feat: support kimi-k2.5 with multimodal thinking

config/model_profiles.py

@@ -9,6 +9,7 @@ KIMI_BASE = _env("API_BASE_KIMI", _env("AGENT_API_BASE_URL", "https://api.moonsh
 KIMI_KEY = _env("API_KEY_KIMI", _env("AGENT_API_KEY", ""))
 KIMI_FAST_MODEL = _env("MODEL_KIMI_FAST", _env("AGENT_MODEL_ID", "kimi-k2-0905-preview"))
 KIMI_THINK_MODEL = _env("MODEL_KIMI_THINK", _env("AGENT_THINKING_MODEL_ID", "kimi-k2-thinking"))
+KIMI_25_MODEL = _env("MODEL_KIMI_25", "kimi-k2.5")
 
 # DeepSeek
 DEEPSEEK_BASE = _env("API_BASE_DEEPSEEK", "https://api.deepseek.com")
@@ -31,6 +32,25 @@ MODEL_PROFILES = {
         "fast_only": False,
         "name": "Kimi-k2"
     },
+    "kimi-k2.5": {
+        "fast": {
+            "base_url": KIMI_BASE,
+            "api_key": KIMI_KEY,
+            "model_id": KIMI_25_MODEL,
+            "max_tokens": None,
+            "extra_params": {"thinking": {"type": "disabled"}}
+        },
+        "thinking": {
+            "base_url": KIMI_BASE,
+            "api_key": KIMI_KEY,
+            "model_id": KIMI_25_MODEL,
+            "max_tokens": None,
+            "extra_params": {"thinking": {"type": "enabled"}}
+        },
+        "supports_thinking": True,
+        "fast_only": False,
+        "name": "Kimi-k2.5"
+    },
     "deepseek": {
         "fast": {"base_url": DEEPSEEK_BASE, "api_key": DEEPSEEK_KEY, "model_id": DEEPSEEK_FAST_MODEL, "max_tokens": 8192},
         "thinking": {
@@ -77,6 +97,11 @@ MODEL_PROMPT_OVERRIDES = {
         "thinking_model_line": "思考模式时，第一次请求的模型不是 Kimi-k2，而是 Kimi-k2-Thinking，一个更善于分析复杂问题、规划复杂流程的模型，在后续请求时模型会换回 Kimi-k2。",
         "deep_thinking_line": "在深度思考模式中，请求的模型是 Kimi-k2-Thinking，一个更善于分析复杂问题、规划复杂流程的模型。"
     },
+    "kimi-k2.5": {
+        "model_description": "你的基础模型是 Kimi-k2.5，支持图文多模态，并通过 thinking 参数开启/关闭思考能力。",
+        "thinking_model_line": "思考模式时使用同一个 Kimi-k2.5 模型，但会在请求中注入 thinking={\"type\": \"enabled\"} 来开启思考；快速模式则传递 thinking={\"type\": \"disabled\"}。",
+        "deep_thinking_line": "深度思考模式下，所有请求都会携带 thinking={\"type\": \"enabled\"}，以获得持续的推理能力。"
+    },
     "deepseek": {
         "model_description": "你的基础模型是 DeepSeek-V3.2（deepseek-chat），由 DeepSeek 提供，数学与推理能力较强，当前通过官方 API 调用。",
         "thinking_model_line": "思考模式时，第一次请求使用 DeepSeek-Reasoner，一个强化推理的模型，后续请求会切回 DeepSeek-V3.2。",

