STAR Labs

Research & Artifacts

Papers, explorations, and artifacts from the STAR Labs team.

Research
World ModelsMarch 2026

Why Video-Based World Models Fail for Interactive Systems

Video generation conflates appearance with state. We examine why persistence and composability require a fundamentally different substrate.

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EngineFebruary 2026

Physics Inference as a First-Class Primitive

Our approach to reading mesh geometry and semantic material labels to classify simulation type and emit solver parameters — without hand-authored physics.

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RepresentationJanuary 2026

Toward a 4D-Native Game Engine

What would a game engine look like if time were a first-class dimension alongside x, y, z? Early architectural notes from our engine build.

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Spatial IntelligenceDecember 2025

The Implicit Intelligence of Space

Physical environments encode relationships, affordances, and causality that no language model has been trained to read. Here's how we're approaching it.

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AbstractionNovember 2025

Abstraction Ladders in 3D Scenes

From raw geometry to semantic objects to functional regions — mapping the abstraction hierarchy that humans navigate effortlessly in physical space.

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ApplicationsOctober 2025

Generative Design as a World Model Problem

Architecture and engineering don't need better CAD tools. They need systems that understand space well enough to reason about what should exist in it.

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Updates

News & Updates

AnnouncementMarch 2026

STAR Labs is Open

We're formally launching STAR Labs as an applied research group. Here's what we're building and why.

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EngineFebruary 2026

First Look: The World Model Engine MVP

Early prototype footage and architecture notes from our Godot-forked physics inference pipeline.

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HiringJanuary 2026

We're Looking for Researchers and Builders

If spatial intelligence, world modeling, or 3D-native systems are what you think about — we want to talk.

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Open Problems

These problems don’t have answers yet. Help us find them.

STAR Labs is early-stage and actively looking for collaborators, researchers, and builders.