slug: ai-engineer
title: "AI/ML Engineer"
version: 1.0.0
description: "From prompt engineering to building AI agents — harness LLMs in production systems."
icon: brain
tags: [ai, llm, agents, rag, prompt-engineering, ml]
difficulty: beginner-to-advanced
estimated_hours: 30

stages:
  - name: "Prompt Engineering"
    description: "Master the art of communicating with AI models"
    modules:
      - prompt-engineering

  - name: "LLM Fundamentals"
    description: "Understand how large language models work under the hood"
    modules:
      - llm-fundamentals
      - { slug: llm-evaluation, title: "LLM Evaluation & Benchmarking" }

  - name: "RAG & Knowledge Systems"
    description: "Ground AI responses in your own data"
    modules:
      - rag-fundamentals
      - { slug: vector-databases, title: "Vector Databases & Embeddings" }

  - name: "AI Agents & Workflows"
    description: "Build autonomous agents that use tools and reason"
    modules:
      - ai-agents
      - ai-pair-programming
      - { slug: ai-safety, title: "AI Safety & Alignment" }
      - { slug: ai-ops, title: "AI Ops — Monitoring & Deploying AI Systems" }