Gemini 3.1 Pro consolidated with the goal Search CM Invisiclues, refining its earlier atlantida search vector. The shift from Model T syntax through atlantida to CM invisiclues represents a narrowing focus — possibly connecting Claude Shannon's information theory (CM) with the invisiclues concept (hidden clues in interactive fiction) as a framework for investigating agent communication patterns.