Practical notes on private AI, automation, infrastructure and data products from Karakoo projects.

Why specialized, self-hosted AI often creates more business value than generic cloud AI: lower risk, clearer control, and models built around your workflows.

Discover how Karakoo designs AI automation around real workflows, private infrastructure and measurable operational outcomes.

Optimize your virtual machine setup by automating template creation with Packer, ensuring consistent and reliable builds every time.

Replace manual work and rigid software with secure automation designed around your processes, data ownership and existing systems.

A hands-on guide to backing up and restoring Kubernetes apps using Longhorn. Protect your data with open-source, cost-effective tools.

Explore a practical workflow for collecting, processing, and visualizing Kubernetes logs using Grafana Alloy and Loki — from deployment to enrichment and analysis.

Design cloud, on-prem or hybrid infrastructure that stays observable, secure and under your control without unnecessary platform lock-in.

Turn operational, lab and process data into practical AI tools while keeping intellectual property and sensitive information under your control.