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A New Complexity Scorecard for Game World Models

A New Complexity Scorecard for Game World Models

The paper proposes Transition Complexity Profile (TCP), a reproducible framework for measuring how difficult game-world transition prediction is at a specified interface. It evaluates branching, interaction-driven uncertainty, opponent influence, and temporal or spatial dependencies to improve comparisons across game-modeling and reinforcement-learning benchmarks.

ArXiv AIResearch21h ago#game-world-modeling#benchmarking
Humanoid Robots Move From Showcases to Work

Humanoid Robots Move From Showcases to Work

The second World Humanoid Robot Games will open on August 22 with 666 teams and 2,056 robots, marking sharp year-over-year participation growth. Industry leaders say robot configurations and core components are converging, but practical use cases, industrial-grade hardware, and large-scale training data remain unresolved.

Anduril Raises $5B on AI Defense Infrastructure

Anduril Raises $5B on AI Defense Infrastructure

Anduril Industries reportedly completed a $5 billion Series H financing at a $61 billion valuation, reinforcing its position as a major defense-technology company. The article highlights its Lattice AI platform, flexible Arsenal-1 manufacturing system, and Palmer Luckey’s view that China’s engineering and manufacturing efficiency could reshape future military competition.

Kling AI Becomes Kuaishou’s Growth Engine

Kling AI Becomes Kuaishou’s Growth Engine

Kling AI generated more than RMB 850 million in Q2 revenue, up 240% year over year, making it the standout growth driver in Kuaishou’s otherwise slowing business. Kuaishou is prioritizing AI investment, spinning Kling AI out for independent financing at an implied valuation of US$18 billion despite near-term profit pressure.

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