Heraldry reasoning maps

These editorial maps show how language models interpreted heraldic clues, moved their geographic searches, and arrived at an answer.

Explore the project and rendering pipeline on GitHub
Reasoning map for Fable High

Fable High

correct
Reasoning map for GPT 5.5 High

GPT 5.5 High

incorrect
Reasoning map for GPT 5.5 medium

GPT 5.5 medium

incorrect
Reasoning map for GPT 5.6 Sol High

GPT 5.6 Sol High

incorrect
Reasoning map for GPT 5.6 Sol Medium

GPT 5.6 Sol Medium

incorrect
Reasoning map for Opus 4.8

Opus 4.8

correct
Reasoning map for Sonnet 5 medium

Sonnet 5 medium

incorrect