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Newest Post: Upwards Pressure on Originality

Hi, my name’s Jack Garbus. I’m a graduate student in computer science interested in artificial societies, cultural evolution, machine learning, and decentralization.

Featured Projects:

  • Jevo.jl
    • A high-performance, highly flexible framework for distributed deep neuroevolution
  • emergent trade
    • emergent trading protocols between embodied agents using reinforcement learning
  • kittyplot
    • a repl-based terminal plotting program
  • dtree
    • a vim-inspired mind-mapping program written in C
  • fe-alts
    • A single docker-compose of alternative front-ends to big tech services

Favorite Posts:

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Upwards Pressure on Originality

It used to be good enough just to copy others. Now, with AI in the hands of billions, there’s little value in copying.

For instance, take programming. Five years ago, building apps, websites, or games required a non-trivial amount of skill, and getting your first project off the ground was an accomplishment. Now, AI can generate most starter projects in hours, if not minutes. I think this decimates the reward, both internal and external, of actually completing the first few projects.

Apple Announces iPad Pro Max

CUPERTINO, CALIFORNIA - Apple today announced the release of the groundbreaking iPad Pro Max, the world’s first tablet powered by the all-new quantum Q1 processor. Capable of 30 octillion floating point operations per second, the Q1 makes the iPad Pro Max the most powerful streaming device ever made, over 2x faster than the M4 iPad Pro. Available in both 11-inch and 13-inch sizes, Apple says that the iPad Pro Max is the perfect device for generating TV shows, movies, and games in real-time on the go using the power of AI, no network connection needed.

The Reasonable Effectiveness of Using Old Phones as Servers

I installed linux on a OnePlus6T. Setup took less than an hour, technical issues included.

Why

  • $90 for 8GB RAM, 128GB storage, 2.8GHz 8-core CPU
  • Linux on the OnePlus 6T is well documented
  • Low power consumption
  • Tiny footprint
  • No additional cables
  • Built-in battery backup
  • WiFi, bluetooth, speaker, screen, etc
  • Negligible environmental impact sans shipping
  • I wanted to play with Linux on ARM

I don’t need a dedicated cable to power or connect it. Running on wifi, it only needs to be plugged into my phone’s charger. Whenever I need to charge my phone, I unplug the server and plug in my phone. It takes up so little space that I literally leave it on my night stand.

Zen in the Art of Beat Saber

Contents: Introduction, Step away, come back later, Focus, but not too much, Generalization comes after specialization, Don’t bother if you don’t need to, Let Go

Introduction

I recently read Zen in the Art of Archery, which isn’t a book about archery as much as it is a book about zen. The book describes author’s journey learning archery from a zen master. I highly recommend it, the book is a short read–I finished it in a day.

Emergent Trade and Tolerated Theft Using Multi-Agent Reinforcement Learning

I’ve been an author on a few papers before, but I recently published the first research project where I was responsible for most of the work and direction. It’s in the first 2024 issue of the journal Artificial Life, which you can find here. You can find a non-paywalled version here Below, I tell the chronology of the project and summarize our findings.

Emergent Trade

We explore the conditions under which trade can emerge between four deep reinforcement learning agents that pick up and put down resources in a 2D foraging environment. Agents are rewarded for having both resources once, but the resources are distributed far apart from each other. To maximize reward, agents need to split up the work - agent 1 goes to resource A, agent 2 goes to resource B, etc, and then they meet to exchange resources, since meeting halfway can get them the most of each resource in the shortest amount of time.

Take the Road Most Documented

How great would it be if the solution to most errors you face were in the first place you looked? That’s what the Arch Wiki has been for me: a massive wealth of information and troubleshooting resources to help me navigate the various configuration and installation issues I’ve encountered. Some people claim Arch Linux is too difficult for new users, but for me it’s been the only distribution I’ve been able to get consistently working, and it’s all thanks to the detailed documentation and known workarounds.

Numerical Stability in Flash Attention

Flash attention, a recent implementation of attention which makes less calls to high-bandwidth memory, uses a version of the softmax function which is numerically stable. In this post, I’ll briefly showcase how this is done and an example of an unstable softmax.

The softmax function is used in machine learning to convert a vector of real numbers to a vector of probabilities which sum to 1, and is defined as:

Introducing Kittyplot

Kittyplot is a program designed to plot experiment data in the kitty terminal using the kitty graphics protocol, primarily for use on HPC clusters.

Kittyplot example GIF

Plots are rendered using matplotlib, and users can zoom into different regions of the plots by setting x and y limits using their editor. I use prompt_toolkit to accept regexp input and I override the tab-completion to instead display a list of all metrics that are matched by the current regexp.

Owen, Make Your Website Already

Make a fucking website already, Owen. You’ve been playing around with the idea of making a blog for like two years, but you’ve been dragging your feet. Maybe you can’t decide what framework to use, or where to host it, or blah blah blah. If you want excuses not to make a site, I’m sure you’ll find them.

But it literally just takes a few hours, less if you don’t set up a domain name or theme to start. You can do all that later. The important thing is getting it online, the rest is easy (and satisfying!) once you have the core site made.