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Loop transformer reaches 100% on Sudoku-Extreme

A publication dated June 1, 2026 describes a compact, 800,000-parameter loop transformer that scored 100% on Sudoku-Extreme after 15 minutes of training.

By Wendelmaques ·

Source: Lattice Deduction Transformers para Sudoku (x.com). Text prepared with AI from this source.

What happened and what to do

The June 1, 2026 publication presents an 800,000-parameter loop transformer for solving Sudoku. According to the text, the model reasons like a SAT solver and reached 100% on Sudoku-Extreme after 15 minutes of training. The approach is described as compact and designed for a structured puzzle task.

For a company, the practical takeaway is to evaluate reasoning systems on structured tasks from its own operations, using reproducible test cases and metrics. An evaluation set can track results across versions and monitor errors before a system is used in operational workflows. Whether a model or specialized rules are appropriate depends on diagnosing the process.

How the consultancy can help

Wendelmaques can diagnose an opportunity for structured-reasoning automation, define test cases and metrics, and deliver a scoped evaluation and monitoring implementation on the client's infrastructure.

Next step

Send a short description of the process or challenge you want to assess to receive a proposal scoped for diagnosis and implementation.

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