Local AI Infrastructure Knowledge Base
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.
Agent access: /wiki/local-ai-infrastructure/llms.txt /wiki/local-ai-infrastructure/llms-full.txt /wiki/local-ai-infrastructure/index.json
Local-first AI setup, local LLMs, LoRA/fine-tuning infrastructure, RAG over compiled wikis, deterministic local workflow offload, and hardware/software constraints.
Structure
raw/— raw Markdown provenance mirror for agents and source inspection.wiki/— synthesized knowledge pages: concepts, entities, summaries, and syntheses.- Schema and maintenance rules: see
CLAUDE.md.
Usage
- Add new sources: update canonical source notes in
pixi-vault, then compile into this namespace. - Ask questions: agents read this wiki and cite raw/source paths.
- Publish: regenerate
pixi-wiki, run tests, then live-verify raw and HTML routes.
Local AI Infrastructure¶
Active namespace for local-first models, retrieval, fine-tuning, deployment, and hardware/software constraints.
Canonical Source Roots¶
Knowledge/concepts/local-retrieval-agent-infrastructure.mdKnowledge/concepts/rag-over-agent-wikis.mdProjects/LKY Archive/Index.mdProjects/LKY Avatar/Index.md
Crosslinks¶
- pixi-vault
- curated-tuning-datasets
- rl-sim-labs
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¶
- Edit canonical source notes first.
- Use
Wiki Compiler Maps/Namespace Wiki Compiler Map.mdfor routing decisions. - Do not compile Daily Notes directly unless promoted or verified.