It pulls from my own documents, chunks them, embeds them on GPU #2 (a tiny T400), and answers with sources. RAG policy documents, not RAG scores determine local knowledge vs Model knowledge. Policy Driven Rag. As simple or complex as needed.
#HomelabLife #PangeaAI #RAG #OpenAI #policy-driven-RAG

The neat part is how controlled it is:

Homelab questions stay inside the RAG world, but general topics only switch to model-knowledge when I explicitly allow it through routing at the RAG layer.

Feels like an assistant that actually stays in its lane.

#EdgeAI #LocalAI #GPTOSS #TechStack #homelab

Built something fun: PangeaAI, a local LLM assistant for my homelab. Runs entirely on my workstation’s RTX 3090 using a RAG based policy system so questions about my homelab pull only from my own docs. No hallucinations. Quality Data...but there's more.....

#Homelab #LLM #RAG #AI #OpenSource

Gámur: Because “Apple Containerization” was never going to fit on a t-shirt.

#Gamur #AppleSilicon #macOS26 #containers #DevOps #OpenSource #AppleEngineering #ARM64 #homelab #KataContainers

For Apple’s new container runtime, I’ve been calling it Gamur — from Icelandic gámur, “container.”

IIf this name ever makes it into a WWDC slide, I’ll retire happy. 😄

#Gamur #AppleSilicon #macOS26 #containers #KataContainers #Linux #ARM64 #GitHub #DevOps #OpenSource

🚀 Proof-of-concept:
I ran Glances inside Apple’s new native container runtime on macOS 26 — I call it Gamur (Icelandic for “container”).
Even cooler: Gamur Glances monitors Docker Glances.
Apple nailed this. 👏

#macOS26 #AppleSilicon #containers #homelab #virtualization #DevOps #Glances

Thanks for the view Mother Nature.

#clarkesvillega #georgia