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A Twitter user speculates that GTA 7 will feature NPCs with advanced AI behaviors, making the game world feel alive with organic interactions and emergent storytelling.
This paper introduces OpenAgent, a problem setting for tool-use agents in open-world scenarios with distributional shifts, and proposes Perturbation-Augmented Fine-Tuning to improve robustness. Experiments reveal that both SFT and RL agents degrade under environmental shifts.
This paper introduces OpenLife, a proof-of-concept system that uses autonomous LLM agents with persistent memory and budget-based metabolism to realize open-world artificial life. Experiments over twelve weeks show emergent life-like dynamics including spontaneous activity, individuation, and social structure.
Google's Genie 3 can generate a playable open world from a text prompt or image, but it's currently rough with low framerate and bugs, sparking debate on whether it threatens traditional game development or will plateau as a demo.
OpenSkill is a framework for LLM agents to self-evolve skills and verification signals from open-world resources without target-task supervision, achieving high performance across benchmarks.
AFUN proposes an affordance foundation model that predicts functional masks and 3D motion curves from RGB-D observations and language descriptions, enabling generalizable robot manipulation across diverse environments. The model outperforms baselines on multiple benchmarks and can be deployed for real-world tasks without fine-tuning.
AgentCo-op is a retrieval-based synthesis framework for composing interoperable multi-agent workflows from reusable skills, tools, and external agents. It uses typed artifact handoffs and bounded self-guided local repair, achieving strong results on benchmarks and enabling collaborative discovery in open-world genomics tasks.
GROW proposes a novel reinforcement learning framework that adapts GRPO to multi-turn VLM agent tasks by decomposing trajectories into state-action pairs and computing advantages between them, achieving state-of-the-art performance on over 800 Minecraft tasks.
The article provides a detailed analysis of how Rockstar achieved a seamless open world in GTA III on the PlayStation 2 with only 32MB of RAM through streaming loading, LOD, memory fragmentation management, and disc layout optimization, setting a benchmark for the industry.