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.

gtzilla

/*
  initialize from alternate in CLI commander.js script 
  
  
  Included as a module in nodejs
  instead of process.argv
  
  https://github.com/tj/commander.js/
*/
if (require.main === module) {

gtzilla

;(function(window) {
'use strict';

/**
  filename: helpers.js
  author: gregory tomlinson
  license: MIT

  Be a "utility" helper method
  file that is namespaced to 'helpers'

ColinEberhardt

license: mit

gabrielelana

# -*- mode: ruby -*-
# vi: set ft=ruby :

PASSWORD_PATH = ".password"
PASSWORD_ID_PATH = ".password_id"

# Make sure to have installed vagrant-triggers plugin
# > vagrant plugin install vagrant-triggers

# After the first `vagrant up` stop the VM and execute the following steps

terrycojones

# FIXME This is a **terrible** hack.  This logic should really be
# in the model.  It's very difficult to put it there because we
# can only perform index updates here, in the API layer, because
# of the way we mix sync/async code.  You should be shaking your
# head in disgust the entire time you read this code and be
# thinking, "What kind of fucking muppet would even think this is
# a good idea?!  ZOMG!!"

gtzilla

var raw_str_regex = "-([a-zA-Z0-9_]+)$";
var regex = new RegExp(raw_str_regex, "gm");

var lst = [
    "this is -not",
    "this is -not",
    "this is -not",
    "this is -not",
    "this is -not",
    "this is -not"

alexalemi

""" A script to attempt the compression of written english 
to the chinese character set """

import os
from collections import OrderedDict
from math import log
import itertools
from collections import Counter

apg

"""Monads in Python, as close as I can get them to
Haskell
"""

class Monad(object):
    def return_(self, value):
        raise NotImplementedError()

    def __ge__(self, mf):
        raise NotImplementedError()

apg

def charorquoted(strn):
    c = anychar(strn)
    if c[0] == '"':
        return None
    elif c[0] == '\\':
        c2 = anychar(c[1])
        if c2[0] in ('\\', '"'):
            return (c[0] + c2[0], c2[1])
    else:
        return c