Jayangshu Saha jayangshu84

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.

Default

Powerlevel9k

1. Clone your fork:

git clone git@github.com:YOUR-USERNAME/YOUR-FORKED-REPO.git

2. Add remote from original repository in your forked repository:

cd into/cloned/fork-repo
git remote add upstream git://github.com/ORIGINAL-DEV-USERNAME/REPO-YOU-FORKED-FROM.git
git fetch upstream

Using Git

Global Settings

Related Setup: https://gist.github.com/hofmannsven/6814278

Related Pro Tips: https://ochronus.com/git-tips-from-the-trenches/

	# Copyright (C) 2016 Martina Pugliese

	from boto3 import resource
	from boto3.dynamodb.conditions import Key

	# The boto3 dynamoDB resource
	dynamodb_resource = resource('dynamodb')


	def get_table_metadata(table_name):

	delete_lines 'remove requiretty from sudoers' do
	path '/etc/sudoers'
	pattern '^.*requiretty'
	end

	---
	driver:
	name: azurerm

	driver_config:
	subscription_id: '4801fa9d-YOUR-GUID-HERE-b265ff49ce21'
	location: 'West Europe'
	machine_size: 'Standard_D1'

	transport:

	# Defined type for creating virtual user accounts
	#
	define accounts::virtual ($uid,$realname,$pass) {

	user { $title:
	ensure => 'present',
	uid => $uid,
	gid => $title,
	shell => '/bin/bash',
	home => "/home/${title}",