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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.

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import pyglet
player = pyglet.media.Player()
source = pyglet.media.StreamingSource()
media = pyglet.media.load('example-video.mp4')
player.queue(media)
player.play()
window = pyglet.window.Window()
while player.source and player.source.video_format:
    pyglet.clock.tick(poll=True)
    window.clear()

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import numpy as np
import mne
import time

data_path = mne.datasets.sample.data_path()
subjects_dir = data_path / 'subjects'
n_dips = 10
radius = 0.05
rr = np.random.default_rng(0).normal(size=(n_dips, 3))
rr /= np.linalg.norm(rr, axis=1)[:, np.newaxis] / radius * 0.9

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% Create fsaverage_1020

headshape = ft_read_headshape('~/mne_data/MNE-sample-data/subjects/fsaverage/bem/outer_skin.surf');

% [pos, tri, magic] = read_surf('~/mne_data/MNE-sample-data/subjects/fsaverage/surf/lh.seghead');
% headshape = [];
% headshape.pos = pos;
% headshape.tri = tri;
%ft_plot_mesh(headshape,'facecolor','skin');camlight;

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Learn how to Print PDF to Printer in Python

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MIT License

Copyright (c) 2013 endolith

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:

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#region Usings

using System;
using System.Reflection;
using System.Threading.Tasks;
using System.Windows.Input;

#endregion

namespace AsyncCommandGist

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/***************************************************************************
 *                                  _   _ ____  _
 *  Project                     ___| | | |  _ \| |
 *                             / __| | | | |_) | |
 *                            | (__| |_| |  _ <| |___
 *                             \___|\___/|_| \_\_____|
 *
 * Copyright (C) Daniel Stenberg, <daniel@haxx.se>, et al.
 *
 * This software is licensed as described in the file COPYING, which

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#include <stdio.h>
#include <stdlib.h>
#include <poll.h>
#include <uv.h>

static void on_close(uv_handle_t* handle);
static void on_connect(uv_connect_t* req, int status);
static void on_write(uv_write_t* req, int status);

static void on_alloc(uv_handle_t* handle, size_t suggested_size, uv_buf_t* buf)

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#include <windows.h>
#include <wininet.h>
#include <stdio.h>

#pragma comment (lib, "Wininet.lib")

int main(int argc, char *argv[]) {

	HINTERNET hSession = InternetOpen(
		L"Mozilla/5.0", // User-Agent