~/organiccode.net

$ tail -f ~/devlog

Devlog

Working notes from things I've built — mostly home Kubernetes, AI tooling and infrastructure experiments. Documentation for future-me.

What is LoRA, and why does everyone use it?

A short, picture-led primer on Low-Rank Adaptation — the trick that makes fine-tuning huge models tractable on a single GPU.

#lora #ml #primer #fine-tuning

The Cosy Norwegian

A rank-24 LoRA fine-tune of CosyVoice 3, because Norwegian deserves an open voice.

#tts #cosyvoice #lora #norwegian #learnloop #huggingface #devlog

WIP: My first Operator and CRDs

Writing a Kubernetes operator in Python with Kopf to manage Keycloak realms and OIDC clients declaratively.

#k8s #operator #crd #keycloak #python

Devlog: Integrating ComfyUI with Open WebUI

Bolting a Stable Diffusion 3.5 image generator onto my home Open WebUI install, on top of Kubernetes.

#k8s #gpu #openwebui #comfyui #devlog

Devlog: Setting up Open WebUI in K8s with GPU

Bringing a juicy RTX 3090 into my home Kubernetes cluster, with NFS storage and the NVIDIA GPU operator.

#k8s #gpu #openwebui #devlog