Fakhreddine JADIB
AI and Data Science Engineer, RAG, MCP and LLM Automation
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What Actually Happens When You Type ssh host uptime? 🖥️
Typing a simple command like $ ssh host uptime feels instant, but there is a massive amount of cryptographic heavy lifting happening under the hood.
This sequence diagram perfectly breaks down the 19 steps that happen in the...
Back to Basics: The Anatomy of a RAG Pipeline 🧱
Before diving into advanced techniques like hybrid search or agentic workflows, you have to master the foundation. This clean visualization perfectly breaks down the fundamental architecture of a Basic Retrieval-Augmented...
If your RAG system is hallucinating, don't blame the LLM. Blame your retrieval pipeline. 🔍
This visual perfectly captures the most common point of failure in Retrieval-Augmented Generation (RAG) applications. The frustrating part? The correct information already exists in your...
The Architectural Leap: Why AI Agents Need MCP Over Traditional APIs 🔌
The shift from standard web applications to autonomous AI systems requires a fundamental change in how we handle connectivity. This diagram perfectly illustrates the architectural leap from traditional APIs...
Why Reranking Matters in RAG: Fast Retrieval ≠ Precise Relevance 🎯
If you are building Retrieval-Augmented Generation (RAG) applications, you've probably realized that just pulling the top-K results from a vector database isn't always enough to get a great answer.
This visual...
