Tag: #reranking

Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 3 posts

Production RAG Patterns — Why Naive RAG Fails and the Techniques That Actually Help
A demo RAG system takes half a day to build, but the place it quietly breaks in production is almost always retrieval, not generation. This reference walks through chunking, embeddings and hybrid search (BM25 + vector),
2026-07-11 · 9 min read #ai #rag #llm #retrieval #embeddings
Advanced RAG Pipeline Complete Guide 2025: Chunking Strategies, Re-ranking, Agentic RAG, Evaluation
Everything about Advanced RAG! Document chunking strategies (Semantic/Recursive/Agentic), re-ranking (Cohere/ColBERT/Cross-encoder), Query Transformation, Agentic RAG (Self-RAG/CRAG), Multi-modal RAG, Evaluation (RAGAS/T
2026-04-13 · 23 min read #rag #chunking #reranking #agentic-rag #evaluation
RAG Pipeline Optimization Strategy: Chunking, Reranking, and Hybrid Search
Maximize RAG pipeline retrieval quality through chunking strategies, reranking model integration, and hybrid search implementation with practical code and benchmarks.
2026-03-14 · 18 min read #chatbot #rag #chunking #reranking #hybrid-search

Production RAG Patterns — Why Naive RAG Fails and the Techniques That Actually Help