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⚡ AI Lessons

Medium · RAG
🧠 Large Language Models
⚡ AI Lesson
1h ago
Contextual Retrieval in Practice
What I learned building an AI Act chatbot Continue reading on Medium »

Medium · RAG
2h ago
What Is RAG (Retrieval-Augmented Generation)? Explained Like You’re Five
Not all ghosts are scary — some just need a good library card. Continue reading on CodeToDeploy »

Medium · RAG
2h ago
I Gave My AI a Memory. Here’s What Flat RAG Was Costing Me.
Upgrading Abra, my personal life OS, from keyword-matched context dumps to a Cognee knowledge graph, and why Graph RAG is the upgrade your… Continue reading on

Medium · RAG
2h ago
Understanding Modern AI Architecture: LLMs, RAG, AI Agents & MCP
AI development has moved past the days of simply prompting a model and hoping for the best. Today’s real-world AI systems are built as… Continue reading on Medi

Medium · RAG
2h ago
Building RAG Systems with Qdrant: An Operational Deep Dive
Vector databases have become a core component of modern AI systems, especially Retrieval-Augmented Generation (RAG) applications. While… Continue reading on Med

Medium · RAG
3h ago
The Wrong Evidence That Made RAG Hallucinate
Understanding Verification & Guardrails Continue reading on Medium »

Medium · RAG
4h ago
The Day I Stopped Trusting My Embeddings
A few months back I was debugging a document Q&A system that kept failing in a very specific, very annoying way. Ask it something simple —… Continue reading on

Medium · RAG
4h ago
Building a RAG-Powered YouTube Q&A Assistant: Chat With Any Video
How I combined transcript retrieval and Retrieval-Augmented Generation to let you “talk” to any YouTube video — built with Python… Continue reading on Medium »

Medium · RAG
6h ago
✂️ Chunking Strategies in RAG: How Splitting Text Shapes Retrieval and Embeddings
Introduction Continue reading on Medium »

Medium · RAG
6h ago
Your RAG Pipeline Doesn’t Need Embeddings. It Needs BM25.
Every AI engineer’s first instinct when building search or retrieval is the same: throw an embedding model at it, dump vectors into… Continue reading on Medium

Medium · RAG
8h ago
How to Connect Rally to Your RAG-Based Agentic System: An Enterprise-Grade Guide
A step-by-step guide for AI and Data Engineers on integrating Rally (CA Agile Central) as a robust data source for Retrieval-Augmented… Continue reading on Medi

Medium · RAG
8h ago
¿Qué es un RAG?
Por qué existe y cómo implementar uno sin escribir una línea de código Continue reading on Medium »

Medium · RAG
🤖 AI Agents & Automation
⚡ AI Lesson
9h ago
The Context Engineering Framework: How Modern AI Agents Actually Work
Learn how context engineering, memory systems, RAG, MCP, and AI agent frameworks work together to build reliable, scalable, and… Continue reading on Medium »
Medium · RAG
13h ago
Is Google Challenging RAG ??
Continue reading on Medium »

Medium · RAG
🔍 RAG & Vector Search
⚡ AI Lesson
14h ago
Enterprise Knowledge Graph: A CTO’s Playbook for AI That Understands Your Business
Core Concepts: Understanding the Enterprise Knowledge Graph Continue reading on Medium »
Medium · RAG
15h ago
The Practical LlamaIndex Trial Is a Context Contract, Not a Demo
LlamaIndex should not be judged by whether a five-line RAG demo returns a fluent answer. That only proves that one happy path can run. It… Continue reading on M

Medium · RAG
🧠 Large Language Models
⚡ AI Lesson
16h ago
Why Your Prompts Aren’t the Problem
There’s an idea floating around every prompt engineering course: if you just phrase things right, the AI will finally understand you. Continue reading on Medium

Medium · RAG
🔍 RAG & Vector Search
⚡ AI Lesson
17h ago
PixelRAG: When Retrieval Stops Reading Text and Starts Seeing Pages
PixelRAG replaces text-based retrieval with visual page embeddings — it renders documents as screenshots, retrieves image tiles instead of… Continue reading on

Medium · RAG
20h ago
Presales knowledge bot — making scattered, duplicated, NDA-restricted data searchable
AWS-based production-grade RAG knowledge retrieval solution utilizing Amazon Aurora Continue reading on CodeX »

Medium · RAG
🔍 RAG & Vector Search
⚡ AI Lesson
21h ago
KNN vs. HNSW: Choosing the Right Nearest-Neighbor Algorithm for Your RAG Pipeline
If you’ve built a RAG pipeline, a recommendation engine, or a semantic search feature in the last two years, you’ve made a… Continue reading on Medium »

Medium · RAG
23h ago
Why Your RAG Pipeline Fails in Production (And How to Actually Fix It)
Building a RAG demo takes a weekend. Building one that doesn’t embarrass you in front of users takes a lot more than that. Continue reading on Stackademic »

Medium · RAG
23h ago
Sweat in Peace: Working on a RAG Eval Pipeline
We are a team of engineers building a chatbot that helps researchers find and understand data submission questions related to cancer data… Continue reading on M

Medium · RAG
1d ago
the RAG research (draft 1)
The Foundational Papers Continue reading on Medium »

Medium · RAG
1d ago
Context Is the New Compute
The real bottleneck isn’t the model — it’s what you stuff into the window. Continue reading on Signal & Structure »
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