diff --git a/README.md b/README.md
index 43b1d34..f5d7542 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,9 @@ English | [简体中文](README.zh-CN.md)
 > `CONTINUATION_ENGINE`. Within this project, each engine + model combination has its own
 > continuation strategy. The combinations verified so far:
 >
-> **SGLang(tested on v0.5.19+)**
+> Status: ✅ verified, ❌ not supported.
+>
+> **SGLang (NVIDIA GPU, tested on v0.5.19+)**
 >
 > | Model | Status | Notes |
 > | --- | --- | --- |
@@ -15,7 +17,7 @@ English | [简体中文](README.zh-CN.md)
 > | Qwen3.6-35B-A3B | ✅ Verified | |
 > | GLM-5.3 | ✅ Verified | |
 >
-> **vLLM(tested on v0.30.0+)**
+> **vLLM (NVIDIA GPU, tested on v0.30.0+)**
 >
 > | Model | Status | Notes |
 > | --- | --- | --- |
@@ -24,10 +26,23 @@ English | [简体中文](README.zh-CN.md)
 > | DeepSeek-V4-Flash-0731-nvfp4 | ✅ Verified | |
 > | Kimi-K3 | ✅ Verified | vLLM must be started with `--enable-scale-out`, otherwise continuation does not work. Multimodal requests are not continued |
 >
+> **vLLM (Ascend 910B4, tested on vllm-ascend 0.30.0+)**
+>
+> | Model | Status | Notes |
+> | --- | --- | --- |
+> | Qwen3.6-35B-A3B | ✅ Verified | Tested with the W8A8 weights |
+> | Qwen3.6-27B | ✅ Verified | Tested with the W8A8 weights |
+> | Qwen3-30B-A3B | ✅ Verified | Tested with the W8A8 weights |
+> | Qwen3-14B | ✅ Verified | |
+> | Qwen3-8B | ✅ Verified | |
+> | Gemma-4-31B-it | ✅ Verified | The model itself is occasionally unstable: it may emit its control tokens as plain text in `content` (for example `</think>`, `<\|tool_call>`) so that the tool_call is not parsed and is lost. This comes from the model and its parser, not from how the continuation prefix is built |
+> | Gemma-4-26B-A4B-it | ✅ Verified | Same as Gemma-4-31B-it. Its reasoning may also occasionally end up in `content` |
+> | Qwen3-Omni-30B-A3B-Instruct | ❌ Not supported | |
+>
 > The model names in the tables are exactly the strings `CONTINUATION_MODEL` should be set to
 > (case-insensitive, exact match). A quantized or fine-tuned variant of a listed model, such as
 > `GLM-5.3-FP8`, should use the listed name `GLM-5.3`; a different size or version
-> (`Qwen3.6-27B`, `GLM-5.4`) is a different model and is not matched.
+> (`Qwen3-32B`, `GLM-5.4`) is a different model and is not matched.
 >
 > Other models and engines have not been verified; they may work, but please verify them
 > yourself before relying on them. We are continuing to adapt more engine + model
@@ -51,9 +66,8 @@ deployment actually serves; the `model` field of the request is not consulted),
 `continuation_gateway/reconstruct.py`. Two formats are built in: Kimi-K3 (XTML) and a generic
 `<think>...</think>` format. Supporting a model with another format only takes adding a
 builder there. A model that matches no verified model is handled with the generic format, and
-the gateway logs a warning at startup. On vLLM, Qwen3.6-35B-A3B additionally sends the
-content-done partial message as separate `reasoning` / `content` fields, because its chat
-template rewrites the string form and the engine then rejects it with a 400.
+the gateway logs a warning at startup. On vLLM, some models (such as Qwen3.6-35B-A3B) additionally split
+the content-done partial message into separate `reasoning` / `content` fields.
 
 ```
                                leg1: original request
diff --git a/README.zh-CN.md b/README.zh-CN.md
index 6177615..0823bf6 100644
--- a/README.zh-CN.md
+++ b/README.zh-CN.md
@@ -6,7 +6,9 @@
 > 网关支持 **SGLang** 和 **vLLM** 两种推理引擎，通过 `CONTINUATION_ENGINE` 指定。本项目针对
 > 不同的「引擎 + 模型」组合各有对应的续写策略，目前已验证的组合如下：
 >
-> **SGLang(在v0.5.19+版本上验证)**
+> 状态：✅ 已验证，❌ 不支持。
+>
+> **SGLang（NVIDIA GPU，在 v0.5.19+ 版本上验证）**
 >
 > | 模型 | 状态 | 备注 |
 > | --- | --- | --- |
@@ -14,7 +16,7 @@
 > | Qwen3.6-35B-A3B | ✅ 已验证 | |
 > | GLM-5.3 | ✅ 已验证 | |
 >
-> **vLLM(在v0.30.0+版本上验证)**
+> **vLLM（NVIDIA GPU，在 v0.30.0+ 版本上验证）**
 >
 > | 模型 | 状态 | 备注 |
 > | --- | --- | --- |
@@ -23,9 +25,22 @@
 > | DeepSeek-V4-Flash-0731-nvfp4 | ✅ 已验证 | |
 > | Kimi-K3 | ✅ 已验证 | vLLM 必须开启 `--enable-scale-out`，否则续写无效；不支持多模态请求的续写 |
 >
+> **vLLM（昇腾 910B4，在 vllm-ascend 0.30.0+ 版本上验证）**
+>
+> | 模型 | 状态 | 备注 |
+> | --- | --- | --- |
+> | Qwen3.6-35B-A3B | ✅ 已验证 | 使用 W8A8 权重测试 |
+> | Qwen3.6-27B | ✅ 已验证 | 使用 W8A8 权重测试 |
+> | Qwen3-30B-A3B | ✅ 已验证 | 使用 W8A8 权重测试 |
+> | Qwen3-14B | ✅ 已验证 | |
+> | Qwen3-8B | ✅ 已验证 | |
+> | Gemma-4-31B-it | ✅ 已验证 | 模型自身偶发不稳定：可能把控制 token 当作普通文本输出到 `content`（例如 `</think>`、`<\|tool_call>`），导致 tool_call 没有被解析出来而丢失。这来自模型及其解析器，不是续写前缀的构造问题 |
+> | Gemma-4-26B-A4B-it | ✅ 已验证 | 同 Gemma-4-31B-it；另外它的思考内容偶发会落进 `content` |
+> | Qwen3-Omni-30B-A3B-Instruct | ❌ 不支持 | |
+>
 > 表中的模型名就是 `CONTINUATION_MODEL` 应设置的字符串（大小写不敏感，精确匹配）。表中模型
 > 的量化或微调版本，例如 `GLM-5.3-FP8`，应直接设置为表里的名字 `GLM-5.3`；不同的尺寸或版本
-> （`Qwen3.6-27B`、`GLM-5.4`）是另一个模型，不会被匹配。
+> （`Qwen3-32B`、`GLM-5.4`）是另一个模型，不会被匹配。
 >
 > 其它模型和引擎尚未验证，可能可用，使用前请自行验证。我们仍在持续适配更多的引擎 + 模型组合。
 
@@ -40,9 +55,8 @@ LLM 推理服务的崩溃续写网关：位于客户端和 OpenAI 兼容的推
 前缀拼接方式由 `CONTINUATION_MODEL`（本部署实际 serve 的真实模型，不看请求里的 `model`
 字段）决定（见 `continuation_gateway/reconstruct.py`），内置 Kimi-K3（XTML）和通用
 `<think>...</think>` 两种格式，接入其它格式的模型只需要在那里加一个 builder。没有匹配到已验证
-模型的，按通用格式处理，并在启动时打一条 warning。vLLM 上的 Qwen3.6-35B-A3B 在 content-done
-时额外把 partial 消息拆成 `reasoning` / `content` 两个字段发送，因为它的 chat template 会重排
-字符串形式，引擎随后以 400 拒绝。
+模型的，按通用格式处理，并在启动时打一条 warning。vLLM 上部分模型（如 Qwen3.6-35B-A3B）在
+content-done 时会额外把 partial 消息拆成 `reasoning` / `content` 两个字段发送。
 
