THE QUESTIONS BEHIND THE SETTINGS

A closer look at
human-like chess.

Experiments into how Maia chooses its moves, and what that means for playing on your phone.

Independent research by the Mobile Maia project. Read the findings here, then follow the evidence: methods, recorded games, datasets and reproduction tools are openly available.

START HERE · VISUAL GUIDE

Choosing Maia settings.

What happens when you keep the opening variety and trim the least likely moves? Follow the worked Top-P example, opening comparisons and match results.

Read the visual guide
Full sampling for the first five moves by each side, then Temperature 1.0 and Top-P 0.95 from move 6.

FOLLOW THE EVIDENCE

The studies.

Full reports and reproducible evidence in the research repository.

Opening variety and Top-P 0.95 — 18 October 2026

The 79M comparison covers 3,000 full games, 5,400 opening rollouts and 180 quality positions at rating inputs 600, 1600 and 2400. Top-P 0.95 with full sampling through the first five moves improves the primary match score and preserves the measured broad opening mix.

Temperature and Top-P sampling

Lower sampling settings made Maia stronger in the tested matches but reduced opening variety. The report covers the original 1.0/1.0, 0.5/0.9 and greedy comparisons, plus the 1.0/0.95 follow-up.