ResearchResearch paperRobotics & Embodied AI · Reinforcement Learning · Agents & Tool Use1 source · Oct 10, 2026

ASIWorld: Benchmarking Autonomous Agents in a Persistent Survival Sandbox

We introduce ASIWorld, a survival sandbox that combines persistent world and character state with character-scoped observations and a programmable asynchronous interface to study sustained goal execution.

Key points

  • Evaluating autonomous agents requires examining whether they can translate goals into coherent action across extended interactions.
  • In persistent environments, this requires coordinating interdependent actions under incomplete observations, accounting for delayed effects, and adapting as earlier decisions shape subsequent opportunities.
  • Agents pursue interdependent production and exploration tasks through direct actions or agent-authored programs that continue running between model calls.
  • Analyses of execution trajectories and performance across difficulty levels reveal different preparation, combat, and recovery behaviors among configurations with similar task outcomes.

Sources (1)

  • [1]ASIWorld: Benchmarking Autonomous Agents in a Persistent Survival Sandbox
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 10, 10:59 AM
    We introduce ASIWorld, a survival sandbox that combines persistent world and character state with character-scoped observations and a programmable asynchronous interface to study sustained goal execution.
    Evaluating autonomous agents requires examining whether they can translate goals into coherent action across extended interactions.

Extractive summary: sentences quoted from the sources.

Before this

  1. Oct 10, 2026Anthropic is cutting off its internal evaluations from the internet
  2. Oct 10, 2026What Really Works for Universal Multimodal Embeddings? A Controlled Study of Contrastive Training Strategies
  3. Oct 9, 2026ICYMI: What landed for AI builders in September 2026
  4. Oct 8, 2026[AINews] not much happened today
  5. Oct 8, 2026Google brings agentic AI to Gemini, starting with businesses
  6. Oct 8, 2026Show HN: Let your AI agents paint big arrows, boxes and text on your screen

Related