 ```
                                   leg1：原始请求
diff --git a/continuation_gateway/reconstruct.py b/continuation_gateway/reconstruct.py
index 84d5efb..f4bcf1c 100644
--- a/continuation_gateway/reconstruct.py
+++ b/continuation_gateway/reconstruct.py
@@ -71,7 +71,9 @@ def _build_prefix_think_tag(reasoning: str, content: str) -> str:
 # render-generate 路径（见 uses_render_generate()），要求 vLLM 开启 --enable-scale-out。
 VERIFIED_MODELS = {
     "sglang": ("kimi-k3", "qwen3.6-35b-a3b", "glm-5.3"),
-    "vllm": ("qwen3.6-35b-a3b", "glm-5.3", "deepseek-v4-flash-0731-nvfp4", "kimi-k3"),
+    "vllm": ("qwen3.6-35b-a3b", "qwen3.6-27b", "qwen3-30b-a3b", "qwen3-14b", "qwen3-8b",
+             "gemma-4-31b-it", "gemma-4-26b-a4b-it", "glm-5.3", "deepseek-v4-flash-0731-nvfp4",
+             "kimi-k3"),
 }
 
 # 关思考开关在 chat_template_kwargs 里的 key：默认 `thinking`，Qwen3 系的模板读的是
@@ -81,11 +83,15 @@ def _build_prefix_think_tag(reasoning: str, content: str) -> str:
 _DEFAULT_THINKING_SWITCH_KEY = "thinking"
 _THINKING_SWITCH_KEYS = {
     "qwen3.6-35b-a3b": "enable_thinking",
+    "qwen3.6-27b": "enable_thinking",
+    "qwen3-30b-a3b": "enable_thinking",
+    "qwen3-14b": "enable_thinking",
+    "qwen3-8b": "enable_thinking",
 }
 
-# 引擎 -> 该引擎上 content-done 需要发结构化消息的模型型号。
+# 引擎 -> 该引擎上 content-done 需要发结构化消息的模型型号。只登记测试出有问题确实需要的
 _STRUCTURED_CONTENT_DONE = {
-    "vllm": ("qwen3.6-35b-a3b",),
+    "vllm": ("qwen3.6-35b-a3b", "qwen3.6-27b", "qwen3-8b"),
 }