Abstract

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.

Voyager discovers new Minecraft items and skills continually by self-driven exploration, significantly outperforming the baselines.

Introduction

Building generally capable embodied agents that continuously explore, plan, and develop new skills in open-ended worlds is a grand challenge for the AI community. Classical approaches employ reinforcement learning (RL) and imitation learning that operate on primitive actions, which could be challenging for systematic exploration, interpretability, and generalization. Recent advances in large language model (LLM) based agents harness the world knowledge encapsulated in pre-trained LLMs to generate consistent action plans or executable policies. They are applied to embodied tasks like games and robotics, as well as NLP tasks without embodiment. However, these agents are not lifelong learners that can progressively acquire, update, accumulate, and transfer knowledge over extended time spans.

Let us consider Minecraft as an example. Unlike most other games studied in AI, Minecraft does not impose a predefined end goal or a fixed storyline but rather provides a unique playground with endless possibilities. An effective lifelong learning agent should have similar capabilities as human players: (1) propose suitable tasks based on its current skill level and world state, e.g., learn to harvest sand and cactus before iron if it finds itself in a desert rather than a forest; (2) refine skills based on environment feedback and commit mastered skills to memory for future reuse in similar situations (e.g. fighting zombies is similar to fighting spiders); (3) continually explore the world and seek out new tasks in a self-driven manner.

Op Work | Ladyboy Fern Post

Obtain explicit, written approval from your surgeon before resuming strenuous physical activity.

The "post-op work" phase for Ladyboy Fern represents a crucial, empowering step toward fully integrating her new life with her professional aspirations. It is a period that requires patience, resilience, and the support of the community, ultimately leading to a more authentic and fulfilling life.

Should the tone be or more conversational/blog-style ? fernwong (@fernluckyfern) • Instagram photos and videos

Returning to work after full healing involves physical adjustments that impact performance and production schedules. Dilation Schedules and Workflow

"Fern" likely refers to the aesthetic appearance of the labial healing pattern or a specific post-op care routine involving "ferning" (the delicate, wrinkled pattern of healing tissue). Alternatively, it could be a specific clinic's protocol. Regardless, this article decodes what you need to know about post-op work—physical, emotional, and vocational—during the delicate fern stage of healing. ladyboy fern post op work

: Managing independent online retail spaces, graphic design, and content creation allows individuals to dictate their own working hours and physical boundaries during recovery. 4. Legal Rights, Workplace Advocacy, and Disclosure

Most patients who undergo vaginoplasty in Thailand and other leading surgical centers report high satisfaction with their aesthetic outcomes, noting improved confidence and well-being after surgery.

Complete administrative or digital work only (e.g., answering emails, planning content, managing social media backlogs).

The journey of gender affirmation surgery (often referred to as "post-op" status) is a monumental milestone for many transgender women. In industries like entertainment, adult performance, modeling, and content creation, this transition introduces unique changes to career trajectories, personal branding, and physical standard operating procedures. Obtain explicit, written approval from your surgeon before

: Her work primarily features lifestyle, fashion, and swimwear photography, often set against the backdrop of Pattaya’s beaches or high-end venues.

Building a robust support network outside of the workplace is vital. Engaging with peer support groups, consulting LGBTQ+-competent mental health professionals, and setting firm boundaries between professional duties and personal healing ensures a sustainable, healthy path forward.

This is often the biggest anxiety for post-op ladies returning to the workforce.

That is the work. Not the nursing, not the cleaning, not the midnight porridge. The work is staying. The work is choosing, every single day, to be a woman who isn’t afraid of the dark. Should the tone be or more conversational/blog-style

Fern folded the letter and put it in her wallet, next to her national ID card that now, finally, after years of paperwork and petitions, bore the correct gender marker. She had gotten it changed three months ago. She had cried at the district office, and the clerk—a young woman with glittery nails—had pretended not to notice.

As we reflect on Fern's journey, we are reminded of the importance of compassion, empathy, and understanding. We are all unique individuals, with our own struggles and triumphs. By sharing our stories and supporting one another, we can create a more inclusive and loving world, where everyone can thrive and live their truth.

