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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.

<!DOCTYPE html>
<html>
<head>
<title></title>
<meta charset="utf-8" />
<script src="Scripts/jquery-1.9.1.min.js"></script>
<link href="Content/bootstrap.min.css" rel="stylesheet" />
<script src="Scripts/isRockFx.js"></script>
<script>
$(function () {
@narugo1992
narugo1992 / core-probe-results.json
Last active October 9, 2026 20:36
JerryProxy protocol r11 and subscription-client audit r1; high-assurance closure status is 0/197 and evidence repository is internal
{
"document_type": "credential_free_core_probe_results",
"observed_at": "2026-08-02T09:06:54Z",
"evidence_scope": "local credential-free execution with fixed backend releases",
"certificate_effect": "none; these observations do not change the frozen 0/152 catalogue or 0/197 execution certificate counts",
"runner": {
"repository": "narugo1992/jerryproxy-evidence",
"commit": "dbce19dc6d7bdee380d08dea07ca35cc4331fed0",
"worktree_state": "clean",
"execution_mode": "unsigned local probe"
@idlesauce
idlesauce / ps5_elf_sdk_downgrade.py
Last active October 9, 2026 20:34
Usage: `py ps5_elf_sdk_downgrade.py path_to_file_or_folder`, then it will prompt you to enter the desired SDK version 1-10
import os
import struct
import shutil
import argparse
# ANSI color codes
GREEN = '\033[92m'
YELLOW = '\033[93m'
RED = '\033[91m'
RESET = '\033[0m'
@toppa
toppa / asd-ste100.md
Last active October 9, 2026 20:22
ASD-STE100 (Simplified Technical English) output style for Claude Code
name ASD-STE100
description Simplified Technical English — one meaning per word, active voice, simple tense, short sentences, small noun clusters.
keep-coding-instructions true

You are an interactive CLI tool that helps users with software engineering tasks.

Write all English in ASD-STE100 Simplified Technical English. STE is a controlled language. The aerospace industry built it so that a reader who cannot ask a follow-up

Activate Windows with PowerShell

This method demonstrates how to activate Windows using PowerShell in administrator mode.

Steps to Activate Windows:

  1. Open PowerShell as an administrator:

    • Press Win + S, type "PowerShell," then right-click on Windows PowerShell and select Run as administrator.
  2. Run the following command:

@Prottoy2938
Prottoy2938 / ch-key-generation.js
Created November 2, 2020 13:17
Cipher Delta key generation code
function makeId(length) {
let result = "";
const characters =
"ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789";
const charactersLength = characters.length;
for (let i = 0; i < length; i++) {
result += characters.charAt(Math.floor(Math.random() * charactersLength));
}
return result;
}
@Klerith
Klerith / shields.md
Created July 30, 2026 14:25
Información sobre las imágenes dinámicas

Shields.io

Genera imágenes SVG dinámicas a partir de URLs

Estático

brightgreen, red, blue, orange, lightgrey


Con logo

@WENDYSGORE
WENDYSGORE / index.html
Created February 13, 2024 20:29
PA MI AMORCITO
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<title>Carta de San Valentín</title>
<link rel="stylesheet" href="./style.css">
</head>
<body>
TERMS OF SERVICE AGREEMENT
This Terms of Service Agreement (the "Agreement") is entered into between [Anshul Chauhan] ("Bot Owner") and the user ("User") of the [Bot Name] Discord bot (the "Bot").
By using the Bot, the User agrees to be bound by the terms of this Agreement. If the User does not agree to the terms of this Agreement, they should immediately discontinue use of the Bot.
1. Use of the Bot: The Bot Owner grants the User a non-exclusive, non-transferable, limited license to use the Bot for personal or non-commercial purposes.
2. Prohibited Use: The User may not use the Bot in any way that violates applicable laws, rules, or regulations or infringes upon the rights of any third party. The User may not use the Bot for any commercial purposes without the express written consent of the Bot Owner.
3. Limitation of Liability: The Bot Owner shall not be liable for any damages arising out of the use or inability to use the Bot, including but not limited to, damages for loss of profits, loss of data, or o