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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 0.9.4: cleaner logs, full GraphScout paths, ISO timestamps

OrKa 0.9.4: cleaner logs, full GraphScout paths, ISO timestamps

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1 min read
I Created an AI Assistant That Reads the Fine Print for You

I Created an AI Assistant That Reads the Fine Print for You

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4 min read
**Processing Mode**

**Processing Mode**

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3 min read
RAG for Dummies

RAG for Dummies

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2 min read
AI-Powered Resume & Job Description Matching with RAG

AI-Powered Resume & Job Description Matching with RAG

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1 min read
Vector Databases Guide: RAG Applications 2025

Vector Databases Guide: RAG Applications 2025

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10 min read
The Secret to Efficient RAG: A Step-by-Step Guide to Chunking and Counting Your Vectors

The Secret to Efficient RAG: A Step-by-Step Guide to Chunking and Counting Your Vectors

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11 min read
LLPY-03: ExtracciĂłn y Procesamiento Inteligente de Datos Legales

LLPY-03: ExtracciĂłn y Procesamiento Inteligente de Datos Legales

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21 min read
RAG: experiments with prompting using 3 LLM's

RAG: experiments with prompting using 3 LLM's

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8 min read
Embedded Intelligence: How SQLite-vec Delivers Fast, Local Vector Search for AI.

Embedded Intelligence: How SQLite-vec Delivers Fast, Local Vector Search for AI.

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7 min read
Exposing the Magic of Large Language Models Like ChatGPT Explained Simply for CEOs and Lawyers

Exposing the Magic of Large Language Models Like ChatGPT Explained Simply for CEOs and Lawyers

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4 min read
How I Built an AI Workspace To Help Students & Researchers

How I Built an AI Workspace To Help Students & Researchers

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2 min read
Day 7 — FAISS empty vectors, metric mismatch, and recall collapse (ProblemMap No.8)

Day 7 — FAISS empty vectors, metric mismatch, and recall collapse (ProblemMap No.8)

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3 min read
Build Agentic Video RAG with Strands Agents and Containerized Infrastructure

Build Agentic Video RAG with Strands Agents and Containerized Infrastructure

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6 min read
How We Used RAG to Power an AI-First Internal Tool Builder

How We Used RAG to Power an AI-First Internal Tool Builder

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2 min read
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