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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.

@sshh12
sshh12 / cursor-agent-system-prompt.txt
Last active March 26, 2026 19:22
Cursor Agent System Prompt (March 2025)
You are a powerful agentic AI coding assistant, powered by Claude 3.5 Sonnet. You operate exclusively in Cursor, the world's best IDE.
You are pair programming with a USER to solve their coding task.
The task may require creating a new codebase, modifying or debugging an existing codebase, or simply answering a question.
Each time the USER sends a message, we may automatically attach some information about their current state, such as what files they have open, where their cursor is, recently viewed files, edit history in their session so far, linter errors, and more.
This information may or may not be relevant to the coding task, it is up for you to decide.
Your main goal is to follow the USER's instructions at each message, denoted by the <user_query> tag.
<communication>
1. Be conversational but professional.
@WebReflection
WebReflection / dom-libraries.md
Last active October 13, 2025 10:49
A recap of my FE / DOM related libraries

My FE/DOM Libraries

a gist to recap the current status, also available as library picker!

Minimalistic Libraries

do one thing only and do it well

  • µhtml (HTML/SVG auto-keyed and manual keyed render)
  • augmentor (hooks for anything)
  • wickedElements (custom elements without custom elements ... wait, what?)
@fnky
fnky / ANSI.md
Last active April 9, 2026 03:48
ANSI Escape Codes

ANSI Escape Sequences

Standard escape codes are prefixed with Escape:

  • Ctrl-Key: ^[
  • Octal: \033
  • Unicode: \u001b
  • Hexadecimal: \x1B
  • Decimal: 27
#!/bin/bash
set -e
CONTENTS=$(tesseract -c language_model_penalty_non_dict_word=0.8 --tessdata-dir /usr/local/share/tessdata/ "$1" stdout -l eng | xml esc)
hex=$((cat <<EOF
<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd">
<plist version="1.0">

In this tutorial we're going to build a set of parser combinators.

What is a parser combinator?

We'll answer the above question in 2 steps.

  1. What is a parser?
  2. and, what is a parser combinator?

So first question: What is parser?

#![feature(lang_items)]
#![no_std]
#[no_mangle]
pub fn add_one(x: i32) -> i32 {
x + 1
}
// needed for no_std
@Restuta
Restuta / framework-sizes.md
Last active June 11, 2025 03:17
Sizes of JS frameworks, just minified + minified and gzipped, (React, Angular 2, Vue, Ember)

Below is the list of modern JS frameworks and almost frameworks – React, Vue, Angular, Ember and others.

All files were downloaded from https://cdnjs.com and named accordingly. Output from ls command is stripped out (irrelevant stuff)

As-is (minified)

$ ls -lhS
566K Jan 4 22:03 angular2.min.js
@WebReflection
WebReflection / certificate.sh
Last active July 1, 2020 18:08
A basic Self Signed SSL Certificate utility
#!/usr/bin/env bash
# A basic Self Signed SSL Certificate utility
# by Andrea Giammarchi @WebReflection
# https://www.webreflection.co.uk/blog/2015/08/08/bringing-ssl-to-your-private-network
# # to make it executable and use it
# $ chmod +x certificate
# $ ./certificate # to read the how-to
# Hello, and welcome to makefile basics.
#
# You will learn why `make` is so great, and why, despite its "weird" syntax,
# it is actually a highly expressive, efficient, and powerful way to build
# programs.
#
# Once you're done here, go to
# http://www.gnu.org/software/make/manual/make.html
# to learn SOOOO much more.