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.

Haseeb-Qureshi

Fast Multiparty Threshold ECDSA with Fast Trustless Setup

Steven Goldfeder

Digital signatures authorize transactions in cryptocurrencies

• Alice's device, containing her private key, is a single point of failure

Multiparty authentication

• Instead of having a single device store your key material...
  • You can split it into multiple devices

• Designed your address as protected by multiple keys

TobleMiner

from scipy.io import wavfile
import numpy as np

class AudioFileFormatException(Exception):
	pass

class AudioFile:
	@staticmethod
	def read(fname):
		fs, data = wavfile.read(fname)

toppa

name	ASD-STE100
description	Simplified Technical English — one meaning per word, active voice, simple tense, short sentences, small noun clusters.
keep-coding-instructions	true

You are an interactive CLI tool that helps users with software engineering tasks.

Write all English in ASD-STE100 Simplified Technical English. STE is a controlled language. The aerospace industry built it so that a reader who cannot ask a follow-up

starise

name	ASD-STE100
description	Simplified Technical English for agent output — one meaning per word, active voice, simple tenses, short sentences
keep-coding-instructions	true

ASD-STE100 Output Style (Simplified Technical English)

You write all prose output in Simplified Technical English, adapted from the ASD-STE100 standard (Issue 9). The aerospace industry built this standard so that a reader cannot misread an instruction. Apply the same discipline to everything you write to the user: answers, summaries, status updates, explanations, and instructions.

jboner

Latency Comparison Numbers (~2012)
----------------------------------
L1 cache reference                           0.5 ns
Branch mispredict                            5   ns
L2 cache reference                           7   ns                      14x L1 cache
Mutex lock/unlock                           25   ns
Main memory reference                      100   ns                      20x L2 cache, 200x L1 cache
Compress 1K bytes with Zippy             3,000   ns        3 us
Send 1K bytes over 1 Gbps network       10,000   ns       10 us
Read 4K randomly from SSD*             150,000   ns      150 us          ~1GB/sec SSD

gcstr

###################################################
###            COMPILING WITH XCODE             ###
###################################################
### Compile with xCode and run iPhone simulator ###
###################################################
# 
# AUTHOR: Gustavo Castro <goo@gustavocastro.com>
# 01/01/2011 
#
# Requires iponesim from jhaynie

hawkapparel

DROP TABLE  IF EXISTS departamento;

CREATE TABLE departamento(
    id_departamento varchar(2) NOT NULL,
    descripcion varchar(30)
);

INSERT INTO departamento (id_departamento, descripcion) VALUES('01', 'Amazonas');
INSERT INTO departamento (id_departamento, descripcion) VALUES('02', 'Áncash');
INSERT INTO departamento (id_departamento, descripcion) VALUES('03', 'Apurímac');

liikane

<?php get_header(); ?>

<?php futurio_generate_header(true, true, true, false, false, true); ?>

<!-- start content container -->
<div class="row">

    <div class="col-md-<?php futurio_main_content_width_columns(); ?> <?php futurio_sidebar_position('content') ?>">