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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.

"""
The most atomic way to train and run inference for a GPT in pure, dependency-free Python.
This file is the complete algorithm.
Everything else is just efficiency.
@karpathy
"""
import os # os.path.exists
import math # math.log, math.exp
@RigoLigoRLC
RigoLigoRLC / template.svg
Created April 13, 2024 07:33
红色电音极地大冲击模板 (CC BY-NC 4.0)
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@ZenithalHourlyRate
ZenithalHourlyRate / 1-openssl.md
Last active August 4, 2025 03:26
Benchmark of OpenSSL AES for RISC-V 64
@motorailgun
motorailgun / idea.md
Last active May 6, 2026 01:10
Installing Windows and Linux into the same partition

Installing Windows and Linux into the same partition

But WHY?

There was a reddit post about installing Arch on NTFS3 partition. Since Windows and Linux doesn't have directories with same names under the /(C:\), I thought it's possible, and turned out it was actually possible.
If you are not familiar to Linux, for example you've searched on Google "how to dualboot Linux and Windos" or brbrbr... you mustn't try this. This is not practical.

Pre-requirements

  • UEFI system
  • Any Linux live-boot CD/DVD/USB... with Linux kernel newer than 5.15
  • Windows installer USB
@sindresorhus
sindresorhus / esm-package.md
Last active May 28, 2026 08:41
Pure ESM package

Pure ESM package

The package that linked you here is now pure ESM. It cannot be require()'d from CommonJS.

This means you have the following choices:

  1. Use ESM yourself. (preferred)
    Use import foo from 'foo' instead of const foo = require('foo') to import the package. You also need to put "type": "module" in your package.json and more. Follow the below guide.
  2. If the package is used in an async context, you could use await import(…) from CommonJS instead of require(…).
  3. Stay on the existing version of the package until you can move to ESM.
@ZipFile
ZipFile / README.md
Last active May 26, 2026 12:22
Pixiv OAuth Flow

Retrieving Auth Token

  1. Run the command:

    python pixiv_auth.py login

    This will open the browser with Pixiv login page.

@Jack-Works
Jack-Works / 2018.js
Last active March 1, 2024 02:23
cRAzY eSnEXt (*all* proposals mixed in)
#! Aaaaaaaaaaa this is JS!!!
// https://github.com/tc39/proposal-hashbang
// This file is mixing all new syntaxes in the proposal in one file without considering syntax conflict or correct runtime semantics
// Enjoy!!!
// Created at Nov 23, 2018
for await(const x of (new A // https://github.com/tc39/proposal-pipeline-operator
|> do { // https://github.com/tc39/proposal-do-expressions
case(?) { // https://github.com/tc39/proposal-pattern-matching
when {val}: class {
@Winding6636
Winding6636 / dlsite_get.sh
Last active December 3, 2024 14:05
[Doesn't work ARCHIVE] DLsite Product Download Script / OpeEnv: WSL1 WSL2 ArchLinux
#!/bin/bash
# DLsite Product Downloader
source .session > /dev/null 2>&1
function sessionchk() {
result=`curl -L -sS "https://ssl.dlsite.com/maniax/mypage" -H 'authority: www.dlsite.com' -H "cookie: AuthCookie="$AuthCookie"; __DLsite_SID="$DSID";" --compressed | grep -oP '(?<=<title>)(.+)(?=</title)'`
if [[ $result == "新規登録 - 新規登録" ]] ; then
echo :-: 認証エラー :-:
return 1
else
@gavinb
gavinb / cuda_device_link_error.md
Last active June 30, 2025 06:06
CUDA link error with CMake