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.

OmerFarukOruc

AI Coding Agent Guidelines (claude.md)

These rules define how an AI coding agent should plan, execute, verify, communicate, and recover when working in a real codebase. Optimize for correctness, minimalism, and developer experience.

---

Operating Principles (Non-Negotiable)

• Correctness over cleverness: Prefer boring, readable solutions that are easy to maintain.
• Smallest change that works: Minimize blast radius; don't refactor adjacent code unless it meaningfully reduces risk or complexity.

steipete

#!/usr/bin/env python3
"""MCP helper CLI using definitions from config/mcp_servers.json.

This script powers the `pnpm mcp:*` helpers. Typical invocations:

    pnpm mcp:list
    pnpm mcp:list chrome-devtools --schema
    pnpm mcp:call playwright.browser_tabs action=list
    pnpm mcp:call chrome-devtools.evaluate_script --args '{"function":"() => document.title"}'
    pnpm mcp:call context7.get_library_docs topic=hooks tokens=1500

OtanoStudio

vec2 twirl( vec2 uv, vec2 center, float strength, vec2 offset )
{
    vec2 delta = uv - center;
    float angle = strength * length(delta);
    float x = cos(angle) * delta.x - sin(angle) * delta.y;
    float y = sin(angle) * delta.x + cos(angle) * delta.y;
    
    return vec2(x + center.x + offset.x, y + center.y + offset.y);
}

chrisbu

# Might be needed from a fresh install
sudo apt update
sudo apt upgrade

sudo apt install gcc

# Might be needed, per: https://docs.nvidia.com/cuda/wsl-user-guide/index.html#cuda-support-for-wsl-2
sudo apt-key del 7fa2af80

ektogamat

// Created by Anderson Mancini 2023
// React Three Fiber AutoFocus Component to be used
// as an extension for default Depth Of Field from react-three/postprocessing

// HOW TO USE?
// import AutoFocusDOF from './AutoFocusDOF'
//
// And add this component inside the EffectsComposer...
//...
// <EffectComposer>

netgfx

# --------------------------------------------------------------------
# An implementation of Kruskal's algorithm for generating mazes.
# Fairly expensive, memory-wise, as it requires memory proportional
# to the size of the entire maze, and it's not the fastest of the
# algorithms (what with all the set and edge management is has to
# do). Also, the mazes it generates tend to have a lot of very short
# dead-ends, giving the maze a kind of "spiky" look.
# --------------------------------------------------------------------
# NOTE: the display routine used in this script requires a terminal
# that supports ANSI escape sequences. Windows users, sorry. :(

netgfx

import * as React from "react"
// @ts-ignore
import { ControlType, addPropertyControls, RenderTarget, withCSS } from "framer"
import { useState, useCallback, useEffect, useRef, useMemo } from "react"
import {
    fontStack,
    fontControls,
    fontSizeOptions,
    useOnEnter,
    useFontControls,

netgfx

import { useEffect, useState } from "react"
import { motion, Variants } from "framer-motion"
import { addPropertyControls, ControlType } from "framer"
import React from "react"

// Welcome to Code in Framer
// Get Started: https://www.framer.com/docs/guides/

export function useMediaQuery(query) {
    const [matches, setMatches] = useState(false)

dahabit

#!/bin/sh
echo "========== Cleanup start =========="
rm -Rf ios/Pods
rm -Rf ios/.symlink
rm -Rf ios/Flutter/Flutter.framework
rm -Rf ios/Flutter/Flutter.podspec
rm -rf ios/Podfile.lock
rm -rf ~/Library/Developer/Xcode/DerivedData/* -y
rm -rf pubspec.lock
flutter clean