25 stories tagged rag, newest first.
551 points by fagnerbrack | 261 comments
DeepSeek API documentation page for its Search and Fetch APIs, which give agents and RAG apps live web search results and page content as Markdown.
3 points by gael_dev | 2 comments
A Claix blog post arguing that agentic retrieval, where agents invoke and repeat retrieval as a tool, is replacing fixed vector RAG pipelines for document agents.
26 points by saikatsg | 5 comments
A JetBrains AI blog post presenting a developer diary and field notes on building a retrieval-augmented generation pipeline for semantic code search.
22 points by emil_sorensen | 2 comments
Kapa blog post introducing Company Knowledge Bench, a benchmark for evaluating agent retrieval over messy real-world company knowledge.
27 points by ZaharaHussain | 2 comments
Landing page for ai·rete·rag, a hosted product pairing a Rete rule engine for deterministic decisions with RAG-generated plain-language explanations.
461 points by j0selit0 | 194 comments
A Lighthouse AI newsletter post by Rafael Pierre outlining six approaches to retrieval-augmented generation, from minimal to elaborate.
439 points by doener | 75 comments
Documentation homepage for RubyLLM, an open-source Ruby framework offering a unified API across major AI providers for chatbots, agents, and RAG apps.
375 points by denssumesh | 144 comments
Mintlify engineering blog post explaining how they built a virtual filesystem to replace RAG for their AI documentation assistant.
420 points by mycroft_4221 | 168 comments
CodeWall blog post describing how its autonomous offensive agent found vulnerabilities in McKinsey's internal AI platform Lilli.
331 points by tmaly | 133 comments
Ask HN thread asking how people implement retrieval-augmented generation locally with minimal dependencies for code or complex documents.
367 points by pedriquepacheco | 97 comments
Blog post describing how the Skald team built a fully local, self-hosted RAG stack using open-source components, with benchmarks versus proprietary APIs.
505 points by tifa2up | 107 comments
A blog post sharing lessons from eight months of building production RAG systems over 5M+ documents for Usul AI and a legal AI enterprise.
401 points by skadamat | 225 comments
Substack post discussing Meta Superintelligence Labs' first paper, REFRAG, a method for RAG that feeds compressed chunk embeddings directly to the LLM.
423 points by calcsam | 143 comments
GitHub repository for Mastra, an open-source TypeScript framework for building AI agents, workflows, RAG pipelines, and evals.
1219 points by serjester | 396 comments
Blog post by Sergey Filimonov on chunking and ingesting millions of PDFs for RAG systems and how Gemini 2.0 improves accuracy and cost.
400 points by ingve | 56 comments
Latent Space post listing 50 papers, models, and blogs across 10 AI engineering fields such as LLMs, benchmarks, prompting, RAG, agents, and finetuning.
441 points by liukidar | 115 comments
GitHub repository for Fast GraphRAG, an open-source RAG framework using knowledge graphs and personalized PageRank for retrieval.
432 points by jascha_eng | 81 comments
Timescale blog post arguing that standalone vector databases are the wrong abstraction and embeddings should be managed like database indexes, promoting pgai Vectorizer.
842 points by simonw | 440 comments
Simon Willison blog post on Google NotebookLM's Audio Overview feature, which generates AI-hosted podcast discussions from user-provided sources, with an example.
325 points by tcarambat1010 | 68 comments
GitHub repository for AnythingLLM, an open-source desktop and Docker AI application with built-in RAG, agents, embeddings, and vector database.
367 points by ViktorasJucikas | 117 comments
A practical guide by Eugene Yan and co-authors sharing lessons from a year of building LLM products, covering prompting, RAG, evaluation, operations, and strategy.
437 points by aazo11 | 140 comments
GitHub repository for Dataherald, an open-sourced natural-language-to-SQL engine using LLM agents, with admin console, enterprise backend, and Slackbot services.
341 points by samlhuillier | 83 comments
GitHub repository for Reor, an open-source desktop note-taking app that runs local LLMs and vector search for semantic linking and RAG Q&A over markdown notes.
507 points by ignoramous | 215 comments
GitHub repository for Vanna, an MIT-licensed tool for chatting with SQL databases using LLM-based text-to-SQL generation with retrieval-augmented generation.
601 points by divan | 184 comments
Ask HN thread asking for the best current approach (as of Dec 2023) to make an LLM answer questions over a custom document set, including RAG.