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A pure video world model cannot serve as a game engine because it lacks durable memory, consistent rules, and reliable mechanisms for turning player input into correct outcomes.

Video world models generate frames predictively but have no persistent world state, no consistent rules, and no reliable input-to-outcome mapping. If a player looks away and back, the scene may have changed. Multiplayer is impossible because the model paints pixels rather than simulating separate players with positions and inventories. ✦ AI generated

Anupam Singh · ByteByteGo Newsletter · 2026-07-21 · original ↗

The first reason is that a video model does not have the systems a game runs on. Its strength, generating what looks right next without simulating every object, is also why it cannot hold a game together. It has no durable memory of the world, no consistent rules, and no reliable way to turn a player's input into the right outcome. The simplest way to see this is to turn the camera away from something and then back. "If the character turns back, is the world still the same?" Singh says. "In most video models, it won't be."

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