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@@ -186,7 +186,13 @@ allocated/reserved memory, forward/feedback parameters, ordinary training
and validation tokens, positive/negative or perturbed presentations,
candidate-token presentations, relaxation-token passes, local-VJP token
evaluations, first nonfinite step, and completed optimizer steps. The
-accuracy--cost plot and the within-family depth plot retain timeouts and
+hardware-independent ledger additionally enumerates full-forward token
+passes, extra local block/head evaluations, block affine MACs per token,
+causal-attention MACs per token, and whole-forward MACs per token. These
+primitive counts remain separate for DP/EP because a local VJP is not
+silently priced as an ordinary forward.
+
+The accuracy--cost plot and the within-family depth plot retain timeouts and
failures. A low-cost method is not declared scalable from depth 4 alone, and
an accurate DP/EP point is not declared local in the weight-transport-free
sense merely because its VJPs were evaluated at detached edges.