Publications

Publications

What VENETA has published, and what is being written.

Each title with its authors, its edition and the conditions it was measured under. Status is stated: a paper that has not been submitted says so.

Published

The First Condition for a Local LLM to Evolve into a World Model

Authors: Hyunjoo Lee · Minjun LeeEdition: v1.16Date: 2026-10Length: EN 34 pp · KO 32 pp

VENETA WorldModel puts a memory and self-improvement layer around your model instead of replacing it. Why the language models you run inside your own network fall short, and what changes when the layer is there. Measured on twelve open models, 12B to about 400B (MoE), and eleven smaller ones, 1.2B to 30B (MoE).

Cite as. Lee, H. and Lee, M. The First Condition for a Local LLM to Evolve into a World Model. VENETA Inc., v1.16, October 2026.

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