docs(sp5): remove duplicate Layer A close-out section (superseded by Layer D)
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@@ -138,17 +138,6 @@ Code audit of `experience_action_select`'s Thompson direction-branch sampling: u
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Documented here for completeness; the SP5 brainstorm flagged this as a question. Code inspection resolved it.
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### Layer A close-out: host-EMA → GPU sweep migration
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Migrate 5 remaining host-aggregated EMA sites to GPU per `feedback_no_cpu_compute_strict`:
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- `training_sharpe_ema` — requires per-step PnL aggregation on GPU
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- `max_dd_ema` — same
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- `gamma_blend` — host-aggregated eval result, port to GPU
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- `LearningHealth` composition pipeline — multi-step host arithmetic, port to GPU
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- `HealthEmaTrackers` — q_gap_ema + q_var_ema + grad_norm_ema host-side EMAs
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Substantial: requires per-step trade-PnL aggregation kernel + multi-step composition kernel. Estimated 600-1000 LOC for this layer alone.
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## Architecture (mirror SP4 layer structure)
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### Layer A — additive infrastructure
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