roktas

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.

roktas

roktas

# Start the old vagrant
$ vagrant init centos-6.3
$ vagrant up

# You should see a message like:
#  [default] The guest additions on this VM do not match the install version of
#  VirtualBox! This may cause things such as forwarded ports, shared
#  folders, and more to not work properly. If any of those things fail on
#  this machine, please update the guest additions and repackage the
#  box.

roktas

use std::io::Write;
use std::process::Command;

extern "C" {
    fn mprotect(addr: *const u8, len: usize, prot: u32) -> u32;
}

fn main() {
    let mut args = std::env::args();
    let _ = args.next();

roktas

# frozen_string_literal: true

class CalendarTitle < ApplicationRecord
  include EventTitle

  # search
  include PgSearch
  pg_search_scope(
    :search,
    against: %i[name],

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class CalendarEvent < ApplicationRecord
  def proper_range?
    Time.zone.now >= start_date && Time.zone.now <= end_date
  end
end

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• a task list item
• list syntax required
• normal formatting, @mentions, #1234 refs
• incomplete
• completed

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html: bar.html

%.html: %.md
	pandoc $< -o $@

pdf:
	pandoc bar.md -o bar.pdf

clean:
	rm -f *.html *.pdf

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package main

import (
	"fmt"
	"sync"
)

type unlocked struct {
	i int
}

roktas

from random import randrange
import time

def kelime2():
    
    puan=0      
    list1=['a','b','c','d','e','f','g','h','i','j','k','l','m','n','o','p','r','s','t','u','v','w','x','y','z']

    list2=['a','a','a','a','a','a','a','a','a']
    list3=['a','a','a','a','a','a','a','a','a']