Remark. Separating horizon, cache, and estimator effects [ftip-00DW]
Remark. Separating horizon, cache, and estimator effects [ftip-00DW]
Prefix Sliding is useful as a named intervention for retained context and test-time scaling, but its reported configurations do not establish a universal runtime law, gradient theorem, support expansion, or capability acquisition. The next questions are to measure horizon, cache, estimator, and evaluation effects separately, while preserving the controls in Definition [ftip-00DU].
The finite conclusions depend on the declared protocols. They do not describe a full optimizer or establish a result for all language models.