Knut AI & Automation

Overview

Knut is a major custom AI and automation project within the homelab. It is an ongoing practical environment for exploring how AI-assisted workflows can interact with self-hosted services and repeatable automation while remaining observable and under operator control.

Knut AI and automation workflow

Project Focus

The project emphasizes:

Custom AI-assisted workflows
Automation of repeatable tasks
Integration with homelab services
Clear operator control and review
Logging, troubleshooting, and iterative improvement
Documentation of design decisions and lessons learned

Engineering Approach

Knut is treated as a real infrastructure project rather than a one-off experiment. Changes are tested incrementally, failures are investigated through logs and service state, and useful workflows are documented so they can be reproduced and improved.

The project also provides a place to evaluate where automation is genuinely useful and where a human decision should remain part of the workflow.

Skills Demonstrated

AI workflow design
Systems integration
Automation engineering
Operational troubleshooting
Iterative development
Technical documentation