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LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

@besmirzanaj
besmirzanaj / technitium-sync.sh
Last active February 19, 2026 20:11
sync two technitium servers
#!/bin/bash
# Author: Besmir Zanaj, 2024
# This is a very raw script to backup configs (no logs and no stats) from a technitium server
# to another
#
# first create two tokens: one on the source server and another one on the destination one
# fill out the vars below
# create a cronjob with this script on the destinaton host
# eg:
@scyto
scyto / proxmox.md
Last active April 30, 2026 14:43
my proxmox cluster

ProxMox Cluster - Soup-to-Nutz

aka what i did to get from nothing to done.

note: these are designed to be primarily a re-install guide for myself (writing things down helps me memorize the knowledge), as such don't take any of this on blind faith - some areas are well tested and the docs are very robust, some items, less so). YMMV

Purpose of Proxmox cluster project

Required Outomces of cluster project

@brianoz
brianoz / class-virtualthemedpage-bc.php
Created February 20, 2014 01:10
WordPress Virtual page with theme
<?php
/*
* Virtual Themed Page class
*
* This class implements virtual pages for a plugin.
*
* It is designed to be included then called for each part of the plugin
* that wants virtual pages.
*
* It supports multiple virtual pages and content generation functions.