diff --git a/docs_new/src/snippets/autoregressive/deepseek-v4-deployment.jsx b/docs_new/src/snippets/autoregressive/deepseek-v4-deployment.jsx
index 0f91841e0..cf46a2a4f 100644
--- a/docs_new/src/snippets/autoregressive/deepseek-v4-deployment.jsx
+++ b/docs_new/src/snippets/autoregressive/deepseek-v4-deployment.jsx
@@ -33,7 +33,7 @@ export const DeepSeekV4Deployment = () => {
         { id: "gb300", label: "GB300", default: false },
         { id: "h200",  label: "H200",  default: false },
         { id: "h100",  label: "H100",  default: false },
-        { id: "sm120", label: "RTX PRO 6000 (SM120)", default: false },
+        { id: "rtx6000", label: "RTX PRO 6000", default: false },
       ],
     },
     modelSize: {
@@ -125,7 +125,7 @@ export const DeepSeekV4Deployment = () => {
   // low-latency / balanced / cp recipes, and on PD-Disagg (the cookbook's
   // PD command builder doesn't emit the megamoe backend / env vars yet).
   const MEGAMOE_UNSUPPORTED_RECIPES = new Set(["low-latency", "balanced", "cp", "pd-disagg"]);
-  const MEGAMOE_UNSUPPORTED_HARDWARE = new Set(["h100", "h200", "sm120"]);
+  const MEGAMOE_UNSUPPORTED_HARDWARE = new Set(["h100", "h200", "rtx6000"]);
   const isMegamoeUnsupported = (vals) =>
     MEGAMOE_UNSUPPORTED_HARDWARE.has(vals.hardware) ||
     MEGAMOE_UNSUPPORTED_RECIPES.has(vals.recipe);
@@ -134,7 +134,9 @@ export const DeepSeekV4Deployment = () => {
   // mooncake_store/README.md), but the cookbook generator doesn't yet emit
   // the hicache flags into buildPDDisaggCommand. Grey it out for now.
   const HICACHE_UNSUPPORTED_RECIPES = new Set(["pd-disagg"]);
+  const HICACHE_UNSUPPORTED_HARDWARE = new Set(["rtx6000"]);
   const isHicacheUnsupported = (vals) =>
+    HICACHE_UNSUPPORTED_HARDWARE.has(vals.hardware) ||
     HICACHE_UNSUPPORTED_RECIPES.has(vals.recipe);
 
