diff --git a/docs/cookbook/autoregressive/Moonshotai/Kimi-K3.mdx b/docs/cookbook/autoregressive/Moonshotai/Kimi-K3.mdx
index b255fe19a..6297569bf 100644
--- a/docs/cookbook/autoregressive/Moonshotai/Kimi-K3.mdx
+++ b/docs/cookbook/autoregressive/Moonshotai/Kimi-K3.mdx
@@ -10,28 +10,34 @@ tag: NEW
 
 <Accordion title="Install SGLang">
 
-For all methods and hardware platforms, see the [official SGLang installation guide](../../../docs/get-started/install).
+For all methods and hardware platforms, see the [official SGLang installation guide](../../../docs/get-started/install). The two paths below match the **Python / Docker** toggle in the command panel.
 
 <Tabs>
 
+<Tab title="Python (pip / uv)">
+
+```bash Command
+pip install --upgrade pip
+pip install uv
+uv pip install sglang
+```
+
+Then run the **Python** output of the command panel below in that environment.
+
+</Tab>
+
 <Tab title="Docker">
 
 ```bash Command
-docker pull lmsysorg/sglang:kimi-k3 # CUDA13
-docker pull lmsysorg/sglang:kimi-k3-cu12 # CUDA12
-docker pull lmsysorg/sglang-rocm:v0.5.16-rocm720-mi35x-20260805 # ROCM daily image
+docker pull lmsysorg/sglang:latest
 ```
 
-These tags publish with the public K3 launch; until then, build from the Dockerfiles linked below.
-
 For how to launch the image, see [Install → Method 3: Using Docker](../../../docs/get-started/install#method-3-using-docker). Substitute the inner `sglang serve ...` with what the command generator below produces.
 
 </Tab>
 
 </Tabs>
 
-If you do not want to use a Docker image, reproduce the dependency installation steps from the [CUDA 13 Dockerfile](https://github.com/sgl-project/sglang/blob/kimi-k3/docker/kimi_k3/kimi_k3_cu13.Dockerfile) or [CUDA 12 Dockerfile](https://github.com/sgl-project/sglang/blob/kimi-k3/docker/kimi_k3/kimi_k3_cu12.Dockerfile).
-
 </Accordion>
 
 Pick your hardware, then the deployment shape and operating point. Node count follows the hardware recipe (B200 2×8, GB200 4×4, H100 4×8, B300 1×8, H200 2×8 — 4×8 on Unified High-Throughput, GB300 2×4, MI350X/MI355X 1×8), so it is not a separate choice.