Architecting Fairness-Aware LLM Interactions

Large Language Models (LLMs) are increasingly used as decision-support tools but may generate stereotypical, discriminatory, or unfair responses. As LLMs become embedded in decision-critical software systems, fairness can no longer be treated as a downstream evaluation step, but must become an archi