How can transparency serve both inclusion and protection in a pluralistic knowledge system? This Bridge Essay examines adaptive protocols for differential transparency, registry integrity, and participatory audit. It details safeguards for bias, secrecy, community voice, and highlights how living audit cycles keep governance accountable and inclusive in the face of complexity and risk.

Who guards the algorithms that shape our lives? This SE Press bridge essay probes algorithmic bias and digital injustice, revealing why only adversarial audits, walkout rights, and public repair can keep AI and data governance contestable. Learn how Scientific Existentialism’s living protocols make digital power challenge-ready, forkable, and open to all dissent.