Tag: #chunking
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 5 posts
Experts Do Not Know More, They See Differently
The 1973 chessboard experiment is the starting point of expertise research. Masters remember real game positions far better, but on randomly scattered arrangements most of that advantage disappears. That means pattern pe
2026-08-16 · 13 min read #mindset#learning#expertise#chunking#perceptionWhen RAG Answers the Wrong Thing — a Debugging Procedure That Separates Retrieval Failure from Generation Failure
When RAG returns a wrong answer, most teams start by fixing the prompt, but the majority of real causes sit in the retrieval stage. This post starts with the single experiment — hand the model the gold chunk directly — t
2026-07-26 · 13 min read #llm#rag#retrieval#chunking#evaluationAdvanced 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#evaluationRAG Chunking Strategies: From Naive Splitting to RAPTOR
Chunking determines 70% of your RAG system quality. This guide covers 5 chunking strategies with real code — from simple fixed-size splitting to Semantic Chunking, Parent-Child, and RAPTOR — with honest assessments of wh
2026-03-18 · 8 min read #rag#chunking#text-splitting#langchain#raptorRAG 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