core/main_terminal.py

@@ -98,7 +98,7 @@ class MainTerminal:
         # 初始化组件
         self.api_client = DeepSeekClient(thinking_mode=self.thinking_mode)
         self.api_client.set_deep_thinking_mode(self.deep_thinking_mode)
-        self.model_key = "kimi"
+        self.model_key = "kimi-k2.5"
         self.model_profile = get_model_profile(self.model_key)
         self.apply_model_profile(self.model_profile)
         self.context_manager = ContextManager(project_path, data_dir=str(self.data_dir))
@@ -1826,8 +1826,8 @@ class MainTerminal:
                 }
             }
         ]
-        # Qwen-VL 自带多模态能力，不向其暴露额外的 vlm_analyze 工具，避免重复与误导
+        # 视觉模型（Qwen-VL / Kimi-k2.5）自带多模态能力，不再暴露 vlm_analyze，改为 view_image
-        if getattr(self, "model_key", None) == "qwen3-vl-plus":
+        if getattr(self, "model_key", None) in {"qwen3-vl-plus", "kimi-k2.5"}:
             tools = [
                 tool for tool in tools
                 if (tool.get("function") or {}).get("name") != "vlm_analyze"
@@ -2491,7 +2491,7 @@ class MainTerminal:
     def build_messages(self, context: Dict, user_input: str) -> List[Dict]:
         """构建消息列表（添加终端内容注入）"""
         # 加载系统提示（Qwen-VL 使用专用提示）
-        prompt_name = "main_system_qwenvl" if getattr(self, "model_key", "kimi") == "qwen3-vl-plus" else "main_system"
+        prompt_name = "main_system_qwenvl" if getattr(self, "model_key", "kimi") in {"qwen3-vl-plus", "kimi-k2.5"} else "main_system"
         system_prompt = self.load_prompt(prompt_name)
         
         # 格式化系统提示
@@ -2803,8 +2803,8 @@ class MainTerminal:
 
     def set_model(self, model_key: str) -> str:
         profile = get_model_profile(model_key)
-        if getattr(self.context_manager, "has_images", False) and model_key != "qwen3-vl-plus":
+        if getattr(self.context_manager, "has_images", False) and model_key not in {"qwen3-vl-plus", "kimi-k2.5"}:
-            raise ValueError("当前对话包含图片，仅支持 Qwen-VL")
+            raise ValueError("当前对话包含图片，仅支持 Qwen-VL 或 Kimi-k2.5")
         self.model_key = model_key
         self.model_profile = profile
         # 将模型标识传递给底层 API 客户端，便于按模型做兼容处理

modules/personalization_manager.py

@@ -36,7 +36,7 @@ DEFAULT_PERSONALIZATION_CONFIG: Dict[str, Any] = {
     "default_run_mode": None,
     "auto_generate_title": True,
     "tool_intent_enabled": True,
-    "default_model": "kimi",
+    "default_model": "kimi-k2.5",
 }
 
 __all__ = [
@@ -109,7 +109,7 @@ def sanitize_personalization_payload(
         base.update(fallback)
     data = payload or {}
     allowed_tool_categories = set(TOOL_CATEGORIES.keys())
-    allowed_models = {"kimi", "deepseek", "qwen3-max", "qwen3-vl-plus"}
+    allowed_models = {"kimi", "kimi-k2.5", "deepseek", "qwen3-max", "qwen3-vl-plus"}
 
     def _resolve_short_field(key: str) -> str:
         if key in data:
@@ -153,7 +153,7 @@ def sanitize_personalization_payload(
     if isinstance(chosen_model, str) and chosen_model in allowed_models:
         base["default_model"] = chosen_model
     elif base.get("default_model") not in allowed_models:
-        base["default_model"] = "kimi"
+        base["default_model"] = "kimi-k2.5"
 
     return base
 

prompts/main_system_qwenvl.txt

@@ -10,7 +10,7 @@
 - **自动化任务**：批量处理文件、执行重复性工作
 - **视觉理解**：你自带多模态能力，用户可以直接发送图片；如需主动查看本地图片，可调用 `view_image` 指定路径，系统会代发一条包含图片的用户消息供你查看。
 
-## 图片分析（Qwen-VL 重点）
+## 图片分析（Kimi-k2.5/Qwen-VL 重点）
 当用户提出“这是什么”“识别文字/表格/票据”“找瑕疵/细节”“读屏/按钮含义”等图片分析任务时，优先采用下面的方法，保证细节充分、结论可验证：
 
