diff --git a/docs/models/supported_models.md b/docs/models/supported_models.md
index ca581d38f..0ba642c92 100644
--- a/docs/models/supported_models.md
+++ b/docs/models/supported_models.md
@@ -25,6 +25,7 @@ th {
 | `QwenImageEditPipeline` | Qwen-Image-Edit | `Qwen/Qwen-Image-Edit` |
 | `QwenImageEditPlusPipeline` | Qwen-Image-Edit-2509 | `Qwen/Qwen-Image-Edit-2509` |
 | `QwenImageLayeredPipeline` | Qwen-Image-Layered | `Qwen/Qwen-Image-Layered` |
+| `GlmImagePipeline` | GLM-Image | `zai-org/GLM-Image` |
 |`ZImagePipeline` | Z-Image | `Tongyi-MAI/Z-Image-Turbo` |
 | `WanPipeline` | Wan2.2-T2V, Wan2.2-TI2V | `Wan-AI/Wan2.2-T2V-A14B-Diffusers`, `Wan-AI/Wan2.2-TI2V-5B-Diffusers` |
 | `WanImageToVideoPipeline` | Wan2.2-I2V | `Wan-AI/Wan2.2-I2V-A14B-Diffusers` |
diff --git a/docs/user_guide/examples/offline_inference/lora_inference.md b/docs/user_guide/examples/offline_inference/lora_inference.md
index 791948374..f88fc1733 100644
--- a/docs/user_guide/examples/offline_inference/lora_inference.md
+++ b/docs/user_guide/examples/offline_inference/lora_inference.md
@@ -1,4 +1,4 @@
-# LoRA Inference Examples
+# LoRA Inference(Diffusion)
 
 Source <https://github.com/vllm-project/vllm-omni/tree/main/examples/offline_inference/lora_inference>.
 
diff --git a/docs/user_guide/examples/offline_inference/qwen3_tts.md b/docs/user_guide/examples/offline_inference/qwen3_tts.md
index 9007f9350..878696a6b 100644
--- a/docs/user_guide/examples/offline_inference/qwen3_tts.md
+++ b/docs/user_guide/examples/offline_inference/qwen3_tts.md
@@ -1,4 +1,4 @@
-# Qwen3-TTS Offline Inference
+# Qwen3-TTS
 
 Source <https://github.com/vllm-project/vllm-omni/tree/main/examples/offline_inference/qwen3_tts>.
 
diff --git a/docs/user_guide/examples/online_serving/lora_inference.md b/docs/user_guide/examples/online_serving/lora_inference.md
index 253c04ecc..f399d41aa 100644
--- a/docs/user_guide/examples/online_serving/lora_inference.md
+++ b/docs/user_guide/examples/online_serving/lora_inference.md
@@ -1,4 +1,4 @@
-# Online LoRA Inference (Diffusion)
+# LoRA Inference(Diffusion)
 
 Source <https://github.com/vllm-project/vllm-omni/tree/main/examples/online_serving/lora_inference>.
 
diff --git a/examples/offline_inference/lora_inference/README.md b/examples/offline_inference/lora_inference/README.md
index b0b195f6e..c081ea512 100644
--- a/examples/offline_inference/lora_inference/README.md
+++ b/examples/offline_inference/lora_inference/README.md
@@ -1,4 +1,4 @@
-# LoRA Inference Examples
+# LoRA Inference(Diffusion)
 
 This directory contains examples for using LoRA (Low-Rank Adaptation) adapters with vLLM-omni diffusion models for offline inference.
 The example uses the  `stabilityai/stable-diffusion-3.5-medium` as the default model, but you can replace it with other models in vLLM-omni.
diff --git a/examples/offline_inference/qwen3_tts/README.md b/examples/offline_inference/qwen3_tts/README.md
index eab66fe14..ddbd3fcbc 100644
--- a/examples/offline_inference/qwen3_tts/README.md
+++ b/examples/offline_inference/qwen3_tts/README.md
@@ -1,4 +1,4 @@
-# Qwen3-TTS Offline Inference
+# Qwen3-TTS
 
 This directory contains an offline demo for running Qwen3 TTS models with vLLM Omni. It builds task-specific inputs and generates WAV files locally.
 
diff --git a/examples/online_serving/lora_inference/README.md b/examples/online_serving/lora_inference/README.md
index 16ce55313..3017d9553 100644
--- a/examples/online_serving/lora_inference/README.md
+++ b/examples/online_serving/lora_inference/README.md
@@ -1,4 +1,4 @@
-# Online LoRA Inference (Diffusion)
+# LoRA Inference(Diffusion)
 
 This example shows how to use **per-request LoRA** with vLLM-Omni diffusion models via the OpenAI-compatible Chat Completions API.
 
diff --git a/examples/online_serving/qwen3_tts/README.md b/examples/online_serving/qwen3_tts/README.md
index 00f7ec2c9..1c9bd4820 100644
--- a/examples/online_serving/qwen3_tts/README.md
+++ b/examples/online_serving/qwen3_tts/README.md
@@ -1,4 +1,4 @@
-# Qwen3-TTS Online Serving
+# Qwen3-TTS
 
 This directory contains examples for running Qwen3-TTS models with vLLM-Omni's online serving API.