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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.

AWS Certified Solutions Architect Professional Cheat Cheets for Senior Engineer

Practice

SLA and Multi-Regions setup

For 2 9s (99%) and 3 9s (99.9%) scenario, a single region setup is enough.

In <filename>.tf:

variable "users" {
  default = [
    {
      name       = "user1"
      databases  =  ["db1","db2"]
      password   = "change_me"
      privileges = ["CONNECT","CREATE","TEMPORARY"]

TLTR;

RED=$'\e[0;31m'
R=${RED}
BLUE=$'\e[0;34m'
B=${BLUE}
GREEN=$'\e[0;32m'
G=${GREEN}
CYAN=$'\e[0;36m'

	### START: initContainers
	initContainers:
	- name: init-steps
	command: ["sleep", "14400"]
	image: alpine:latest
	imagePullPolicy: IfNotPresent
	resources:
	limits:
	memory: "128Mi"
	cpu: "500m"

	truststore_pass ?= password
	java_path ?= /usr/bin/java

	NODEINFO = $(shell basename additional-node-infos/*)

	etc_hosts:
	sed -i 's/.127.0.0.1./127.0.0.1 localhost idman-host netmap-host notary-node/' /etc/hosts

	cat << 'EOF' > ~/.bash_profile
	if [ -z "$TMUX" ]; then
	tmux attach -t default \|\| tmux new -s default
	fi
	EOF

	#!/bin/bash

	export TKN=$(curl -X POST 'http://localhost:8080/auth/realms/master/protocol/openid-connect/token' \
	-H "Content-Type: application/x-www-form-urlencoded" \
	-d "username=admin" \
	-d 'password=admin' \
	-d 'grant_type=password' \
	-d 'client_id=admin-cli' \| jq -r '.access_token')

	curl -X GET 'http://localhost:8080/auth/admin/realms' \

	version: '3'
	services:
	webserver:
	image: nginx:latest
	command: [nginx-debug, '-g', 'daemon off;']
	ports:
	- "8080:80/tcp"

	#!/usr/bin/env bash

	RED=$'\e[0;31m'
	R=${RED}
	BLUE=$'\e[0;34m'
	B=${BLUE}
	GREEN=$'\e[0;32m'
	G=${GREEN}
	CYAN=$'\e[0;36m'
	C=${CYAN}