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.
Add a on the video player page:
The first season is systematically divided across two parts, maintaining a steady release schedule:
Closing line (as a thematic hook)
The narrative of Kya Khoob Lagti Ho centers on themes of love, hidden motives, and the shattering of marital trust. Part 2 picks up immediately where the first part left off, accelerating the conflict between the protagonists. The story explores a world where a seemingly happy marriage masks dark secrets.
The Indian OTT space has witnessed a massive shift in recent years, with platforms like Ullu App leading the charge in producing bold, regional, and highly engaging content. Among its most anticipated returning series is Kya Khoob Lagti Ho . Following the cliffhanger of the first season, fans have been desperately searching for updates on . If you are one of those viewers waiting to see the resolution of this intense romantic drama, here is everything you need to know about the plot, cast, release window, and why this series is trending.
While the series emphasizes sensuality and adult themes, the narrative structural backbone relies heavily on melodrama, betrayal, and domestic intrigue. The tagline from the Kya Khoob Lagti Ho Part 2 Trailer encapsulates the tragic trajectory of the main protagonist: "Ek raat mein bikhar gaya, sapno ka woh rangin jahaan" (In a single night, that colorful world of dreams shattered). 1. The Deception of Romance
Devastated by her loss, Roshni finds unexpected support and solace from her elder brother-in-law, Suresh .
The overarching story of the series revolves around , a young woman whose life shatters instantly on her wedding night. Her new husband, Rohit, dies under highly tragic and sudden circumstances, leaving her isolated within an unfamiliar household.
, the series blends intense drama with "bold" themes typical of the platform. Performance
Add a on the video player page:
The first season is systematically divided across two parts, maintaining a steady release schedule:
Closing line (as a thematic hook)
The narrative of Kya Khoob Lagti Ho centers on themes of love, hidden motives, and the shattering of marital trust. Part 2 picks up immediately where the first part left off, accelerating the conflict between the protagonists. The story explores a world where a seemingly happy marriage masks dark secrets.
The Indian OTT space has witnessed a massive shift in recent years, with platforms like Ullu App leading the charge in producing bold, regional, and highly engaging content. Among its most anticipated returning series is Kya Khoob Lagti Ho . Following the cliffhanger of the first season, fans have been desperately searching for updates on . If you are one of those viewers waiting to see the resolution of this intense romantic drama, here is everything you need to know about the plot, cast, release window, and why this series is trending.
While the series emphasizes sensuality and adult themes, the narrative structural backbone relies heavily on melodrama, betrayal, and domestic intrigue. The tagline from the Kya Khoob Lagti Ho Part 2 Trailer encapsulates the tragic trajectory of the main protagonist: "Ek raat mein bikhar gaya, sapno ka woh rangin jahaan" (In a single night, that colorful world of dreams shattered). 1. The Deception of Romance
Devastated by her loss, Roshni finds unexpected support and solace from her elder brother-in-law, Suresh .
The overarching story of the series revolves around , a young woman whose life shatters instantly on her wedding night. Her new husband, Rohit, dies under highly tragic and sudden circumstances, leaving her isolated within an unfamiliar household.
, the series blends intense drama with "bold" themes typical of the platform. Performance
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}
}