#retrieval-augmented generation
Retrieval-Augmented Generation: 26 AI articles covering retrieval-augmented generation news, analysis, and research
Articles
Noisy Text in RAG: Typos, OCR, and the Gap Classical Spell-Check⭐10
How typos, OCR errors, and transcription noise break RAG retrieval—and why classical spell-check falls short, leaving embeddings to bridge the gap.
RAG Is Not the Whole Toolkit: The NLP Techniques Real Problems⭐8
RAG is powerful but not the only answer; six cheaper NLP methods—exact match, spelling fixes, keyword search, and more—solve most problems faster and with expla...
Stop Giving Your AI Agent a Search Box: Embrace Typed Tools,⭐9
Explore why fixed RAG pipelines fail multi-step queries and how typed tools, hard bounds, and an impassable gate improve AI agent reliability.
10 Positions for Enterprise RAG That Mainstream Tutorials Get Wrong⭐8
Enterprise RAG systems fail when tutorials oversimplify. This guide reveals 10 expert positions on structure-first retrieval, rerankers, and enterprise-scale ch...
Multi-Document RAG: A Folder of Unrelated PDFs Is One Long⭐9
Learn how to scale RAG across unrelated PDFs using a nested outline and router, bypassing the need for shared metadata fields.
A Virtual Member of a Community of Practice for the Society of⭐9
ATHENA, SPE’s AI assistant, boosts well-planning productivity. From prototype to deployment, learn how it enhances knowledge retrieval and collaboration.
Three Kinds of RAG Corpus, and What It Costs to Build for the⭐9
Discover the three RAG corpus types—unrelated reports, duplicate contracts, and claim folders—and what building for the wrong one costs.
Loop Engineering for RAG: Small Loops Within Steps, Big Loops⭐9
Loop engineering in RAG: detecting failures, adjusting, and retrying steps to turn brittle one-shot pipelines into resilient systems that recover and deliver.
RAG Workflow and Loop Engineering: The Dispatcher That Decides⭐9
A dispatcher pattern for RAG pipelines that decides when to loop and stop, coordinating retrieval, aggregation, and synthesis for enterprise reliability.
Before Full Agentic RAG: Know How You Decide, and the Parsing⭐9
Before full agentic RAG, control parsing choices with an explicit dispatcher: plan, execute, and log each method for transparent, validated enterprise retrieval...