diff --git a/serverAppConfigs-docs/LLM/frank-medium-radiance-mxfp4.md b/serverAppConfigs-docs/LLM/frank-medium-radiance-mxfp4.md
index b981876..558c7c2 100644
--- a/serverAppConfigs-docs/LLM/frank-medium-radiance-mxfp4.md
+++ b/serverAppConfigs-docs/LLM/frank-medium-radiance-mxfp4.md
@@ -184,7 +184,7 @@ Both replicas, uniform except GPU index and port:
 | `MAXLEN` | 114688 | the largest shape that boots on one card: 262144 needs 9.61 GiB of KV against 5.14 available, and 131072 needs 5.58 against 5.22 |
 | `KV_MEM` | 0 | passed through literally as `--kv-cache-memory 0`, which the image's patched KV sizing reads as "profile this shape"; the upstream pin (2x7551-32624) is a TP=2/262144 measurement and is invalid here. **Do not blank the variable instead of passing 0**: with the flag omitted vLLM sizes the cache from `GPU_UTIL` alone and the KV allocation dies with `torch.OutOfMemoryError` (measured: 2.16 GiB requested, 116 MiB free, 29.34 GiB already held) |
 | `MAXSEQS` | 4 | matches the per-replica share of the fleet's concurrency |
-| `CHUNK` | 8192 | prefill chunk (upstream default) |
+| `CHUNK` | 8192 | prefill chunk (upstream default), **coupled to the context**: the prefill arena grows with the chunk size and shares the device budget with the KV cache. Measured: `CHUNK=16384` leaves 4.22 GiB of KV against the 5.21 GiB that 114688 context needs, and the engine refuses to start (`To serve at least one request with the model's max seq len (114688), 5.21 GiB KV cache is needed, which is larger than the available KV cache memory (4.22 GiB)`). Raising CHUNK therefore means cutting `MAXLEN`; single-card prefill measured ≈2.5k tok/s at 8192 (~15k-token prompt, 5992 ms TTFT), so the trade was not worth taking |
 | `GPU_UTIL` | 0.98 | upstream default; the card is dedicated |
 | `SPEC_METHOD` / `SPEC` | dflash / 7 | the DFlash2-FP8 block-diffusion drafter, upstream's measured production depth |
 | `SNAP` / `DRAFTER` | `/models/Qwen3.8-27B-Uncensored-MXFP4-awq` / `/models/Qwen3.8-27B-DFlash2-FP8` | the served checkpoint and its drafter |