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.

avestura

DELETE FROM users WHERE location = 'IRAN';

Hi! I am an Iranian Software Engineer, and in this torn paper note, I want to talk about some funny moments I had online related to the fact that I was spawned in this specific region of the world: Iran.

Microsoft deleted my app, ignored my mails

Back when I was a student, I got access to the Microsoft Imagine, and as a result, I got access to the Microsoft Store as a developer. This inspired me write one of my open-source projects called EyesGuard and publish it on Microsoft Store. However, one day, somebody told me that they can no longer find EyesGuard on the store.

mazenovi

#!/usr/bin/env bash

function walk() {
  for secret in $(vault list $1 | tail -n +3)
  do
    if [[ ${secret} == *"/" ]] ; then
      walk "${1}${secret}"
    else
      echo "${1}${secret}"
    fi

sasjo

Jenkins.instance.queue.items.findAll { !it.task.name.contains("Extenda") }.each { 
  println "Cancel ${it.task.name}"
  Jenkins.instance.queue.cancel(it.task)
}
Jenkins.instance.items.each {
  stopJobs(it)
}
def stopJobs(job) {
  if (job in jenkins.branch.OrganizationFolder) {
    // Git behaves well so no need to traverse it.

jonico

#!groovy
import groovy.json.JsonOutput
import groovy.json.JsonSlurper

def label = "mypod-${UUID.randomUUID().toString()}"
podTemplate(label: label, yaml: """
spec:
      containers:
      - name: mvn
        image: maven:3.3.9-jdk-8

ysegorov

#!/usr/bin/env groovy
// https://github.com/freebsd/freebsd-ci/blob/master/scripts/build/build-test.groovy
// http://stackoverflow.com/a/40294220

// https://JENKINS_HOST/scriptApproval/ - for script approval

import java.util.Date

def isMaster = env.BRANCH_NAME == 'master'
def isDevelop = env.BRANCH_NAME == 'develop'

linuxsimba

#!/usr/bin/python

""" Ansible Inventory Generated From Netbox

Author: Stanley Karunditu <stanley@linuxsimba.com>

License: MIT

Requirements:
* use netbox device roles that result in hyphenated role names. E.g

byrnedo

func ComputeHmac256(message string, secret string) string {
	key := []byte(secret)
	h := hmac.New(sha256.New, key)
	h.Write([]byte(message))
	return base64.StdEncoding.EncodeToString(h.Sum(nil))
}

toast38coza

#!/usr/bin/python

DOCUMENTATION = '''
---
module: github_repo
short_description: Manage your repos on Github
'''

EXAMPLES = '''
- name: Create a github Repo

halberom

{# style 1 - long form #}
{% if filepath == '/var/opt/tomcat_1' %}
  {% set tomcat_value = tomcat_1_value %}
{% else %}
  {% set tomcat_value = tomcat_2_value %}
{% endif %}

{# style 2 - short form #}
{% set tomcat_value = tomcat_1_value if (filepath == '/var/opt/tomcat_1') else tomcat_2_value %}