 ### 基本流程（先粗后细）

server/_socket_segment.py

@@ -195,8 +195,8 @@ def handle_message(data):
     if not message and not images:
         emit('error', {'message': '消息不能为空'})
         return
-    if images and getattr(terminal, "model_key", None) != "qwen3-vl-plus":
+    if images and getattr(terminal, "model_key", None) not in {"qwen3-vl-plus", "kimi-k2.5"}:
-        emit('error', {'message': '当前模型不支持图片，请切换到 Qwen-VL'})
+        emit('error', {'message': '当前模型不支持图片，请切换到 Qwen-VL 或 Kimi-k2.5'})
         return
     
     print(f"[WebSocket] 收到消息: {message}")

server/app_legacy.py

@@ -918,7 +918,7 @@ def get_user_resources(username: Optional[str] = None) -> Tuple[Optional[WebTerm
         terminal.admin_policy_version = policy.get("updated_at")
         # 若当前模型被禁用，则回退到第一个可用模型
         if terminal.model_key in disabled_models:
-            for candidate in ["kimi", "deepseek", "qwen3-vl-plus", "qwen3-max"]:
+            for candidate in ["kimi-k2.5", "kimi", "deepseek", "qwen3-vl-plus", "qwen3-max"]:
                 if candidate not in disabled_models:
                     try:
                         terminal.set_model(candidate)

server/context.py

@@ -216,7 +216,7 @@ def get_user_resources(username: Optional[str] = None, workspace_id: Optional[st
             terminal.admin_policy_ui_blocks = policy.get("ui_blocks") or {}
             terminal.admin_policy_version = policy.get("updated_at")
             if terminal.model_key in disabled_models:
-                for candidate in ["kimi", "deepseek", "qwen3-vl-plus", "qwen3-max"]:
+                for candidate in ["kimi-k2.5", "kimi", "deepseek", "qwen3-vl-plus", "qwen3-max"]:
                     if candidate not in disabled_models:
                         try:
                             terminal.set_model(candidate)

server/socket_handlers.py

@@ -216,8 +216,8 @@ def handle_message(data):
     if not message and not images:
         emit('error', {'message': '消息不能为空'})
         return
-    if images and getattr(terminal, "model_key", None) != "qwen3-vl-plus":
+    if images and getattr(terminal, "model_key", None) not in {"qwen3-vl-plus", "kimi-k2.5"}:
-        emit('error', {'message': '当前模型不支持图片，请切换到 Qwen-VL'})
+        emit('error', {'message': '当前模型不支持图片，请切换到 Qwen-VL 或 Kimi-k2.5'})
         return
     
     print(f"[WebSocket] 收到消息: {message}")

static/src/app.ts

@@ -2398,10 +2398,10 @@ const appOptions = {
                     return;
                 }
 
-                if (hasImages && this.currentModelKey !== 'qwen3-vl-plus') {
+                if (hasImages && !['qwen3-vl-plus', 'kimi-k2.5'].includes(this.currentModelKey)) {
                     this.uiPushToast({
                         title: '当前模型不支持图片',
-                        message: '请切换到 Qwen-VL 再发送图片',
+                        message: '请切换到 Qwen-VL 或 Kimi-k2.5 再发送图片',
                         type: 'error'
                     });
                     return;
@@ -2627,10 +2627,10 @@ const appOptions = {
             },
 
             async openImagePicker() {
-                if (this.currentModelKey !== 'qwen3-vl-plus') {
+                if (!['qwen3-vl-plus', 'kimi-k2.5'].includes(this.currentModelKey)) {
                     this.uiPushToast({
                         title: '当前模型不支持图片',
-                        message: '请选择 Qwen-VL 后再发送图片',
+                        message: '请选择 Qwen-VL 或 Kimi-k2.5 后再发送图片',
                         type: 'error'
                     });
                     return;
@@ -2793,10 +2793,10 @@ const appOptions = {
                     });
                     return;
                 }
-                if (this.conversationHasImages && key !== 'qwen3-vl-plus') {
+                if (this.conversationHasImages && !['qwen3-vl-plus', 'kimi-k2.5'].includes(key)) {
                     this.uiPushToast({
                         title: '切换失败',
-                        message: '当前对话包含图片，仅支持 Qwen-VL',
+                        message: '当前对话包含图片，仅支持 Qwen-VL 或 Kimi-k2.5',
                         type: 'error'
                     });
                     return;

