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Tom tradmangh

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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.

@mistic100
mistic100 / vimeo-downloader.js
Created September 15, 2018 09:01
Download video from Vimeo (chopped m4s files)
// 1. Open the browser developper console on the network tab
// 2. Start the video
// 3. In the dev tab, locate the load of the "master.json" file, copy its full URL
// 4. Run: node vimeo-downloader.js "<URL>"
// 5. Combine the m4v and m4a files with mkvmerge
const fs = require('fs');
const url = require('url');
const https = require('https');
@alirobe
alirobe / reclaimWindows10.ps1
Last active May 18, 2026 05:42
This Windows 10 Setup Script turns off a bunch of unnecessary Windows 10 telemetery, bloatware, & privacy things. Not guaranteed to catch everything. Review and tweak before running. Reboot after running. Scripts for reversing are included and commented. Fork of https://github.com/Disassembler0/Win10-Initial-Setup-Script (different defaults). N.…
###
###
### UPDATE: For Win 11, I recommend using this tool in place of this script:
### https://christitus.com/windows-tool/
### https://github.com/ChrisTitusTech/winutil
### https://www.youtube.com/watch?v=6UQZ5oQg8XA
### iwr -useb https://christitus.com/win | iex
###
### OR take a look at
### https://github.com/HotCakeX/Harden-Windows-Security

Identifying Arbitrage Opportunities with Graphs


Introduction

@wschwarz
wschwarz / xslt-transform.ps1
Last active January 6, 2022 21:25
Powershell script to run an xslt transform on a passed in file.
function process-XSLT
{param([string]$a)
$xsl = "C:\path_to_xslt\CleanUp.xslt"
$inputstream = new-object System.IO.MemoryStream
$xmlvar = new-object System.IO.StreamWriter($inputstream)
$xmlvar.Write("$a")
$xmlvar.Flush()
$inputstream.position = 0
$xml = new-object System.Xml.XmlTextReader($inputstream)
@k0emt
k0emt / cities.xml
Created February 15, 2013 07:44
Example of XSLT Transformation with for-each-grouping. command to create: saxon -xsl:for-each-group.xsl -s:cities.xml > grouped_cities.xml
<cities>
<state>
<name>Alabama</name>
<city>Abbeville</city>
<number>1</number>
</state>
<state>
<name>Alabama</name>
<city>Adamsville</city>
<number>1</number>
@gasparnagy
gasparnagy / XingClient.cs
Created November 6, 2012 13:10
DotNetOpenAuth client for XING
using System;
using System.Collections.Generic;
using System.IO;
using System.Linq;
using System.Net;
using System.Xml;
using System.Xml.Linq;
using DotNetOpenAuth.AspNet;
using DotNetOpenAuth.AspNet.Clients;
using DotNetOpenAuth.Messaging;