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Google DeepMind’s Dreamer AI Achieves Breakthrough by Mastering Minecraft in Nine Days

The AI system learned to collect diamonds without human guidance, showcasing autonomous learning and adaptability through reinforcement learning and a 'world model.'

This Google AI learned to mine diamonds in Minecraft in 9 days flat
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Overview

  • Dreamer is the first AI to collect diamonds in Minecraft from scratch, achieving expert-level performance in just nine days without relying on human data or pre-designed curricula.
  • The AI used reinforcement learning, a reward system, and trial-and-error to optimize its gameplay, focusing on complex tasks like crafting tools and mining diamonds.
  • Dreamer’s 'world model' allowed it to simulate future scenarios, guiding efficient decision-making and enabling rapid skill acquisition.
  • Researchers reset the Minecraft world every 30 minutes, forcing Dreamer to adapt to new environments and generalize its knowledge across diverse scenarios.
  • Experts highlight this milestone as a step toward general AI systems with potential applications in robotics, automation, and other real-world industries.