Set expiry by claim: a historical explanation may use an old revision. A queued action needs current permission and state checks.
RAG freshness worksheet: hackmd.io/@dmytro-nasy...

#RAG #AIAgents #EvidenceFreshness

Hypothetical: a policy is verified at 08:59. A superseding revision is announced at 09:02. At 09:03, the old evidence is only four minutes old, yet it cannot support current instructions.
A five-minute expiry must not overrule a known change.

#RAG #EvidenceFreshness #DataEngineering

Fresh RAG evidence needs a decision-specific expiry.

Pharos Production builds agent evaluation sets. Ask which source governs this decision and what change invalidates it.
AI agent development: pharosproduction.com

#RAG #AIAgents #DataEngineering

EmbeddingGemma 2：テキスト・画像・音声・動画を統合するオープンな軽量マルチモーダル埋め込みモデル

Google DeepMindが発表した「EmbeddingGemma 2」は、テキスト・画像・音声・動画を単一の空間にマッピングする7.4億パラメータのオープンな軽量マルチモーダル埋め込みモデルです。

#Multimodal #Embeddings #OpenSource #EdgeAI #RAG

#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

#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

#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