How do you adjudicate between a requirement for per-ans...

When faced with competing technical requests, the most effective approach is to use quantitative analysis rather than seniority to evaluate the feasibility of each. For per-response causal attribution, the primary issue is that it multiplies the serving cost by a factor of n+1, which is likely unsustainable at scale. For circuit-level analysis, the complexity is prohibitive; a 32-layer generator involves 33^32 potential paths, making exhaustive analysis mathematically intractable. By presenting these numbers, you can demonstrate that neither request is viable in its current form.