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AI Agents · Lesson

Llama, Mistral and Qwen Overview

The three big open-weight model families: licenses, sizes, and what each is good at.

Why Open Source?

Open-weight models give you:

  • No per-token API cost
  • Data privacy — model runs on your hardware
  • Customization (fine-tuning) at any scale
  • No vendor lock-in

Cost: engineer hours, GPU bills, and usually worse quality at the frontier.

Llama Family (Meta)

  • Released 2023-2025 in sizes 1B to 405B
  • Llama 3.x is highly capable; 8B competes with mid-tier closed models
  • Community license (permits commercial use under conditions)
  • Huge ecosystem; most fine-tunes are Llama-derived

All lessons in this course

  1. Llama, Mistral and Qwen Overview
  2. Running Local Models with Ollama and llama.cpp
  3. Function-Calling Open Models (Hermes, Functionary)
  4. Trade-offs: Latency, Cost, Capability
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