Saroj Maharjan zoras

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.

37signals Open Source Releases (2021–2026)

2021

console1984 — Privacy-aware Rails console that records sessions and protects encrypted data. Blog: Privacy-aware Rails consoles
audits1984 — Auditing interface for console1984 sessions. Blog: [Privacy-aware Rails

Project Guidelines

Project Overview

This is a Ruby on Rails application that helps users with benefits applications. The application uses:

Ruby on Rails 8
PostgreSQL database
Bootstrap 5.3 for UI styling
Hotwire (Turbo and Stimulus) for frontend interactivity
RSpec for testing

	# frozen_string_literal: true
	# config/initializers/colorized_logger.rb

	# This initializer adds color to the Rails logger output. It's a nice way to
	# visually distinguish log levels.
	module ColorizedLogger
	COLOR_CODES = {
	debug: "\e[36m", # Cyan
	info: "\e[32m", # Green
	warn: "\e[33m", # Yellow

	# THIS LINUX SETUP SCRIPT HAS MORPHED INTO A WHOLE PROJECT: HTTPS://OMAKUB.ORG
	# PLEASE CHECKOUT THAT PROJECT INSTEAD OF THIS OUTDATED SETUP SCRIPT.
	#
	#

	# Libraries and infrastructure
	sudo apt update -y
	sudo apt install -y \
	docker.io docker-buildx \
	build-essential pkg-config autoconf bison rustc cargo clang \

	# Leverages the BroadcastLogger introduced in Rails 7.1 to wrap the current
	# logger in a new logger that broadcasts to both the current logger and $stdout
	#
	# (Announcement: https://rubyonrails.org/2023/9/29/this-week-in-rails)
	#
	# If the current logger already broadcasts to $stdout, it will not be wrapped,
	# making it safe to call this method multiple times without knowing the current
	# logging "sitch".
	#
	# Usage probably looks something like this:

	#!/bin/bash

	# Colors
	RED='\033[0;31m'
	GREEN='\033[0;32m'
	NO_COLOR='\033[0m'
	BLUE='\033[0;34m'
	YELLOW='\033[0;33m'
	NO_COLOR='\033[0m'

	# frozen_string_literal: true

	module Fingerprinting
	def full_fingerprint
	generate_fingerprint(
	ip_fingerprint,
	browser_fingerprint
	)
	end

	require 'rugged'

	# Your specified file is the first argument
	file_path = ARGV[0]

	repo = Rugged::Repository.discover(File.dirname(file_path))
	walker = Rugged::Walker.new(repo)
	walker.push(repo.head.target.oid)
	walker.sorting(Rugged::SORT_TOPO)

	[Hotwire on the thoughtbot Blog](https://thoughtbot.com/blog/tags/hotwire)

	[thoughtbot Hotwire Examples](https://github.com/thoughtbot/hotwire-example-template)

	[Hotrails Turbo Rails Tutorial](https://www.hotrails.dev/turbo-rails)

	[30 Days of Hotwire by @ilrock__ on Twitter](https://twitter.com/ilrock__/status/1631315562390519809)

	[Code Sample Image Tool](https://www.snappify.com)