We introduce Voyager, the first LLM-powered embodied lifelong learning agent in Minecraft that continuously explores the world, acquires diverse skills, and makes novel discoveries without human intervention. Voyager consists of three key components: 1) an automatic curriculum that maximizes exploration, 2) an ever-growing skill library of executable code for storing and retrieving complex behaviors, and 3) a new iterative prompting mechanism that incorporates environment feedback, execution errors, and self-verification for program improvement. Voyager interacts with GPT-4 via blackbox queries, which bypasses the need for model parameter fine-tuning. The skills developed by Voyager are temporally extended, interpretable, and compositional, which compounds the agent's abilities rapidly and alleviates catastrophic forgetting. Empirically, Voyager shows strong in-context lifelong learning capability and exhibits exceptional proficiency in playing Minecraft. It obtains 3.3x more unique items, travels 2.3x longer distances, and unlocks key tech tree milestones up to 15.3x faster than prior SOTA. Voyager is able to utilize the learned skill library in a new Minecraft world to solve novel tasks from scratch, while other techniques struggle to generalize.
The world of Pokémon has been a beloved franchise for millions of gamers around the globe, spanning various media platforms, including video games, anime, manga, and trading card games. One of the more unique entries in the Pokémon video game series is Pokémon Rumble, a spin-off title that deviates from the traditional RPG formula. Specifically, Pokémon Rumble for the Wii console has garnered interest among gamers and Pokémon enthusiasts alike. This essay aims to explore the phenomenon of Pokémon Rumble for the Wii, its gameplay mechanics, and the quest for a ROM version of the game.
: You navigate various stages, battling waves of wild Pokémon with simple one- or two-button attacks. Recruitment
The world of Pokémon has been a beloved franchise for decades, captivating the hearts of millions of gamers worldwide. One of the most iconic and entertaining games in the series is Pokémon Rumble, a Wii exclusive that brought a unique twist to the traditional Pokémon formula. For those who missed out on this gem or want to relive the experience, the Pokémon Rumble Wii ROM has become a sought-after treasure for retro gaming enthusiasts.
Simply drag the .WAD file into Dolphin or use File > Open .
The world of Pokémon has been a beloved franchise for millions of gamers around the globe, spanning various media platforms, including video games, anime, manga, and trading card games. One of the more unique entries in the Pokémon video game series is Pokémon Rumble, a spin-off title that deviates from the traditional RPG formula. Specifically, Pokémon Rumble for the Wii console has garnered interest among gamers and Pokémon enthusiasts alike. This essay aims to explore the phenomenon of Pokémon Rumble for the Wii, its gameplay mechanics, and the quest for a ROM version of the game.
: You navigate various stages, battling waves of wild Pokémon with simple one- or two-button attacks. Recruitment
The world of Pokémon has been a beloved franchise for decades, captivating the hearts of millions of gamers worldwide. One of the most iconic and entertaining games in the series is Pokémon Rumble, a Wii exclusive that brought a unique twist to the traditional Pokémon formula. For those who missed out on this gem or want to relive the experience, the Pokémon Rumble Wii ROM has become a sought-after treasure for retro gaming enthusiasts.
Simply drag the .WAD file into Dolphin or use File > Open .
In this work, we introduce Voyager, the first LLM-powered embodied lifelong learning agent, which leverages GPT-4 to explore the world continuously, develop increasingly sophisticated skills, and make new discoveries consistently without human intervention. Voyager exhibits superior performance in discovering novel items, unlocking the Minecraft tech tree, traversing diverse terrains, and applying its learned skill library to unseen tasks in a newly instantiated world. Voyager serves as a starting point to develop powerful generalist agents without tuning the model parameters.
"They Plugged GPT-4 Into Minecraft—and Unearthed New Potential for AI. The bot plays the video game by tapping the text generator to pick up new skills, suggesting that the tech behind ChatGPT could automate many workplace tasks." - Will Knight, WIRED
"The Voyager project shows, however, that by pairing GPT-4’s abilities with agent software that stores sequences that work and remembers what does not, developers can achieve stunning results." - John Koetsier, Forbes
"Voyager, the GTP-4 bot that plays Minecraft autonomously and better than anyone else" - Ruetir
"This AI used GPT-4 to become an expert Minecraft player" - Devin Coldewey, TechCrunch
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@article{wang2023voyager,
title = {Voyager: An Open-Ended Embodied Agent with Large Language Models},
author = {Guanzhi Wang and Yuqi Xie and Yunfan Jiang and Ajay Mandlekar and Chaowei Xiao and Yuke Zhu and Linxi Fan and Anima Anandkumar},
year = {2023},
journal = {arXiv preprint arXiv: Arxiv-2305.16291}
}