Universal Reasoning Model

Summary

Universal Reasoning Model tracks the UT-derived recursive reasoning model for ARC-AGI and Sudoku-style tasks.

Role In The Wiki

Use this page as the object card for the model or method. The source page carries the evidence details, limitations, and agenda mapping.

Relation To Foundation TSFM Agenda

Use the source-level agenda mapping in universal-reasoning-model-2025 rather than duplicating verdict rows here. At the entity level, this page should stay as the object card; source pages carry slot-level evidence, limitations, and missing pieces.

Evidence

• Universal Reasoning Model

Official Artifacts

• Official code: UbiquantAI/URM

Related Pages

• Looped Transformers And Test-Time Memory
• Efficient Recurrent Sequence Models
• Time-Series Scaling And Efficiency