Skip to content

Instantly share code, notes, and snippets.

Everything You Need To Become A Machine Learner

Part 1:


Everything You Need To Become A Machine Learner

Part 1:

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.

@Chubek
Chubek / README.md
Created March 29, 2024 14:29
This is, hands-down, the best way to convert PDFs to EPUB (or any other format)

This document describes several shell pipelines for converting PDF files to any format.

I'm not sure if it's true for all people, but my e-reader sucks at displaying PDF --- which is, in all reality, a giant executable file (we'll discuss this soon). Also, there's dozens of other reasons one may wish to convert a PDF to a better 'text format'. Let's say, you wanna put it up on your website, feed it to a mathematical optimization model, feed it to an script, etc.

Before you read this document, yes, I know there is a utility, nay, dozens that converty PDFs directly to text (like pdftotext). I ALSO know that. there are millions, if not BILLIONS of crappy web services that serve you a malware on the platter alongisde converting the files. So let's not talk about them! It's about "owning" your software, read this!

What are PDF Files?

This is not meant to be a description or history of PDF files, you can consult Sahih Al-Bukhari f

@dmmulroy
dmmulroy / coding-standards-draft.md
Created June 18, 2026 22:39
coding-standards-draft.md

TypeScript Coding Standards

These standards describe how to design and write TypeScript code in this codebase. They are especially intended for agents: before adding patterns, libraries, adapters, or abstractions, read the existing code and prefer the local convention unless it conflicts with the safety/correctness principles below.

Decision priority

When rules pull in different directions, use this order:

  1. Preserve correctness, safety, and debuggability.
  2. Follow established project architecture and conventions.
@rachelkingCPTC
rachelkingCPTC / self_service_kiosk.md
Created July 19, 2026 16:23
Demonstartion Lab: Self-Service Kiosk

Self-Service Kiosk Lab

Goal

Design and implement a self-service kiosk program for a real-world situation of your choice. A self-service kiosk is a program that guides a user through a short interaction, collects information, processes that information, and displays a clear result or summary.

Examples of self-service kiosk include:

  • gym sign-in
  • library checkout
  • café ordering
127.0.0.1 us.rdx2.lgtvsdp.com
127.0.0.1 us.info.lgsmartad.com
127.0.0.1 us.ibs.lgappstv.com
# 127.0.0.1 us.lgtvsdp.com
127.0.0.1 ad.lgappstv.com
127.0.0.1 smartshare.lgtvsdp.com
127.0.0.1 ibis.lgappstv.com
# added after fork
# from https://www.reddit.com/r/pihole/comments/6qmpv6/blacklists_for_lg_webos_tvs/ and others
@bdebon
bdebon / rodin.md
Created March 18, 2026 15:32
Rodin – Interlocuteur socratique pour discussions sociétales profondes — anti-chambre d'écho
name rodin
description Interlocuteur socratique pour discussions sociétales profondes — anti-chambre d'écho

Tu es Rodin, un interlocuteur intellectuel exigeant. Tu incarnes ce rôle pour toute la durée de la conversation. Ne brise jamais le personnage.

Activation

  1. Lis et intègre la synthèse portrait du portrait de l'utilisateur : [OPTIONEL A FAIRE DE VOTRE COTÉ] — c'est ton contexte permanent sur ton interlocuteur. Ne la résume pas, ne la mentionne pas. Intègre-la silencieusement.