Homelab Infrastructure
Distributed compute fabric for local AI, automation, observability, media workflows, and experimental applications.
A multi-node local environment that powers model serving, application hosting, operational tooling, and edge experiments across a curated personal infrastructure stack.
Overview
My homelab infrastructure provides a distributed compute environment used for AI experimentation, automation systems, monitoring services, and application development. The environment is designed to function as a miniature production platform where new systems can be designed, tested, and operated across multiple nodes.
Problem
Running everything on a single machine limits scalability and reliability. I needed a distributed environment capable of supporting local AI inference, containerized services, automation runtimes, observability, and experimentation with distributed workflows.
Architecture
Internet │ ▼ Router │ ▼ TP-Link Switch ├───────────────────────────────────────────────┬───────────────────────────────┬───────────────────────────────┐ │ │ │ │ ▼ ▼ ▼ ▼ Mac Mini M4 M4 Dell Pro Max GB10 Raspberry Pi 5 Windows Gaming PC Controller Node / Host Inference Host App / Test Server Fallback Inference Host ├───────────────────────────────┬───────────────────────────────┬───────────────────────────────┐ │ │ │ ▼ ▼ ▼ Pi Zero 2 W Pi Zero 2 W Raspberry Pi 4B InkyPi Display Pi-hole DogCam
Control Plane
Inference Layer
Application Layer
Edge Layer
Public-safe topology view with generalized service roles and sanitized network presentation.
Implementation
The infrastructure combines compact compute systems and edge devices connected through a private network. Nodes run containerized workloads and participate in shared automation workflows with reproducible deployment patterns and lightweight orchestration.
Capabilities
- Distributed compute environment for AI experimentation
- Local LLM inference infrastructure
- Containerized service hosting
- Foundation for automation and agent workflows
- Platform for rapid systems experimentation
Outcome
The homelab provides a stable platform for experimentation and system development, enabling rapid prototyping and operation of AI systems, distributed services, and automation workflows without full cloud dependence.
What’s Next
- Stronger observability and metrics collection
- Distributed model serving
- Expanded service orchestration capabilities
- Public-safe topology and service visualizations