diff --git a/serverAppConfigs-docs/LLM/frank-medium-llamacpp-dflash2.md b/serverAppConfigs-docs/LLM/frank-medium-llamacpp-dflash2.md
index 314881c..e1d8f0d 100644
--- a/serverAppConfigs-docs/LLM/frank-medium-llamacpp-dflash2.md
+++ b/serverAppConfigs-docs/LLM/frank-medium-llamacpp-dflash2.md
@@ -177,6 +177,15 @@ Deployed flags:
   slot: the raised window is real, not just declared, and it is 22 % beyond the
   114688 the vLLM predecessor could offer.
 
+- **Nothing is replicated.** The loader does not print a per-device ledger at
+  this verbosity, so this is measured instead of read: raising CTX_SIZE from
+  131072 to 262144 added **4.83 GB to GPU 0 and 4.84 GB to GPU 1** — both cards
+  carry the KV for their own attention layers, about half each — and neither
+  card's *total* usage (24.94 / 29.42 GB at 262144) could hold the 31.46 GB
+  file, so no card carries a full copy of the weights. Compare the shape this
+  replaced: two vLLM replicas, i.e. two complete copies of the model, one per
+  card, which is exactly why a 29.8 GB FP8 checkpoint could not be served there
+  at any usable context.
 ### Measured throughput (2026-09-16, deployed service, `temperature 0`)
 
 Same filler corpus for every shape, so these are shapes rather than a