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@teebu
teebu / llm-wiki.md
Created April 5, 2026 22:56 — forked from karpathy/llm-wiki.md
llm-wiki

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.

from random import randint
def generate_fr_vat():
siren = randint(100000000, 999999999)
key = (12 + 3 * (siren % 97)) % 97
return 'FR' + str(key) + str(siren)
print(generate_fr_vat())
@teebu
teebu / validateABN.js
Created March 30, 2023 15:47 — forked from airtonix/validateABN.js
Validate Australian Business Number
/**
* Checks ABN for validity using the published ABN checksum algorithm.
* @author Guy Carpenter
* @license http://www.clearwater.com.au/code None
* @param {String|Number} value abn to validate
* @return {Boolean} Is ABN Valid
*/
function validateABN (value) {
var weights = [10, 1, 3, 5, 7, 9, 11, 13, 15, 17, 19],
##########################################
# Helmfile #
# How to manage Kubernetes Helm releases #
# https://youtu.be/qIJt8Iq8Zb0 #
##########################################
# Referenced videos:
# - K3d - How to run Kubernetes cluster locally using Rancher k3s: https://youtu.be/mCesuGk-Fks
#########
@teebu
teebu / Webstorm-Airbnb-Javascript-codeStyle.xml
Created April 2, 2021 02:22 — forked from mentos1386/Webstorm-Airbnb-Javascript-codeStyle.xml
Airbnb inspired Webstorm Javascript CodeStyle
<code_scheme name="Airbnb">
<option name="RIGHT_MARGIN" value="100" />
<option name="HTML_ATTRIBUTE_WRAP" value="4" />
<option name="HTML_ELEMENTS_TO_INSERT_NEW_LINE_BEFORE" value="" />
<option name="HTML_ENFORCE_QUOTES" value="true" />
<DBN-PSQL>
<case-options enabled="false">
<option name="KEYWORD_CASE" value="lower" />
<option name="FUNCTION_CASE" value="lower" />
<option name="PARAMETER_CASE" value="lower" />
@teebu
teebu / app.py
Created November 13, 2020 02:08
import numpy as np
import matplotlib.pyplot as plt
from math import exp, log
def getGaussDecayValue(value,origin,scale,decay,offset=0):
# does this work?
z = -1*(scale**2)/(2*log(decay))
a = (-1* (max(0, abs(value - origin) - offset)**2))
@teebu
teebu / app.py
Created November 6, 2020 00:42
normalizing score
import numpy as np
import matplotlib.pyplot as plt
from math import exp, log
def getGaussDecayValue(value,origin,scale,decay,offset=0):
# does this work?
z = -1*(scale**2)/(2*log(decay))
a = (-1* (max(0, abs(value - origin) - offset)**2))
@teebu
teebu / sample_dynamic_mapping
Created August 12, 2020 21:49
sample dynamic mapping
PUT mapping_test
{
"settings": {
"index": {
"number_of_shards": "1",
"refresh_interval": "1s"
}
},
"mappings": {
"numeric_detection": false, // treat numbers in strings as numbers
@teebu
teebu / amazon_linux_install_varnish4.1.10.sh
Last active May 23, 2020 19:18 — forked from tankhuu/amazon_linux_install_varnish4.1.10.sh
Amazon Linux Install Varnish 4.1.10
# varnish 4.1
sudo yum -y install autoconf automake jemalloc-devel libedit-devel libtool ncurses-devel pcre-devel pkgconfig python-docutils python-sphinx graphviz
curl -s https://packagecloud.io/install/repositories/varnishcache/varnish41/script.rpm.sh | sudo bash
wget --content-disposition https://packagecloud.io/varnishcache/varnish41/packages/el/6/varnish-4.1.10-1.el6.x86_64.rpm/download.rpm
sudo rpm -Uvh varnish-4.1.10-1.el6.x86_64.rpm
/usr/sbin/varnishd -V
# varnish 4
sudo yum -y install autoconf automake jemalloc-devel libedit-devel libtool ncurses-devel pcre-devel pkgconfig python-docutils python-sphinx graphviz