 512

server kit: honest timing for publications migration

server kit: requirements.txt

server kit: docker-compose.yml

server kit: load_all.py

server kit: GUIDE.md

README: server/ deployment kit pointer + license audit + originals policy

originals: drop 1,202 unlicensed/bronze full texts (chunks+vectors remain); 11,209 md

metadata: per-paper license audit (OpenAlex x Unpaywall x whitelist)

README: Qdrant quickstart — prebuilt embedded indexes + server load recipe

docs: English overview page, full untruncated 50-query responses

README: drop private GitHub repo link

scripts cleanup: drop superseded/one-off/stale files (14)

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