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.

thingsiplay

#!/bin/env bash

# Lookup section meaning in `man man`.
sections='1,8,6,5,7'

show_manual () {
    man -- "${1%% *}" 2> /dev/null
}
export -f show_manual

tatsumoto-ren

🗨️ Have a question? Join Chat!	🇯🇵 Learn Japanese	📚 Resources	❓ FAQ

---

AJATT - Japanese subtitles

• 👉 Japanese anime, drama, movie subtitles
• 🥧 GitHub repository

ladinu

Requirements

1. Encrypt everthing including /boot and /root
2. Enter password once
3. Support UEFI

Installation media setup

Download NixOS minimal iso and copy to USB stick. For example on Mac OSX

$ diskutil list
$ diskutil unmountDisk /dev/disk1 # Make sure you got right device

udondan

Why?

Current version of Ansible (1.7.1) does not merge hashes in the include_vars task even if told so via hash_behaviour = merge in your ansible.cfg. ansible/ansible#9116

This action plugin will merge hashes no matter how you have configured your hash_behaviour.

How to setup:

Save include_vars_merged.py to library/plugins/action/include_vars_merged.py

Save include_vars_merged to library/custom/include_vars_merged

furkanmustafa

#!/bin/bash
PUTIO_USERNAME="your put.io username"
PUTIO_PASSWORD="your put.io password"
wget --http-user=${PUTIO_USERNAME} --http-password=${PUTIO_PASSWORD} --content-disposition -c $@

bantic

require 'aws/s3' # gem name is 'aws-sdk'

class BucketSyncService
  attr_reader :from_bucket, :to_bucket, :logger
  attr_accessor :debug

  DEFAULT_ACL = :public_read

  # from_credentials and to_credentials are both hashes with these keys:
  #  * :aws_access_key_id

nikcub

#!/bin/bash

# Chrome Refresh
#
# nik cubrilovic - nikcub.appspot.com
#
# Simple applescript browser reloader for Google Chrome. It will either open a 
# new tab with the url passed in as an argument or refresh an existing tab. 
#
# Link this up with watchr to auto-refresh browser windows when you save files