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.

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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.

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Instead of writing an article that promotes or explains how to perform a "hot install" (often a euphemism for pirating or installing unauthorized software/comics), I will provide a that explains:

Muchas de estas páginas redirigen a portales que te piden ingresar tu número de teléfono o tarjeta de crédito para "verificar tu edad", cobrándote tarifas ocultas de inmediato. 🛡️ Guía de prevención: Cómo mantenerte a salvo

I will incorporate the findings from the search results: the character Donbe from Dr. Slump, the general SEO tips, and the PDF security information. I will also include a disclaimer. Now I will write the article. La Guía Definitiva de 'Dos Bebes y un Zorro Comic PDF Hot Install': Todo lo que Necesitas Saber

Debido a que se trata de una obra producida por fans, la forma de acceder a ella suele ser a través de repositorios en línea o redes sociales. Para leerlo en formato PDF o como cómic digital, los usuarios buscan opciones de "instalación" o descarga. Pasos para acceder al contenido:

Many links claiming to offer a "hot install" or "PDF download" for this specific comic are often redirected to malicious software or phishing sites. It is highly recommended to view "context" or "dub" videos on reputable platforms like or YouTube rather than downloading unknown files. of shock media or perhaps the history of the Sonic fandom's darker fan works? La historia del cómic Two Babies One Fox Parte 3 - TikTok

El deseo de leer los capítulos continuos en un solo archivo portable, ideal para tabletas o teléfonos móviles sin depender de una conexión a internet constante.

and the "trauma-core" phenomenon it created within digital communities.

Descargas el archivo una vez y lees en el avión, el metro o zonas sin cobertura.

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: The creator of this comic has filed DMCA notices to have the content removed from major archival sites. Respecting the creator's work and copyright is a fundamental part of internet ethics. The information provided here is for educational purposes to help you understand the search term and practice safe browsing habits.

, a comic that has lingered in the collective memory of the Sonic fandom for over a decade. Rather than being celebrated for its artistic merit, the comic is studied by internet historians and fans as a primary example of how transgressive fan art can permanently alter a community’s perception of a character—in this case, Tails the Fox. The Subversion of Innocence