First Move (11~18) - Code, Learn, Build
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First Move (11~18) - Code, Learn, Build

Structured, level-based technology learning paths from foundational exploration to industry mastery.

Learning Domains

  • Python Programming (Active)
  • Computer Science Core
  • Web Development
  • AI & Machine Learning

Platform Architecture

  • Level-Based Progression
  • Decoupled Content Schema
  • Modular Code Execution Engine
  • Curated Official Resources

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🐍 Generative AI & LLM Agents/Project 1 of 2
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INTERMEDIATE PROJECTNOT STARTED ○

Enterprise RAG Document Q&A Agent

Build a Retrieval-Augmented Generation engine parsing documentation, chunking text, computing vector embeddings, and answering user queries.

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Project Description

Engineer a end-to-end RAG architecture with vector similarity search (cosine distance), semantic chunking, and LLM context synthesis.

Learning Objectives

  • Build document text chunking pipelines.
  • Query vector databases to supply relevant prompt context.

Technical Requirements & Specifications

### Project Overview Engineer a RAG document search agent using vector embeddings and LLM context synthesis.

Project Metadata

Estimated Time⏱️ ~6 Hours
Difficulty📊 intermediate
Milestone Count📋 2 Milestones

Skills Demonstrated

Text ChunkingVector EmbeddingsCosine Similarity SearchRAG Context Injection

Prerequisites

  • Python & API Integration