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@@ -65,7 +65,9 @@ must hold in a hardware-independent cost coordinate as well as GTX-1080 wall tim
The validation screen is frozen to CIFAR-10 d20/w64, five epochs, seed 0, and compares the current
`K=16/every=4` reference with `K/every` pairs `1/4`, `2/8`, `4/16`, `1/8`, `1/16`, and `2/32`, plus
DFA. Selection uses final validation accuracy and logical batch loss queries; the test split is not
-evaluated. The chosen low-query protocol then receives a multi-seed frozen confirmation.
+evaluated. `K=1/every=4` was selected: it used 16x fewer batch loss queries and retained 177.5% of
+the reference gain over DFA. This selection is now frozen; the protocol receives a five-seed test
+confirmation with no further tuning before C3 can be declared passed.
### C4. The comparison set contains the closest alternatives