LLM Garage

Home Engineer's AI Hardware Journal

LLM Garage Mission:

  • Promote home use of AI
  • Push the boundaries of self-hosted AI
  • Bring the most capable models into self-hosted environments

We document our journey building capable LLM inference machines using consumer GPUs and off-the-shelf hardware. We believe in transparency, reproducibility, and pushing what's possible in your own garage.

What We Do

LLM Garage is a documentation project exploring practical implementations of large language model inference on consumer hardware. We test various model quantizations, benchmark performance across different GPU configurations, and share our real-world findings.

Our Approach

We focus on:

  • Building scalable multi-GPU systems using consumer-grade components
  • Testing various model quantizations and their practical performance
  • Documenting real-world setup challenges and solutions
  • Experimentation over theory