chore: native ANN vector index on the Tensors stack; drop external FaissNet#1899

Merged

ooples merged 30 commits into

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feat/native-ann-store

Jul 22, 2026

Commits on Jul 19, 2026

feat(rag): real external-LLM generator bridging IChatClient (+ streaming)

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feat(rag): de-stub LLM-powered components onto a real text generator

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feat(rag): real Qdrant + Pinecone vector-store HTTP clients

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feat(rag): rRF hybrid fusion + ensemble, routing, and self-query retrievers

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fix(rag): embedding models fail loudly instead of returning fake vectors

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feat(rag): real Weaviate + Milvus + Azure AI Search vector-store clients

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feat(rag): token-aware chunking strategy (#26 part 1)

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feat(rag): real ONNX cross-encoder reranker

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feat(rag): embedding + LLM-judge eval metrics and IR metrics (nDCG/MRR/MAP)

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feat(rag): real embedding-based semantic chunking (#26 part 2)

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feat(rag): vector quantization (scalar, binary, product) + quantized index

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feat(rag): content-hash embedding cache (CacheBackedEmbeddings)

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feat(rag): lLM-based GraphRAG entity/relation extraction + community reports

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feat(rag): real pgvector + RedisVL vector stores in storage projects

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feat(rag): wire chunking/compression/vector-store/index into AiModelBuilder facade

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feat(rag): yAML composite RAG section wires all sub-components

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test(builder): configureAutoML(IAutoMLModel) belongs on interface and concrete

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refactor(rag): async + cancellation across the RAG pipeline

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test(rag): update Hybrid/MultiQuery tests for RRF fusion + real query variations

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feat(rag): central RagPipeline orchestrator with tenant isolation (#33)

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Commits on Jul 20, 2026

Commits on Jul 21, 2026

Commits on Jul 22, 2026

Merge master into feat/native-ann-store
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chore: native ANN vector index on the Tensors stack; drop external FaissNet#1899

chore: native ANN vector index on the Tensors stack; drop external FaissNet#1899
ooples merged 30 commits into
masterfrom
feat/native-ann-store

Commits on Jul 19, 2026

feat(rag): real external-LLM generator bridging IChatClient (+ streaming)

feat(rag): de-stub LLM-powered components onto a real text generator

feat(rag): real Qdrant + Pinecone vector-store HTTP clients

feat(rag): rRF hybrid fusion + ensemble, routing, and self-query retrievers

fix(rag): embedding models fail loudly instead of returning fake vectors

feat(rag): real Weaviate + Milvus + Azure AI Search vector-store clients

feat(rag): token-aware chunking strategy (#26 part 1)

feat(rag): real ONNX cross-encoder reranker

feat(rag): embedding + LLM-judge eval metrics and IR metrics (nDCG/MRR/MAP)

feat(rag): real embedding-based semantic chunking (#26 part 2)

feat(rag): vector quantization (scalar, binary, product) + quantized index

feat(rag): content-hash embedding cache (CacheBackedEmbeddings)

feat(rag): lLM-based GraphRAG entity/relation extraction + community reports

feat(rag): real pgvector + RedisVL vector stores in storage projects

feat(rag): wire chunking/compression/vector-store/index into AiModelBuilder facade

feat(rag): yAML composite RAG section wires all sub-components

test(builder): configureAutoML(IAutoMLModel) belongs on interface and concrete

refactor(rag): async + cancellation across the RAG pipeline

test(rag): update Hybrid/MultiQuery tests for RRF fusion + real query variations

feat(rag): central RagPipeline orchestrator with tenant isolation (#33)

Commits on Jul 20, 2026

feat(rag): neo4j property-graph backend for GraphRAG

feat(rag): gPU-accelerated vector search with CPU fallback

feat(rag): boolean metadata filter AST (AND/OR/NOT/in/range) across all stores

feat(rag): native FAISS vector store (IVF/HNSW/PQ) via managed wrapper

chore: native ANN vector index on the Tensors stack; drop external FaissNet

Merge remote-tracking branch 'origin/master' into feat/rag-productionization

Merge remote-tracking branch 'origin/feat/rag-productionization' into feat/native-ann-store

Commits on Jul 21, 2026

Merge remote-tracking branch 'origin/master' into feat/rag-productionization

Merge remote-tracking branch 'origin/feat/rag-productionization' into feat/native-ann-store

Commits on Jul 22, 2026

Merge master into feat/native-ann-store