§ 10. Open and Closed Algorithmic Relationships

This page is the English companion to the German section § 10. Open and Closed Algorithmic Relationships. It now follows the German Round 3 argument in condensed form while preserving the German page as the leading working text.

Openness is defined by real participation, not by labels alone. Cost, language, skill, infrastructure, licenses, APIs, interfaces, identity checks, and moderation can all open or close algorithmic relationships. A system may be publicly accessible while its data, weights, decision criteria, or governance remain closed.

The paragraph uses Weber's category of social closure, Benkler's account of networked peer production, Pasquale's critique of black-box secrecy, and Ananny and Crawford's caution against transparency as a sufficient remedy (literature).

The section closes this block by leading toward attribution in § 11: every regime of access raises the question of who can act, who is acted upon, and to whom consequences are assigned.