One evening, Mrs. Somsri looked at her and said, “You’re not a girl.”

2. Digital Branding and Re-Introducing Yourself to Your Audience

Obtain explicit, written approval from your surgeon before resuming strenuous physical activity.

The "post-op work" phase for Ladyboy Fern represents a crucial, empowering step toward fully integrating her new life with her professional aspirations. It is a period that requires patience, resilience, and the support of the community, ultimately leading to a more authentic and fulfilling life.

Should the tone be or more conversational/blog-style ? fernwong (@fernluckyfern) • Instagram photos and videos

Returning to work after full healing involves physical adjustments that impact performance and production schedules. Dilation Schedules and Workflow

"Fern" likely refers to the aesthetic appearance of the labial healing pattern or a specific post-op care routine involving "ferning" (the delicate, wrinkled pattern of healing tissue). Alternatively, it could be a specific clinic's protocol. Regardless, this article decodes what you need to know about post-op work—physical, emotional, and vocational—during the delicate fern stage of healing.

: Managing independent online retail spaces, graphic design, and content creation allows individuals to dictate their own working hours and physical boundaries during recovery. 4. Legal Rights, Workplace Advocacy, and Disclosure

Most patients who undergo vaginoplasty in Thailand and other leading surgical centers report high satisfaction with their aesthetic outcomes, noting improved confidence and well-being after surgery.

Complete administrative or digital work only (e.g., answering emails, planning content, managing social media backlogs).

The journey of gender affirmation surgery (often referred to as "post-op" status) is a monumental milestone for many transgender women. In industries like entertainment, adult performance, modeling, and content creation, this transition introduces unique changes to career trajectories, personal branding, and physical standard operating procedures.

: Her work primarily features lifestyle, fashion, and swimwear photography, often set against the backdrop of Pattaya’s beaches or high-end venues.

Building a robust support network outside of the workplace is vital. Engaging with peer support groups, consulting LGBTQ+-competent mental health professionals, and setting firm boundaries between professional duties and personal healing ensures a sustainable, healthy path forward.

This is often the biggest anxiety for post-op ladies returning to the workforce.

That is the work. Not the nursing, not the cleaning, not the midnight porridge. The work is staying. The work is choosing, every single day, to be a woman who isn’t afraid of the dark.

Fern folded the letter and put it in her wallet, next to her national ID card that now, finally, after years of paperwork and petitions, bore the correct gender marker. She had gotten it changed three months ago. She had cried at the district office, and the clerk—a young woman with glittery nails—had pretended not to notice.

As we reflect on Fern's journey, we are reminded of the importance of compassion, empathy, and understanding. We are all unique individuals, with our own struggles and triumphs. By sharing our stories and supporting one another, we can create a more inclusive and loving world, where everyone can thrive and live their truth.

One evening, Mrs. Somsri looked at her and said, “You’re not a girl.”

2. Digital Branding and Re-Introducing Yourself to Your Audience

Conclusion

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.

Media Coverage

"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

Coverage Index: [Atmarkit] [Career Engine] [Crast.net] [Daily Top Feeds] [Entrepreneur en Espanol] [Finance Jxyuging] [Forbes] [Forbes Argentina] [Gaming Deputy] [Gearrice] [Haberik] [Head Topics] [InfoQ] [ITmedia News] [Mark Tech Post] [Medium] [MSN] [Note] [Noticias de Hoy] [Ruetir] [Stock HK] [Tech Tribune France] [TechCrunch] [TechBeezer] [Toutiao] [US Times Post] [VN Explorer] [WIRED] [Zaker]

Team

Guanzhi Wang

Yuqi Xie

Yunfan Jiang^*

Ajay Mandlekar^*

Chaowei Xiao

Yuke Zhu

Linxi "Jim" Fan^†

Anima Anandkumar^†

* Equal Contribution † Equal Advising

BibTeX

@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}
}