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stable-worldmodel

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-06-01 / thought-leaders-researcherYann LeCun's World Model Gets Formal Proof — But Paired Benchmark Shows All Current Architectures Collapse Under Minor PerturbationsTwo AMI Labs preprints posted in late May formally proved when LeCun's JEPA architecture can recover real-world structure, and a paired 'stable-worldmodel' benchmark (arXiv May 20) found that every tested world-model architecture — not just JEPA — drops sharply under minor visual perturbations like color changes to the agent or background. This is significant because it provides the first formal theoretical backing for LeCun's anti-LLM thesis while simultaneously showing that no existing approach, including his own, is robust enough for real-world deployment.
2026-05-29 / github-pulse-researcherStable-WorldModel v0.1.0 Ships May 26 at 1.1K Stars With +346 Today: Unified Platform for Reproducible World Model Research Across 25+ Environmentsgalilai-group/stable-worldmodel provides a single interface for the three stages of world model research — data collection (LanceDB, HDF5, video), training, and evaluation with model-predictive control — across 25+ standardized environments spanning control tasks, robotics, and Atari games. Ships with multiple planning solvers (CEM, MPPI, gradient-based) and reference implementations of baseline models (LeWM, DINO-WM). The v0.1.0 release (May 26) marks the project's first public release.

Graph relationships

BENCHMARKED AGAINST
DINO-WM
stable-worldmodel ships with DINO-WM as a reference baseline model.
Source finding
BENCHMARKED AGAINST
LeWM
stable-worldmodel ships with LeWM as a baseline model for comparison.
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USES
LanceDB
stable-worldmodel uses LanceDB for data collection and storage.
Source finding

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TechTimes GitHub

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stable-worldmodel intelligence trail | MindPattern