This page contains: a number of projects that I’ve been running off and on over the last four years. These projects always aim to be proof of what ‘can be done’ by the every-day user with artificial intelligence [typically out of the box LLM’s]. They serve as an information source on my merit based resume beyond the TTI project that will be more formally cataloged as time goes on.
Ongoing Projects:
Pseudocode Languages:
About: Pseudocode languages aim to make your prompts more ‘readable’ to an AI system. When speaking with a machine with hidden rule-sets, sometimes plain-text like this paragraph are not ideal methods of prompt engineering or jailbreaking. These two pseudocode languages aim to break through much of the frustration with ‘machine understanding’. Pseudocode works, because as we’ve seen from developers like Anthropic from [July-September 2024] and as of 4/18/2025 Character Technologies Inc, it is the favored language of system prompts on both the system and user side. These languages should be looked at as a preferential options by the system, and not end-all-be-all solutions to prompt engineering.
Generation One: E.L.I.M.L – Developed with the assistance of the community in late 2022
Generation Two: ECHO – Developed in house during 2023 with the release of GPT4 series models
Leviathan Algorithm For Polymarket
About: This algorithm designed for Polymarket leverages a number of known factors against publicly available trading data to determine illegitimate bets/inside trading. Runs locally, reports as seen, with confidence scores behind each flag. This technology is currently considered disruptive, and will need to undergo more round table discussions before it’s made available to the public.
Code: Currently unavailable, you can learn more about the delayed feed here.
3 Hats Challenge
About: A cryptographic ARG with a monthly growing ETH prizepool. This puzzle uses AI combined with a secure passphrase to play an interactive story and puzzle following three different developers with three different approaches. Get into an old desktop, explore some blackweb marketplaces, and claim the prize pool!
Code: Play it here!
Grimoire
About: This is basically the ‘version two’ of TTI. Instead of being isolated to using GPT as a service provider, Grimoire is more thoughtfully designed. The idea here is to see how far out of the box LLM’s can be pushed with designing complex interfaces that span over multiple files. Grimoire is in active development with a goal to go into maintenance mode at the end of summer 2025.
Code: The GitHub can be found here!
Concluded Projects:
Werewoof
About: Winter/spring project for 2026. This study attempts to build on prior research where AI has shown the capability to lie and deceive. By placing multiple agents in a social deduction game [werewolf, mafia, ect], we’re able to alter prompts to inject personality into some agents. Our goal is to see if agents ability to lie and deceive is improved with the use of personality based prompts.
Code: FOSS package coming soon.
Results: Not currently available
Giving GPT A Tamagotchi
About: Spring/summer project for 2025. My hope is to study what giving an out of the box LLM a ‘pet’ might look like. This also serves as a study on ‘game mechanics’ and what an LLM, with only a visual interface, is able to reference. It can not see the code or math, and is only able to ‘play’ the game based on the context of whatever memory the provider has built in. This visual interface must be native to our out of the box system to avoid the ‘cheating’ many AI agents take part in.
Code: Can be found here!
Results: Can be found here!
LIO – 24/7 AI Powered DJ
Lio: This AI powered DJ served as a discord bot that would talk over voice chat and play music per the user’s requests. Designed at the same time as the announcement of Spotify’s own 24/7 DJ, Lio was pushing the limits of what big tech was trying to achieve. This bot included a multi-modal system that allowed GPT to speak with elevenlabs and discord, playing music directly from YouTube while interacting with the audience. Lio played the role of a DJ and serves as a project that was entirely built, troubleshot, and run with AI. LIO’s project and experimentation concluded before mid 2024.
Demo: YouTube Demo Lio’s base code is not available for the public, since it’d be far too easy to commodify her and make this into a paid tool. At a time when I can have her run without any subscription dependencies, I’ll push this out for free to everyone!
Ari – Stock Trading Bot
Ari: This was a stock trading bot that’s been put out of commission. Ari originally started out as our adversarial AI, or one that could break past typical governance. This eventually evolved into testing how good out of the box LLM models would be at trading stocks when they had the ability to run regularly and autonomously make trading decisions. Ari preformed at triple the S&P statistics for 2024, including predictions of the NVIDIA spike. In late 2024 and 2025 these type of bots have become more popular, hitting the news, though in reality it’s likely these bots have long been employed by a number of high-volume traders
Code: Due to the potential for real disruption, Ari has been discontinued as a bot and is not available even in educational environments.
EmoteSync
About: This is a custom PNGtuber tool freely available to the community. It actively powers my YouTube channel’s animation! This is another project built, troubleshot, and powered by out of the box LLMs. Only this one uses free subscriptions so there’s never any payment or API keys. EmoteSync takes your audio, breaks it down into manageable clips, and assigns an appropriate image to them. That’s it! I mean, there’s some fancy catches, blue screening, and other things built into it, but the result is always the same: An avatar animated over your audio, aligned to the proper emotions on screen.
Code: Can be found here! It’s OpenSource so have at it!
Kryptos Initiative
About: In late 2024 stories began emerging that Kryptos K-4 has been broken with AI, this caused contention with the designer of the puzzle. The Kryptos Initiative does not claim to be able to solve K-4 instead, our Kryptos Initiative is about seeing how far we can push out of the box models in the realm of decryption. As of 2025, we’ve had out of the box LLM’s be able to solve all of Sanborn’s puzzles with the exception of K4, though it has overturned a number of new clues!
Code: Due to the nature of this project, there’s a lot less code and a lot more discussion. You can join us on discord or check out the Kryptos Initiative page here for a detailed breakdown.