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PersonalactiveStarted December 2024

Local AI Stack

M4 Max multi-model inference

What it is

The Local AI Stack transforms a MacBook Pro M4 Max into a personal AI development environment, enabling experimentation without cloud dependencies, API costs, or data privacy concerns.

The Hardware

  • MacBook Pro M4 Max with 36GB unified memory
  • Apple Silicon's Neural Engine for accelerated inference
  • Capable of running 7B-13B parameter models at reasonable speeds

The Software Stack

  • Ollama: Local model serving with easy model management
  • LLM Studio: UI for multi-model conversations
  • Custom Scripts: Automation for model switching and testing

Use Cases

  • Reachy Development: Speech-to-speech with Piper TTS and Canary ASR
  • Continuum Testing: Rapid iteration on context management
  • Multi-Model Debates: Compare responses across models
  • Offline Development: Full AI workflows on planes, coffee shops, anywhere

Available Models

  • Llama 3.2 (various sizes)
  • Mistral and Mixtral
  • Gemma 2
  • Qwen 2.5
  • CodeLlama for development

Why Local Matters

  • No API costs for experimentation
  • No data leaving the device
  • No rate limits during intensive testing
  • No dependency on internet connectivity

Integration with DGX

The local stack handles development and testing. When experiments need more power, they graduate to DGX Spark. The two systems complement each other: local for iteration, DGX for scale.

Connected work

What it touches