Groups may be routed to different tools, escalation delays, evidence quality, or error recovery even when final average accuracy looks similar. Evaluate path exposure and burden by group and need.

Fairness Can Fail Through Different Graph Paths

In this situation—non-native speakers are escalated more often and wait longer—which choice best applies “Fairness Can Fail Through Different Graph Paths”?

A Pareto frontier contains options where improving one objective worsens another. It prevents a hidden weighting from collapsing quality, cost, latency, privacy, and risk into one unexplained score.

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