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Build semantic (embedding-based) RAG Pipeline for code repositories with arctic-embed-l

Production RAG recipe: semantic (embedding-based) chunking, arctic-embed-l embeddings, Weaviate storage, mxbai-rerank-large reranking. Includes retrieval evals.

🟠Claude

2661195

Free

Build semantic (embedding-based) RAG Pipeline for Notion pages with bge-m3

Production RAG recipe: semantic (embedding-based) chunking, bge-m3 embeddings, Qdrant storage, ColBERT v2 reranking. Includes retrieval evals.

201318

Build semantic (embedding-based) RAG Pipeline for earnings call transcripts with voyage-code-3

Production RAG recipe: semantic (embedding-based) chunking, voyage-code-3 embeddings, Chroma storage, Cohere Rerank 3.5 reranking. Includes retrieval evals.

1311379

Build semantic (embedding-based) RAG Pipeline for legal contracts with stella_en_1.5B_v5

Production RAG recipe: semantic (embedding-based) chunking, stella_en_1.5B_v5 embeddings, Chroma storage, mxbai-rerank-large reranking. Includes retrieval evals.

931513

Free

Build semantic (embedding-based) RAG Pipeline for research papers with mxbai-embed-large

Production RAG recipe: semantic (embedding-based) chunking, mxbai-embed-large embeddings, pgvector storage, ColBERT v2 reranking. Includes retrieval evals.

1161007

Build semantic (embedding-based) RAG Pipeline for API reference docs with cohere-embed-v3

Production RAG recipe: semantic (embedding-based) chunking, cohere-embed-v3 embeddings, pgvector storage, Cohere Rerank 3.5 reranking. Includes retrieval evals.

258310

Build semantic (embedding-based) RAG Pipeline for customer interview transcripts with text-embedding-3-large

Production RAG recipe: semantic (embedding-based) chunking, text-embedding-3-large embeddings, Milvus storage, mxbai-rerank-large reranking. Includes retrieval evals.

356251

Build semantic (embedding-based) RAG Pipeline for financial filings (10-K/10-Q) with mxbai-embed-large

Production RAG recipe: semantic (embedding-based) chunking, mxbai-embed-large embeddings, LanceDB storage, ColBERT v2 reranking. Includes retrieval evals.

322691

Build semantic (embedding-based) RAG Pipeline for regulatory filings with cohere-embed-v3

Production RAG recipe: semantic (embedding-based) chunking, cohere-embed-v3 embeddings, LanceDB storage, Cohere Rerank 3.5 reranking. Includes retrieval evals.

2591124

step-back prompting Query Transformation for PDFs with tables RAG

Implement step-back prompting to improve retrieval recall for PDFs with tables using text-embedding-3-large + parent-document retriever.

🤖Any Model

289961

Free

step-back prompting Query Transformation for HTML docs RAG

Implement step-back prompting to improve retrieval recall for HTML docs using jina-embeddings-v3 + SPLADE sparse.