Most people bring an emotional posture to AI before they bring a method.

This piece explores stance: the posture we adopt before any instruction is given — frustration, politeness, appeasement, expectation — and how it shapes system behaviour.

When AI is treated as a social or moral agent, signal quality degrades. Responses narrow, blur, or perform compliance — not because the system fails, but because pressure is misplaced.

This episode sits within the Methods track: applied explorations of perception, stance, and how interaction patterns form in human–AI systems.

full video: youtube