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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.

turboBasic

# Calculate the size of a git commit in bytes.
function git-commit-size() {
  # This script calculates the size of a git commit in bytes.
  # Usage: git-commit-size.sh <commit hash>
  #
  # Example:
  #   git-commit-size.sh 1234567
  #
  # Output:
  #   The total size of the commit in bytes, formatted with thousands separators.

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Contributing

When contributing to this repository, please first discuss the change you wish to make via issue, email, or any other method with the owners of this repository before making a change.

Please note we have a code of conduct, please follow it in all your interactions with the project.

Pull Request Process

1. Ensure any install or build dependencies are removed before the end of the layer when doing a

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INSERT GRAPHIC HERE (include hyperlink in image)

Repository Title Goes Here

Subtitle or Short Description Goes Here

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enum PatchLevel {
    MAJOR, MINOR, PATCH
}

class SemVer implements Serializable {

    private int major, minor, patch

    SemVer(String version) {
        def versionParts = version.tokenize('.')

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FILE SPACING:

 # double space a file
 sed G

 # double space a file which already has blank lines in it. Output file
 # should contain no more than one blank line between lines of text.
 sed '/^$/d;G'

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node {
    echo 'Results included as an inline comment exactly how they are returned as of Jenkins 2.121, with $BUILD_NUMBER = 1'

    echo 'No quotes, pipeline command in single quotes'
    sh 'echo $BUILD_NUMBER'             
    //      1
    
    echo 'Double quotes are silently dropped'
    sh 'echo "$BUILD_NUMBER"'           
    //      1

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<#
.SYNOPSIS
   Resize an image
.DESCRIPTION
   Resize an image based on a new given height or width or a single dimension and a maintain ratio flag. 
   The execution of this CmdLet creates a new file named "OriginalName_resized" and maintains the original
   file extension
.PARAMETER Width
   The new width of the image. Can be given alone with the MaintainRatio flag
.PARAMETER Height

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<#
.SYNOPSIS
Get the latest Cumulative update for Windows

.DESCRIPTION
This script will return the list of Cumulative updates for Windows 10 and Windows Server 2016 from the Microsoft Update Catalog.

.NOTES
Copyright Keith Garner (KeithGa@DeploymentLive.com), All rights reserved.

turboBasic

// Use Gists to store code you would like to remember later on
console.log(window); // log the "window" object to the console