diff --git a/docs_new/cookbook/autoregressive/DeepSeek/DeepSeek-V4.mdx b/docs_new/cookbook/autoregressive/DeepSeek/DeepSeek-V4.mdx
index 80114ad0b..38d11f862 100644
--- a/docs_new/cookbook/autoregressive/DeepSeek/DeepSeek-V4.mdx
+++ b/docs_new/cookbook/autoregressive/DeepSeek/DeepSeek-V4.mdx
@@ -95,6 +95,19 @@ Please refer to the [official SGLang installation guide](../../../docs/get-start
   </tbody>
 </table>
 
+For how to actually launch one of these images, see [Install → Method 3: Using Docker](../../../docs/get-started/install#method-3-using-docker). A minimal example (substitute the image tag for your platform and the inner `sglang serve ...` with whatever the [command generator](#3-model-deployment) below produces):
+
+```bash Command
+docker run --gpus all \
+    --shm-size 32g \
+    -p 30000:30000 \
+    -v ~/.cache/huggingface:/root/.cache/huggingface \
+    --env "HF_TOKEN=<your-hf-token>" \
+    --ipc=host \
+    lmsysorg/sglang:deepseek-v4-blackwell \
+    sglang serve <use args below>
+```
+
 ## 3. Model Deployment
 
 SGLang supports three main serving recipes for DeepSeek-V4 with different latency/throughput trade-offs (`low-latency`, `balanced`, `max-throughput`), plus specialized recipes for long-context (`cp`, prefill context-parallel) and prefill/decode disaggregation (`pd-disagg`). The interactive generator below emits the exact launch command for any `(hardware, variant, recipe)` combination.
diff --git a/docs_new/src/snippets/autoregressive/deepseek-v4-deployment.jsx b/docs_new/src/snippets/autoregressive/deepseek-v4-deployment.jsx
index 58cd02fe4..7f71bc619 100644
--- a/docs_new/src/snippets/autoregressive/deepseek-v4-deployment.jsx
+++ b/docs_new/src/snippets/autoregressive/deepseek-v4-deployment.jsx
@@ -42,11 +42,11 @@ export const DeepSeekV4Deployment = () => {
       name: "recipe",
       title: "Recipe",
       items: [
-        { id: "low-latency",    label: "Low-Latency",      default: true,  subtitle: "MTP 3/4" },
-        { id: "balanced",       label: "Balanced",         default: false, subtitle: "MTP 1/2 + DeepEP" },
-        { id: "max-throughput", label: "Max-Throughput",   default: false, subtitle: "DP + DeepEP" },
-        { id: "cp",             label: "Context-Parallel", default: false, subtitle: "long prompts" },
-        { id: "pd-disagg",      label: "PD-Disagg",        default: false, subtitle: "1P + 1D + router" },
+        { id: "low-latency",    label: "Low-Latency",      default: true  },
+        { id: "balanced",       label: "Balanced",         default: false },
+        { id: "max-throughput", label: "Max-Throughput",   default: false },
+        { id: "cp",             label: "Context-Parallel", default: false },
+        { id: "pd-disagg",      label: "PD-Disagg",        default: false },
       ],
     },
     reasoningParser: {
@@ -161,7 +161,16 @@ export const DeepSeekV4Deployment = () => {
   // pd-disagg is verified as a single unit (both prefill and decode together).
   const VERIFIED_RECIPES = new Set([
     "b200|small|low-latency",
+    "b200|small|balanced",
+    "b200|small|max-throughput",
+    "b200|small|cp",
     "b200|big|low-latency",
+    "b200|big|balanced",
+    "b200|big|max-throughput",
+    "b200|big|cp",
+    "h200|small|low-latency",
+    "h200|small|balanced",
+    "h200|small|max-throughput",
   ]);
   const BEING_VERIFIED_NOTE =
     "# NOTE: this recipe is being verified on the latest checkpoint";
@@ -352,13 +361,14 @@ export const DeepSeekV4Deployment = () => {
       flags.push("  --nsa-prefill-cp-mode round-robin-split");
       flags.push("  --chunked-prefill-size 16384");
       flags.push("  --mem-fraction-static 0.78");
-      flags.push("  --max-running-requests 1024");
+      // allinone _CP_FLAGS has --max-running-requests 1024; Blackwell big cp overrides
+      // to 256. Human directed (2026-04-24) to emit only one value — keep 256 override
+      // for big Blackwell, else the default 1024.
       if (isBig && hardware !== "h200") {
-        // Blackwell big cp: extra overrides. allinone emits these AFTER _CP_FLAGS,
-        // so two --mem-fraction-static appear — argparse last-wins (0.70 beats 0.78).
-        flags.push("  --mem-fraction-static 0.70");
         flags.push("  --cuda-graph-max-bs 256");
         flags.push("  --max-running-requests 256");
+      } else {
+        flags.push("  --max-running-requests 1024");
       }
       // H200 CP gates DEEPEP_LARGE_SMS_FLAG on !multinode; Blackwell always gets it.
       if (!multinode) flags.push(DEEPEP_LARGE_SMS_FLAG);