Nikita Grishko Gr1N

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.

GPG and git on macOS

Setup

No need for homebrew or anything like that. Works with https://www.git-tower.com and the command line.

Install https://gpgtools.org -- I'd suggest to do a customized install and deselect GPGMail.
Create or import a key -- see below for https://keybase.io
Run gpg --list-secret-keys and look for sec, use the key ID for the next step
Configure git to use GPG -- replace the key with the one from gpg --list-secret-keys

##Set up mosh (mobile shell) on Uberspace and Mac

First of all you have to email the Uberspace team (hallo@uberspace.de) and ask for opening an UDP port for mosh (don't forget to mention your username and uberspace server [you can get it with the command hostname]).

####On the Uberspace server:

Issue following command to execute the script from below:

curl -L http://goo.gl/PBo45c | bash

На русском языке

Введение в программирование на Go - http://golang-book.ru/
Всё, что вы хотели знать про GOPATH и GOROOT - http://habrahabr.ru/post/249545/ (статья на Хабре)
Русский форум по Go - https://groups.google.com/forum/#!forum/golang-ru

Русскоязычные сайты и сообщества

Первый русскоязычный сайт по Go http://4gophers.com/
Русскоязычный slack-чат по Go https://golang-ru.slack.com

English resources

The Best of the Best Practices (BOBP) Guide for Python

A "Best of the Best Practices" (BOBP) guide to developing in Python.

In General

Values

"Build tools for others that you want to be built for you." - Kenneth Reitz
"Simplicity is alway better than functionality." - Pieter Hintjens

Backend Development

node.js
- Installation paths: use one of these techniques to install node and npm without having to sudo.
- Node.js HOWTO: Install Node+NPM as user (not root) under Unix OSes
- Felix's Node.js Guide
- Creating a REST API using Node.js, Express, and MongoDB
- Node Cellar Sample Application with Backbone.js, Twitter Bootstrap, Node.js, Express, and MongoDB
- JavaScript Event Loop
Node.js for PHP programmers

Frontend Development

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	"""Global LRU caching utility. For that little bit of extra speed.

	The caching utility provides a single wrapper function that can be used to
	provide a bit of extra speed for some often used function. The cache is an LRU
	cache including a key timeout.

	Usage::

	import cache
	@cache.memoize

	# (c) Thomas Kluyver, 2016
	# Use it under the MIT license

	# This is fairly experimental. Use at your own risk.

	import ast
	from ast import Call, Attribute, Name, Load
	import asyncio as asyncio_mod
	#import astpp
	from IPython.utils.text import indent

	" Use Vim settings, rather then Vi settings (much better!).
	" This must be first, because it changes other options as a side effect.
	set nocompatible

	" ================ General Config ====================

	set number "Line numbers are good
	set backspace=indent,eol,start "Allow backspace in insert mode
	set history=1000 "Store lots of :cmdline history
	set showcmd "Show incomplete cmds down the bottom