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# 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.

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🧠OrKA-Reasoning: How Workflow Execution Really Works
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🧠OrKA-Reasoning: How Workflow Execution Really Works

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4 min read
💡 What's new in txtai 9.0

💡 What's new in txtai 9.0

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5 min read
Snowflake AI_EMBED Function - Your Gateway to Unified Multimodal Vector Search

Snowflake AI_EMBED Function - Your Gateway to Unified Multimodal Vector Search

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5 min read
Code Generation with ‘Graph RAG’, AstraDB and gpt-oss

Code Generation with ‘Graph RAG’, AstraDB and gpt-oss

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18 min read
Benchmarking LLM Search APIs: Tavily vs Web Search Plus vs OpenAI Web Search
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Benchmarking LLM Search APIs: Tavily vs Web Search Plus vs OpenAI Web Search

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4 min read
Let's Build a Voice RAG System That Actually Works 🎉

Let's Build a Voice RAG System That Actually Works 🎉

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20 min read
Sub-millisecond similarity search on IVF indexes with PDX
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Sub-millisecond similarity search on IVF indexes with PDX

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6 min read
Building Production RAG in 2025: Lessons from 50+ Deployments
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Building Production RAG in 2025: Lessons from 50+ Deployments

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2 min read
RAG Chatbot - MoviesGPT
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RAG Chatbot - MoviesGPT

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2 min read
How Retrieval Algorithms Shape Better LLM Responses?
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How Retrieval Algorithms Shape Better LLM Responses?

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3 min read
✨ A Small Update: RAG Pitfalls, Unexpected Endorsement, and That Feeling of Fighting Ghosts with FAISS

✨ A Small Update: RAG Pitfalls, Unexpected Endorsement, and That Feeling of Fighting Ghosts with FAISS

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2 min read
🚀 Amazon S3 Adds Native Vector Search — A Game-Changer for GenAI Builders (Especially Students)
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🚀 Amazon S3 Adds Native Vector Search — A Game-Changer for GenAI Builders (Especially Students)

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4 min read
🔍 What is Retrieval-Augmented Generation (RAG)?
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🔍 What is Retrieval-Augmented Generation (RAG)?

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2 min read
Teach Your Free AI Chatbot with Reports & Web Data (RAG Basics)
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Teach Your Free AI Chatbot with Reports & Web Data (RAG Basics)

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10 min read
Accelerate Advanced RAG with Tensorlake
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Accelerate Advanced RAG with Tensorlake

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20 min read
🚀 RAG in Go: From Zero to Answers in One Evening

🚀 RAG in Go: From Zero to Answers in One Evening

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1 min read
Let's build a Free Chatbot with Streamlit and Gemini AI (Step-by-Step for Beginners)
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Let's build a Free Chatbot with Streamlit and Gemini AI (Step-by-Step for Beginners)

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6 min read
halfvec: Half the Bits, Twice the speed?
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halfvec: Half the Bits, Twice the speed?

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7 min read
🛡️ Paladin-mini: Open-Source Grounding Model That Actually Works in Production

🛡️ Paladin-mini: Open-Source Grounding Model That Actually Works in Production

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5 min read
Probably Secure: A Look At The Security Concerns Of Deterministic Vs Probabilistic Systems
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Probably Secure: A Look At The Security Concerns Of Deterministic Vs Probabilistic Systems

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6 min read
🧠Can AI Learn to Care?
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🧠Can AI Learn to Care?

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4 min read
RAG with LLMs: The Complete Guide to Retrieval-Augmented Generation
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RAG with LLMs: The Complete Guide to Retrieval-Augmented Generation

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5 min read
Enhancing Domain-Specific Knowledge Graph Reasoning via Metapath-Based Large Model Prompt Learning

Enhancing Domain-Specific Knowledge Graph Reasoning via Metapath-Based Large Model Prompt Learning

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1 min read
Use Cases for HNSW-SQLite Library
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Use Cases for HNSW-SQLite Library

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2 min read
Don’t Stop at RAG. AGENTIC RAG Actually Gets Things Done
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Don’t Stop at RAG. AGENTIC RAG Actually Gets Things Done

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2 min read
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