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.

elbruno

#:package OllamaSharp@5.1.19

using OllamaSharp;

// set up the client
var uri = new Uri("http://localhost:11434");
var ollama = new OllamaApiClient(uri);
ollama.SelectedModel = "gemma3";
var chat = new Chat(ollama);

kzu

// <auto-generated />
#region License
// MIT License
// 
// Copyright (c) Daniel Cazzulino
// 
// Permission is hereby granted, free of charge, to any person obtaining a copy
// of this software and associated documentation files (the "Software"), to deal
// in the Software without restriction, including without limitation the rights
// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell

atifaziz

davidfowl

using System.Diagnostics;
using System.Net.Sockets;
using System.Security.Authentication;
using Yarp.Telemetry.Consumption;

var builder = WebApplication.CreateBuilder(args);

builder.Services.AddTelemetryConsumer<TelemetryConsumer>();

var app = builder.Build();

mattjohnsonpint

MIT License

Copyright (c) 2022 Matt Johnson-Pint

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

valorad

$GuardianName = 'UntrustedGuardian'
$CertificatePassword = Read-Host -Prompt 'Please enter a password to secure the certificate files' -AsSecureString

$guardian = Get-HgsGuardian -Name $GuardianName

if (-not $guardian)
{
    throw "Guardian '$GuardianName' could not be found on the local system."
}

RealDotNetDave

####################################################################################################
# dotNetDave's (David McCarter) Editor Config - dotNetTips.com
# Updates to this file are posted quarterly at: https://bit.ly/EditorConfig5
# Updated April 1, 2026
# Code performance book is available at: https://bit.ly/CodePerf5
# Coding standards book is available at: https://bit.ly/CodingStandards20th
####################################################################################################

root = true

Zekfad

Quick examples

• feat: new feature
• fix(scope): bug in scope
• feat!: breaking change / feat(scope)!: rework API
• chore(deps): update dependencies

Commit types

• build: Changes that affect the build system or external dependencies (example scopes: gulp, broccoli, npm)
• ci: Changes to CI configuration files and scripts (example scopes: Travis, Circle, BrowserStack, SauceLabs)
• chore: Changes which doesn't change source code or tests e.g. changes to the build process, auxiliary tools, libraries

tpeczek

using System;
using Microsoft.Extensions.Options;
using Microsoft.AspNetCore.HttpOverrides;
using Lib.AspNetCore.CloudFlareConnectingIp;

namespace Microsoft.AspNetCore.Builder
{
    public static class CloudFlareConnectingIpExtensions
    {
        public static IApplicationBuilder UseCloudFlareConnectingIp(this IApplicationBuilder app)