   // H100 + SGLang FP8 only ships a Flash variant — Pro FP8 on H100 isn't
@@ -172,10 +174,13 @@ export const DeepSeekV4Deployment = () => {
       );
     }
     if (option.name === "hicache" && vals && isHicacheUnsupported(vals)) {
+      const reason = HICACHE_UNSUPPORTED_HARDWARE.has(vals.hardware)
+        ? "HiCache is not supported on RTX PRO 6000"
+        : "HiCache is not yet wired into the PD-Disagg cookbook command";
       return option.items.map((it) =>
         it.id === "disabled"
           ? it
-          : { ...it, disabled: true, disabledReason: "HiCache is not yet wired into the PD-Disagg cookbook command" }
+          : { ...it, disabled: true, disabledReason: reason }
       );
     }
     if (option.name === "quantization" && vals && !FP8_SUPPORTED_HARDWARE.has(vals.hardware)) {
@@ -185,20 +190,20 @@ export const DeepSeekV4Deployment = () => {
           : it
       );
     }
-    // SM120: Flash only (Pro doesn't fit in 8× 96 GB).
-    if (option.name === "modelSize" && vals && vals.hardware === "sm120") {
+    // RTX PRO 6000: Flash only (Pro doesn't fit in 8× 96 GB).
+    if (option.name === "modelSize" && vals && vals.hardware === "rtx6000") {
       return option.items.map((it) =>
         it.id === "big"
-          ? { ...it, disabled: true, disabledReason: "V4-Pro does not fit on SM120 (8× 96 GB)" }
+          ? { ...it, disabled: true, disabledReason: "V4-Pro does not fit on RTX PRO 6000 (8× 96 GB)" }
           : it
       );
     }
-    // SM120: TP-only, no EP / CP / PD-Disagg.
-    if (option.name === "recipe" && vals && vals.hardware === "sm120") {
-      const sm120Unsupported = new Set(["balanced", "max-throughput", "cp", "pd-disagg"]);
+    // RTX PRO 6000: TP-only, no EP / CP / PD-Disagg.
+    if (option.name === "recipe" && vals && vals.hardware === "rtx6000") {
+      const rtx6000Unsupported = new Set(["balanced", "max-throughput", "cp", "pd-disagg"]);
       return option.items.map((it) =>
-        sm120Unsupported.has(it.id)
-          ? { ...it, disabled: true, disabledReason: "SM120 supports low-latency (TP-only) recipe" }
+        rtx6000Unsupported.has(it.id)
+          ? { ...it, disabled: true, disabledReason: "RTX PRO 6000 supports low-latency (TP-only) recipe" }
           : it
       );
     }
@@ -284,10 +289,10 @@ export const DeepSeekV4Deployment = () => {
       ) {
         next.megamoe = "disabled";
       }
-      // Switching to a recipe that doesn't support HiCache (pd-disagg) while
+      // Switching to a recipe or hardware that doesn't support HiCache while
       // L2 is selected: fall back to disabled.
       if (
-        optionName === "recipe" &&
+        (optionName === "hardware" || optionName === "recipe") &&
         next.hicache !== "disabled" &&
         isHicacheUnsupported(next)
       ) {
@@ -360,9 +365,9 @@ export const DeepSeekV4Deployment = () => {
     // the generator. TP=8 single-node uses the same sgl-project FP8 ckpt as
     // H200; the Flash/balanced/max-throughput recipes use TP=8 DP=8 + DeepEP.
     "h100-fp8|small": { slug: "sgl-project/DeepSeek-V4-Flash-FP8", tp: 8, multinode: false },
-    // SM120 (RTX PRO 6000): Flash only, TP=4 single-node. Uses Marlin MoE runner
-    // with SM120 Triton fallback kernels. Requires lmsysorg/sglang:dev-cu13.
-    "sm120|small": { slug: "deepseek-ai/DeepSeek-V4-Flash", tp: 4, multinode: false },
+    // RTX PRO 6000: Flash only, TP=4 single-node. Uses Marlin MoE runner
+    // with RTX PRO 6000 Triton fallback kernels. Requires lmsysorg/sglang:latest.
+    "rtx6000|small": { slug: "deepseek-ai/DeepSeek-V4-Flash", tp: 4, multinode: false },
   };
   // Per (hardware, modelSize) PD role TP (from allinone _PD_SPEC).
   const PD_TP_SPEC = {
@@ -433,7 +438,7 @@ export const DeepSeekV4Deployment = () => {
     "h100-fp8|small|low-latency",
     "h100-fp8|small|balanced",
     "h100-fp8|small|max-throughput",
-    "sm120|small|low-latency",
+    "rtx6000|small|low-latency",
   ]);
   // Recipes whose command is intentionally not yet provided (e.g. blocked by an
   // upstream limitation). Showing a minimal placeholder is friendlier to users
@@ -497,11 +502,11 @@ export const DeepSeekV4Deployment = () => {
       return buildPDDisaggCommand(hardware, modelSize);
     }
 
-    // SM120 (RTX PRO 6000) path: Flash only, TP=4, Marlin MoE w/ SM120 Triton
-    // fallback. Requires Docker image lmsysorg/sglang:dev-cu13 (CUDA 13).
-    if (hardware === "sm120") {
+    // RTX PRO 6000 path: Flash only, TP=4, Marlin MoE w/ RTX PRO 6000 Triton
+    // fallback. Requires Docker image lmsysorg/sglang:latest.
+    if (hardware === "rtx6000") {
       const verifyKey = `${hardware}|${modelSize}|${recipe}`;
-      const sm120Flags = [
+      const rtx6000Flags = [
         "  --trust-remote-code",
         `  --model-path ${slug}`,
         `  --tp ${tp}`,
@@ -509,16 +514,15 @@ export const DeepSeekV4Deployment = () => {
         "  --mem-fraction-static 0.70",
         "  --cuda-graph-max-bs 32",
       ];
-      if (toolcall === "enabled") sm120Flags.push("  --tool-call-parser deepseekv4");
-      if (reasoningParser === "enabled") sm120Flags.push("  --reasoning-parser deepseek-v4");
-      sm120Flags.push("  --host 0.0.0.0");
-      sm120Flags.push("  --port 30000");
+      if (toolcall === "enabled") rtx6000Flags.push("  --tool-call-parser deepseekv4");
+      if (reasoningParser === "enabled") rtx6000Flags.push("  --reasoning-parser deepseek-v4");
+      rtx6000Flags.push("  --host 0.0.0.0");
+      rtx6000Flags.push("  --port 30000");
 
-      const sm120Note = "# SM120: use Docker image lmsysorg/sglang:dev-cu13\n";
-      const sm120Cmd = `${sm120Note}sglang serve \\\n${sm120Flags.join(" \\\n")}`;
+      const rtx6000Cmd = `sglang serve \\\n${rtx6000Flags.join(" \\\n")}`;
       return VERIFIED_RECIPES.has(verifyKey)
-        ? sm120Cmd
-        : `${BEING_VERIFIED_NOTE}\n${commentOutCommand(sm120Cmd)}`;
+        ? rtx6000Cmd
+        : `${BEING_VERIFIED_NOTE}\n${commentOutCommand(rtx6000Cmd)}`;
     }
 
     // H200 (FP4) path: dedicated branch — Hopper runs the FP4-mixed Instruct