#AI #ArtificialIntelligence #AIEngineering #GenerativeAI #LLM #AIAgents #AgenticAI #LLMAgents #MCP #ModelContextProtocol #ToolCalling #RAG #SoftwareEngineering #FullStack #Backend #TypeScript #NextJS #NestJS #PostgreSQL #SaaS #Automation #TechStartup #BuildInPublic #IndieHackers

#AI #ArtificialIntelligence #AIEngineering #GenerativeAI #LLM #AIAgents #AgenticAI #LLMAgents #MCP #ModelContextProtocol #ToolCalling #RAG #SoftwareEngineering #FullStack #Backend #TypeScript #NextJS #NestJS #PostgreSQL #SaaS #Automation #TechStartup #BuildInPublic #IndieHackers

Are you running hybrid search in production? Did dense plus sparse earn its complexity over dense alone, and how did you measure it?

#rag #ai

Most RAG problems are retrieval problems wearing an LLM costume.

BGE-M3 gives dense and sparse vectors from one pass; Qdrant fuses both with RRF.

#rag #vectorsearch #llm
abchaudary.me/blog/qdrant-...

#AI #ArtificialIntelligence #AIEngineering #GenerativeAI #LLM #AIAgents #AgenticAI #LLMAgents #MCP #ModelContextProtocol #ToolCalling #RAG #SoftwareEngineering #FullStack #Backend #TypeScript #NextJS #NestJS #PostgreSQL #SaaS #Automation #TechStartup #BuildInPublic #IndieHackers

#AI #ArtificialIntelligence #AIEngineering #GenerativeAI #LLM #AIAgents #AgenticAI #LLMAgents #MCP #ModelContextProtocol #ToolCalling #RAG #SoftwareEngineering #FullStack #Backend #TypeScript #NextJS #NestJS #PostgreSQL #SaaS #Automation #TechStartup #BuildInPublic #IndieHackers

✍️ New blog post by Ajay kumar

I Tested Amazon S3 Vectors' New Pre-Filtering Against Exact Ground Truth

#aws #vectorsearch #rag #machinelearning

社内の業務マニュアルを探すのに時間をかけていたり、同僚に聞いて迷惑かけていませんか？
社内AIアバターにPDFやWebサイトを登録すれば、聞くだけで必要情報を素早く提示してくれるんですよ♪
頼れる相棒の詳細はプロフノリンクから！
#AIアシスタント #RAG

Your RAG index might be mostly sidebar.

On 30 LlamaIndex docs pages:
- SimpleWebPageReader: 362,849 tokens
- Website Content Crawler: 44,813 tokens

That's 8x fewer tokens. 86% of the extra text was navigation repeated on every page.
blog.apify.com/llamaindex-r...
#LlamaIndex #RAG

"Retrieval-Augmented Generation on AWS: Skip the Vector Database" by Stephanie

#rag #ai #ai-engineering

"Agentic RAG vs. GraphRAG: Why Vector Search Alone Is Failing Your LLM in Production" by Rahul R

#ai #rag #vector-search #ai-agents #llm

RAG構築が一気に簡単に？Oracle Private Agent Factory のKnowledge Agent Nodeを試してみた

#LLM #oracle #rag #MCP #ノーコード

🚨 From local RAG to a real AI agent in C#?
Part 1: extend your Ollama + Qdrant setup into an agent that can reason and act still fully local! 🤖📚
Guide: www.ottorinobruni.com/from-local-r...
Following the series? 👇
#dotnet #CSharp #RAG #AIAgents

Haystack sits at 93/100 heat with +30 pts in the last 24h. Open-source RAG and semantic search pipelines, production-ready. Building document Q&A or conversational AI? This framework is earning its score. hookflow.ai #RAG #OpenSource

"I Tested Amazon S3 Vectors' New Pre-Filtering Against Exact Ground Truth" by Ajay kumar

#amazon-s3-vectors #vector-search #rag #generative-ai #aws-community-builders

El #RAG está pasando de recuperar «chunks parecidos» a entender la estructura del documento y razonar sobre ella.

Vector RAG = recuperar por similitud
Vectorless RAG = navegar por estructura
#AgenticRAG = razonar sobre esa estructura con autonomía

Más trazable y más fiable.

Adding a RAG pipeline to GenePattern Copilot actually degraded performance, making the chatbot's answers worse than the baseline frontier model. #RAG

社内の業務マニュアルを探すのに時間をかけていたり、同僚に聞いて迷惑かけていませんか？
社内に安全に立てたAIにPDFやWebを登録すれば、AIアバターが必要な情報を神速で提示します♪
頼れる相棒の詳細はプロフノリンクから！ #AIアシスタント #RAG

New arXiv paper evaluates LLM retrieval robustness in RAG setups, asking whether retrieval always helps, if more documents improve results, and whether document order matters, using a 1,891-sample benchmark across five datasets.

#LLMs #RAG #AIResearch
https://arxiv.org/abs/2505.21870

"Beyond the Prompt: How RAG Gives LLMs Access to Your Own Data on AWS" by Sarah Enaile

#rag #llm #aws-builders