karpathy

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.

ahkohd

#!/usr/bin/osascript

# Required parameters:
# @raycast.schemaVersion 1
# @raycast.title focus window_name
# @raycast.mode silent

# Optional parameters:
# @raycast.icon 🪟

p1mo

example for tauri's stronghold-plugin

First go to plugin docs and add it to your project

Aragon create used: https://crates.io/crates/rust-argon2

src-tauri/main.rs

MatteoJoliveau

{
  inputs = {
    nixpkgs.url = "github:nixos/nixpkgs";
    flake-utils.url = "github:numtide/flake-utils";
  };

  outputs = { self, nixpkgs, flake-utils }:
    flake-utils.lib.eachDefaultSystem (system:
      let
        pkgs = nixpkgs.legacyPackages.${system};

abemedia

      - name: Setup codesign
        env:
          MACOS_CERTIFICATE: ${{ secrets.MACOS_CERTIFICATE }}
          MACOS_CERTIFICATE_PWD: ${{ secrets.MACOS_CERTIFICATE_PWD }}
          KEYCHAIN_NAME: hello
          KEYCHAIN_PWD: hello
        run: |
          echo $MACOS_CERTIFICATE | base64 --decode > certificate.p12
          security create-keychain -p $KEYCHAIN_PWD $KEYCHAIN_NAME
          security default-keychain -s $KEYCHAIN_NAME

ahkohd

appName="TypeTheNameOfTheChromiumBaseBrowserInstalledOnYourMacHere"
bundleID=$(osascript -e 'id of app "'$appName'"')
defaults write $bundleID AppleEnableSwipeNavigateWithScrolls -bool TRUE

ahkohd

appName="TypeTheNameOfTheChromiumBaseBrowserInstalledOnYourMacHere"
bundleID=$(osascript -e 'id of app "'$appName'"')
defaults write $bundleID AppleEnableSwipeNavigateWithScrolls -bool FALSE

ahkohd

# Set your app name - the Chromium Browser (i.e Chrome, Brave) in a variable.
appName="Brave"

# Get the bundle Id of the Chromium Browser, store it in a variable.
bundleID=$(osascript -e 'id of app "'$appName'"')

# Example: Get the bundle Id of Brave browser
# Returns:
# com.brave.Browser

ahkohd

import { remote, BrowserWindow } from 'electron';

const fadeWindowOut =  (
    _window: BrowserWindow,
    step: number = 0.1,
    fadeEveryXSeconds: number = 10
  ) =>  {
    let opacity = _window.getOpacity();
    const interval = setInterval(() => {
      if (opacity <= 0) window.clearInterval(interval);

olayemii

const getObjectProperty = (obj, path, defaultValue="", returnUndefined=true) => {
  const checkForDefaultValue = value =>
    value !== undefined ? value : undefined;

  if (path === undefined) {
    return obj;
  }
  try {
    const value = path.split('.').reduce((o, i) => o[i], obj);
    if (value === undefined && returnUndefined) return value;