VOLUME VI: Neuro-Symbolic AI & Local LLMs
Chapter 28: Local LLMs (16GB GPU VRAM Math)
The deterministic sovereign stack built across Volumes III through V can prove that pve3 is criti...
Chapter 29: Proxmox PCIe Passthrough and AI Inference
Running the LLM inference engine directly on the Proxmox host OS — as Chapter 27's llm-inference....
Chapter 30: Fine-Tuning for Infrastructure
The sovereign-analyst model from Chapter 29 knows how to format incident runbooks and reason abou...
Chapter 31: RAG via Prolog (The Deterministic Context)
Standard Retrieval-Augmented Generation embeds past incident documents into a vector database and...
Chapter 32: Tool Calling & Autonomy
The fine-tuned, RAG-grounded analyst from Chapters 30 and 31 can diagnose a degraded cluster and ...
Chapter 33: The Sovereign Codebase
The journey from a working prototype to a hardened production system is not a matter of adding fe...