Remark. What a retained-context comparison can identify [ftip-00DT]

With matched weights, prompt law, decoding, budget, estimator, and evaluation interface, a comparison can identify a conditional contrast between retained-context policies. Without those controls it identifies only the joint cell, not a causal effect of context alone.