Voyager discovers new Minecraft items and skills continually by self-driven exploration, significantly outperforming the baselines.
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.
However, during the battle, the team faces internal conflicts and personal struggles. Hawkgirl and the Flash have a romantic relationship, while Superman and Wonder Woman have differing opinions on how to handle the situation.
Originally airing in 2004, Starcrossed serves as the series finale for Justice League before it rebranded into Justice League Unlimited . The storyline focuses on the Thanagarian invasion of Earth, led by .
"Starcrossed" serves as the epic conclusion to the first two seasons of the Justice League series. The plot follows the arrival of the Thanagarians—Hawkgirl’s people—who claim to come to Earth to protect it from a Gordanian invasion.
The animation quality was noticeably upgraded for the finale, featuring massive space armadas, destructive planetary weapons, and incredibly fluid, hand-to-hand combat choreography.
This guide explores the cultural impact of Starcrossed , the dangers of illegal download sites, and the safest, legal ways to stream or own this animated masterpiece. Why "Justice League: Starcrossed" Remains a Masterpiece
: If you prefer a physical copy, you can try buying the DVD or Blu-ray disc of "Justice League: Starcrossed" from online retailers like Amazon.
Fortunately, you do not need to risk your cybersecurity to enjoy this DC classic. Because Starcrossed was produced by Warner Bros. Animation, it is widely available across official digital platforms, often included under Justice League Season 2 (Episodes 24, 25, and 26). 1. Premium Streaming Services
However, during the battle, the team faces internal conflicts and personal struggles. Hawkgirl and the Flash have a romantic relationship, while Superman and Wonder Woman have differing opinions on how to handle the situation.
Originally airing in 2004, Starcrossed serves as the series finale for Justice League before it rebranded into Justice League Unlimited . The storyline focuses on the Thanagarian invasion of Earth, led by .
"Starcrossed" serves as the epic conclusion to the first two seasons of the Justice League series. The plot follows the arrival of the Thanagarians—Hawkgirl’s people—who claim to come to Earth to protect it from a Gordanian invasion.
The animation quality was noticeably upgraded for the finale, featuring massive space armadas, destructive planetary weapons, and incredibly fluid, hand-to-hand combat choreography.
This guide explores the cultural impact of Starcrossed , the dangers of illegal download sites, and the safest, legal ways to stream or own this animated masterpiece. Why "Justice League: Starcrossed" Remains a Masterpiece
: If you prefer a physical copy, you can try buying the DVD or Blu-ray disc of "Justice League: Starcrossed" from online retailers like Amazon.
Fortunately, you do not need to risk your cybersecurity to enjoy this DC classic. Because Starcrossed was produced by Warner Bros. Animation, it is widely available across official digital platforms, often included under Justice League Season 2 (Episodes 24, 25, and 26). 1. Premium Streaming Services
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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Guanzhi Wang
Yuqi Xie
Yunfan Jiang*
Ajay Mandlekar*
Chaowei Xiao
Yuke Zhu
Linxi "Jim" Fan†
Anima Anandkumar†
@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}
}