Local AI Infrastructure Knowledge Base

type: namespace-overview
confidence: high
updated: 2026-07-17
status: active
namespace: local-ai-infrastructure
updated: 2026-07-17
Covers
Local-first AI setup, local LLMs, LoRA/fine-tuning infrastructure, RAG over compiled wikis, deterministic local workflow offload, and hardware/software constraints.
Not Covered
Cloud-only infrastructure unless it affects local-first migration; product UX unless tied to local model constraints.
Current As Of
2026-07-17 — active. Includes local retrieval/RAG concepts, VPS app operation, and the LKY Brain consumer-GPU QLoRA case study with checkout-portable launchers, documented PEFT/vLLM paths, executed downstream llama.cpp Q4_K_M serving, tuned-voice co-placement, and the application-layer audited retrieval seam used by LKY Avatar.

Local-first AI setup, local LLMs, LoRA/fine-tuning infrastructure, RAG over compiled wikis, deterministic local workflow offload, and hardware/software constraints.

Structure

Usage

Local AI Infrastructure

Active namespace for local-first models, retrieval, fine-tuning, deployment, and hardware/software constraints.

Canonical Source Roots

Public Output Contract

When published to pixi-wiki, this namespace should expose:

/raw/local-ai-infrastructure/README.md
/raw/local-ai-infrastructure/wiki/index.md
/wiki/local-ai-infrastructure/README.md
/wiki/local-ai-infrastructure/wiki/index.md

Maintenance