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TAGGED TOPIC

#Rag

Explore all engineering breakdowns, benchmarks, and tutorials tagged with #Rag.

11Articles Found
All Posts (80)#nextjs#streaming-ai#agents#edge#hybrid-search#reranking#RRF#production#Next.js#React 19
Showing 1–11 of 11 ArticlesPage 1 of 1
Hybrid Search + Reranking for Production RAG: Vector, BM25, RRF, Cross-Encoder Patterns 2026Hybrid Search + Reranking for Production RAG: Vector, BM25, RRF, Cross-Encoder Patterns 2026
AI
2026-10-2112 min read

Hybrid Search + Reranking for Production RAG: Vector, BM25, RRF, Cross-Encoder Patterns 2026

Practical production patterns for hybrid retrieval: parallel BM25 + vector search, RRF fusion, and cross-encoder reranking with measured latency and tuning guidance.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Practical Architecture for Cross-Domain Hallucination Evaluation: Lessons from MultiLLM-ChatbotPractical Architecture for Cross-Domain Hallucination Evaluation: Lessons from MultiLLM-Chatbot
AI
2026-10-1011 min read

Practical Architecture for Cross-Domain Hallucination Evaluation: Lessons from MultiLLM-Chatbot

Scalable evaluation architecture for detecting LLM hallucinations across domains and metrics; synthesizes MultiLLM-Chatbot methods into production assessment patterns.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Production-grade LLM Hallucination Detection: Benchmarks, Metrics, and RAG PipelineProduction-grade LLM Hallucination Detection: Benchmarks, Metrics, and RAG Pipeline
AI
2026-10-0811 min read

Production-grade LLM Hallucination Detection: Benchmarks, Metrics, and RAG Pipeline

A production blueprint for detecting and mitigating LLM hallucinations using multiple benchmarks, detectors, and a reproducible RAG evaluation pipeline with metrics.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Advanced Hybrid RAG: HyDE, BM25+Vector Fusion, and Cross-Encoder RerankingAdvanced Hybrid RAG: HyDE, BM25+Vector Fusion, and Cross-Encoder Reranking
AI
2026-10-0610 min read

Advanced Hybrid RAG: HyDE, BM25+Vector Fusion, and Cross-Encoder Reranking

Engineer's guide to Hybrid RAG (2026): HyDE, BM25+vector fusion, cross-encoder reranking, chunking, GraphRAG patterns, benchmarks, and production code.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Engineering an LLM Hallucination Detection Pipeline: Benchmarks, Metrics, and Production PatternsEngineering an LLM Hallucination Detection Pipeline: Benchmarks, Metrics, and Production Patterns
AI
2026-10-0110 min read

Engineering an LLM Hallucination Detection Pipeline: Benchmarks, Metrics, and Production Patterns

Design and deploy a reliable hallucination detection pipeline for LLMs using modern benchmarks, AUROC evaluation, RAG-aware detectors, and production-grade monitoring and remediation.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Haystack 2.0 Architectural Guide: Modular Production RAG PipelinesHaystack 2.0 Architectural Guide: Modular Production RAG Pipelines
Frameworks
2026-08-044 min read

Haystack 2.0 Architectural Guide: Modular Production RAG Pipelines

Master deepset Haystack 2.0 — covering component-based directed graph pipelines, InMemoryDocumentStore, OpenAIGenerator, conditional routers, and evaluation nodes.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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LlamaIndex Architectural Guide: Data Ingestion, Indexing, and Query EnginesLlamaIndex Architectural Guide: Data Ingestion, Indexing, and Query Engines
Frameworks
2026-08-024 min read

LlamaIndex Architectural Guide: Data Ingestion, Indexing, and Query Engines

A comprehensive developer handbook for LlamaIndex — covering VectorStoreIndex, Document Readers, node parsing, sub-question query engines, and agentic RAG workflows.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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LangChain v0.3+ Architectural Guide: LCEL Runnables, Tools, and RetrievalLangChain v0.3+ Architectural Guide: LCEL Runnables, Tools, and Retrieval
Frameworks
2026-07-224 min read

LangChain v0.3+ Architectural Guide: LCEL Runnables, Tools, and Retrieval

Master modern LangChain v0.3+ architecture — covering LangChain Expression Language (LCEL), streaming runnables, document loaders, vector retrievers, and structured output parsing.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Building a Multi-Agent AI Framework (Part 2/5): Hybrid Memory & Context PruningBuilding a Multi-Agent AI Framework (Part 2/5): Hybrid Memory & Context Pruning
AI
2026-03-2411 min read

Building a Multi-Agent AI Framework (Part 2/5): Hybrid Memory & Context Pruning

Step 2 in our 5-part masterclass: Implementing short-term token-sliding windows, vector memory indexing, and dynamic context pruning.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Next-Gen Agentic RAG: Hybrid Search, GraphRAG, and Self-CorrectionNext-Gen Agentic RAG: Hybrid Search, GraphRAG, and Self-Correction
AI
2026-02-256 min read

Next-Gen Agentic RAG: Hybrid Search, GraphRAG, and Self-Correction

Architecting enterprise retrieval systems using LanceDB, hybrid dense-sparse vector indexing, GraphRAG knowledge graphs, and dynamic re-ranking loops.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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Understanding Retrieval-Augmented Generation (RAG)Understanding Retrieval-Augmented Generation (RAG)
AI
2026-02-118 min read

Understanding Retrieval-Augmented Generation (RAG)

A practical deep dive into building production-grade RAG pipelines — covering document chunking strategies, embedding models, hybrid BM25 + dense retrieval, context window management, and the evaluation metrics that actually matter.

Asutosh SidhyaAsutosh Sidhya
Asutosh Sidhya
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