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Orchestrated Reality framework uses LLMs for persistent game world simulation

By PulseAugur Editorial · [2 sources] ·

Researchers have developed a framework called "Orchestrated Reality" to enable large language models (LLMs) to create persistent, simulated game worlds. This system treats the game world as a canonical object managed by a central orchestration agent, analogous to a Game Master (GM) in tabletop role-playing games. The framework formalizes LLM-driven game worlds as a Parameterized-Action POMDP, where state is represented by JSON entities and transitions are managed by an LLM-driven Plan-Diff-Validate-Apply (PDVA) pipeline. AI

IMPACT Enables LLMs to create persistent, simulated game worlds by formalizing game state and transitions.

RANK_REASON The cluster contains an academic paper describing a new framework for LLM-driven world simulation.

Read on arXiv cs.MA (Multiagent) →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Yuhang Huang, Chenmiao Li, Chaowei Fang ·

    Orchestrated Reality: From Role-Play to Living, Playable Game Worlds -- LLM-Driven World Simulation as a Parameterized-Action POMDP

    arXiv:2606.16014v1 Announce Type: cross Abstract: Many games rely on storytelling combined with systems that track levelling, NPC behaviour, and consequence simulation; bridging tightly-authored narrative with deeply-simulated worlds -- most acute in sandbox and open-world settin…

  2. arXiv cs.MA (Multiagent) TIER_1 English(EN) · Chaowei Fang ·

    Orchestrated Reality: From Role-Play to Living, Playable Game Worlds -- LLM-Driven World Simulation as a Parameterized-Action POMDP

    Many games rely on storytelling combined with systems that track levelling, NPC behaviour, and consequence simulation; bridging tightly-authored narrative with deeply-simulated worlds -- most acute in sandbox and open-world settings -- has been prohibitively expensive. LLM-driven…

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