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.

lezuber

#!/usr/bin/env python
# coding: utf-8


# What is this?
# This script is for logseq webapp users that want to switch to the local version.
# It will download all images that are linked inside your graph and store them in the local "/assets/" folder.

# Remarks
# 1. Only supports Markdown files (for now)

Teraflopst

a	n. 字母A；第一流的；学业成绩达最高标准的评价符号 abbr. [物]安（ampere）
abandon	n. 放任；狂热 vt. 遗弃；放弃
abbreviation	n. 缩写；缩写词
ability	n. 能力，能耐；才能
able	adj. 能；[经管] 有能力的；能干的 n. (Able)人名；(伊朗)阿布勒；(英)埃布尔
abnormal	adj. 反常的，不规则的；变态的
aboard	prep. 在…上 adv. 在飞机上；[船] 在船上；在火车上
abolish	vt. 废除，废止；取消，革除
abortion	n. 流产，堕胎，小产；流产的胎儿；（计划等）失败，夭折
about	prep. 关于；大约 n. 大致；粗枝大叶；不拘小节的人 adj. 在附近的；四处走动的；在起作用的 adv. 大约；周围；到处 n. (About)人名；(法)阿布

aweary

import React from "react";
import useMutableReducer from "./useMutableReducer";

const reducer = (draft, action, state) => {
  switch (action) {
    case "increment":
      draft.count++;
      break;
    case "decrement":
      draft.count--;

jhwheeler

Language Learning Techniques

Some of the techniques I've used to learn languages quickly and thoroughly:

1. Shadowing

2. Scriptorium

3. Side-by-Side Reading

sebmarkbage

import { Component } from "React";

export var Enhance = ComposedComponent => class extends Component {
  constructor() {
    this.state = { data: null };
  }
  componentDidMount() {
    this.setState({ data: 'Hello' });
  }
  render() {

bobbydavid

var express = require('express')
  , http = require('http')
  , connect = require('connect')
  , io = require('socket.io');

var app = express();
/* NOTE: We'll need to refer to the sessionStore container later. To
 *       accomplish this, we'll create our own and pass it to Express
 *       rather than letting it create its own. */
var sessionStore = new connect.session.MemoryStore();