DEV Community

#rag

Retrieval augmented generation, or RAG, is an architectural approach that can improve the efficacy of large language model (LLM) applications by leveraging custom data.

Posts

đź‘‹ Sign in for the ability to sort posts by relevant, latest, or top.
Inside VOICE-RAG: From Speech to Grounded Answers

Inside VOICE-RAG: From Speech to Grounded Answers

Comments
6 min read
My HTML-to-Markdown converter kept eating code blocks inside list items — indentation is a contract

My HTML-to-Markdown converter kept eating code blocks inside list items — indentation is a contract

Comments 1
2 min read
RAG retrieval: hybrid search, reranking and measuring recall

RAG retrieval: hybrid search, reranking and measuring recall

Comments
3 min read
Before you build a RAG PoC: a 10-point checklist

Before you build a RAG PoC: a 10-point checklist

Comments 1
6 min read
Title: Converting RecallOS into a Terminal-Based Local AI Document Assistant

Title: Converting RecallOS into a Terminal-Based Local AI Document Assistant

Comments
1 min read
I Built a Self-Hosted RAG Stack That Runs Without Cloud AI APIs

I Built a Self-Hosted RAG Stack That Runs Without Cloud AI APIs

Comments 2
4 min read
Metadata filtering in vector search: post-filter loses results, measured

Metadata filtering in vector search: post-filter loses results, measured

Comments
5 min read
2026 Privacy-Focused Personal Knowledge Manager Search: Cache Invalidation Under Load

2026 Privacy-Focused Personal Knowledge Manager Search: Cache Invalidation Under Load

Comments
5 min read
OpenViking's Self-Evolving Context Database: How Agent Memory, RAG, and Skills Unify Under One Storage Layer

OpenViking's Self-Evolving Context Database: How Agent Memory, RAG, and Skills Unify Under One Storage Layer

1
Comments
5 min read
Claims Evidence Retrieval: Immutable Revisions for Insurance Intake Pipelines

Claims Evidence Retrieval: Immutable Revisions for Insurance Intake Pipelines

Comments
5 min read
Travel Planner Retrieval Design with Bounded Access Rules and Source Citations

Travel Planner Retrieval Design with Bounded Access Rules and Source Citations

Comments
5 min read
Evaluation Sets Demystified: Governance for E-commerce Product Search Retrieval

Evaluation Sets Demystified: Governance for E-commerce Product Search Retrieval

Comments
4 min read
My EPUB converter had to learn that a chapter is a spine entry, not a file

My EPUB converter had to learn that a chapter is a spine entry, not a file

Comments
2 min read
Tested a Per-Document Cap at Real Scale — and Found I Had No Ground Truth

Tested a Per-Document Cap at Real Scale — and Found I Had No Ground Truth

Comments
4 min read
How to Fence Multi-Tenant Help Center Retrieval: Python Privacy Controls

How to Fence Multi-Tenant Help Center Retrieval: Python Privacy Controls

Comments
6 min read
đź‘‹ Sign in for the ability to sort posts by relevant, latest, or top.