Valentin Kuznetsov vkuznet

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.

	#!/usr/bin/env python
	#pylint: disable-msg=C0301,C0103,R0914,R0903

	"""
	DAS command line tool
	"""
	__author__ = "Valentin Kuznetsov"

	import sys
	if sys.version_info < (2, 6):

	# Copyright 2012 Erlware, LLC. All Rights Reserved.
	#
	# This file is provided to you under the Apache License,
	# Version 2.0 (the "License"); you may not use this file
	# except in compliance with the License. You may obtain
	# a copy of the License at
	#
	# http://www.apache.org/licenses/LICENSE-2.0
	#
	# Unless required by applicable law or agreed to in writing,

	"""
	MicroService configuration file.
	"""

	import os
	import socket
	from WMCore.Configuration import Configuration

	# globals
	HOST = socket.gethostname().lower()

	Mutt
	http://www.mutt.org/doc/manual/manual.html


	Select (tag) messages: shift+t (T)
	= (string)
	~ (expression)

	~b expr (message with expr in body)
	[b]body

	GOCMD=go
	GOTEST=$(GOCMD) test
	GOVET=$(GOCMD) vet
	BINARY_NAME=example
	VERSION?=0.0.0
	SERVICE_PORT?=3000
	DOCKER_REGISTRY?= #if set it should finished by /
	EXPORT_RESULT?=false # for CI please set EXPORT_RESULT to true

	GREEN := $(shell tput -Txterm setaf 2)

	package main

	import (
	"code.google.com/p/go.crypto/pbkdf2"
	"crypto/aes"
	"crypto/cipher"
	"crypto/sha1"
	"database/sql"
	"fmt"
	"log"

	package main

	import (
	"bufio"
	"bytes"
	"compress/gzip"
	"flag"
	"fmt"
	"io"
	"io/ioutil"