AI Agents That Dream Multiplayer Worlds Stay Accurate

An AI agent trained to hallucinate a two-player game stays accurate for 15 frames when modeling both players jointly, but collapses instantly when predicting each independently. The multiplayer dream model achieved 100% accuracy across all frames, while the single-player version dropped to 0% by frame 3. The approach builds on World Models research and runs on a laptop.