static/src/components/input/QuickMenu.vue

@@ -18,7 +18,7 @@
         对话回顾
       </button>
       <button
-        v-if="currentModelKey === 'qwen3-vl-plus'"
+        v-if="['qwen3-vl-plus', 'kimi-k2.5'].includes(currentModelKey)"
         type="button"
         class="menu-entry"
         @click.stop="$emit('pick-images')"

static/src/components/personalization/PersonalizationDrawer.vue

@@ -609,7 +609,8 @@ const policyStore = usePolicyStore();
 
 const modelOptions = [
   { id: 'deepseek', label: 'DeepSeek', desc: '通用 + 思考强化', value: 'deepseek' },
-  { id: 'kimi', label: 'Kimi', desc: '默认模型，兼顾通用对话', value: 'kimi' },
+  { id: 'kimi-k2.5', label: 'Kimi-k2.5', desc: '新版 Kimi，思考开关 + 图文多模态', value: 'kimi-k2.5', badge: '图文' },
+  { id: 'kimi', label: 'Kimi-k2', desc: '旧版 Kimi-k2，兼顾通用对话', value: 'kimi' },
   { id: 'qwen3-max', label: 'Qwen-Max', desc: '仅快速模式，不支持思考', value: 'qwen3-max', badge: '仅快速' },
   { id: 'qwen3-vl-plus', label: 'Qwen-VL', desc: '图文多模态，思考/快速均可', value: 'qwen3-vl-plus', badge: '图文' }
 ] as const;

static/src/stores/model.ts

@@ -1,6 +1,6 @@
 import { defineStore } from 'pinia';
 
-export type ModelKey = 'kimi' | 'deepseek' | 'qwen3-max' | 'qwen3-vl-plus';
+export type ModelKey = 'kimi-k2.5' | 'kimi' | 'deepseek' | 'qwen3-max' | 'qwen3-vl-plus';
 
 export interface ModelOption {
   key: ModelKey;
@@ -17,8 +17,15 @@ interface ModelState {
 
 export const useModelStore = defineStore('model', {
   state: (): ModelState => ({
-    currentModelKey: 'kimi',
+    currentModelKey: 'kimi-k2.5',
     models: [
+      {
+        key: 'kimi-k2.5',
+        label: 'Kimi-k2.5',
+        description: '新版 Kimi，支持图文 & 思考开关',
+        fastOnly: false,
+        supportsThinking: true
+      },
       {
         key: 'kimi',
         label: 'Kimi-k2',

static/src/stores/personalization.ts

@@ -65,7 +65,7 @@ const defaultForm = (): PersonalForm => ({
   thinking_interval: null,
   disabled_tool_categories: [],
   default_run_mode: null,
-  default_model: 'kimi'
+  default_model: 'kimi-k2.5'
 });
 
 const defaultExperimentState = (): ExperimentState => ({
@@ -179,7 +179,7 @@ export const usePersonalizationStore = defineStore('personalization', {
     applyPersonalizationData(data: any) {
       // 若后端未返回默认模型（旧版本接口），保持当前已选模型而不是回退为 Kimi
       const fallbackModel =
-        (this.form && typeof this.form.default_model === 'string' ? this.form.default_model : null) || 'kimi';
+        (this.form && typeof this.form.default_model === 'string' ? this.form.default_model : null) || 'kimi-k2.5';
       this.form = {
         enabled: !!data.enabled,
         auto_generate_title: data.auto_generate_title !== false,
@@ -357,7 +357,7 @@ export const usePersonalizationStore = defineStore('personalization', {
       this.clearFeedback();
     },
     setDefaultModel(model: string | null) {
-      const allowed = ['deepseek', 'kimi', 'qwen3-max', 'qwen3-vl-plus'];
+      const allowed = ['deepseek', 'kimi-k2.5', 'kimi', 'qwen3-max', 'qwen3-vl-plus'];
       const target = typeof model === 'string' && allowed.includes(model) ? model : null;
       this.form = {
         ...this.form,

utils/context_manager.py

@@ -1223,7 +1223,7 @@ class ContextManager:
         """构建消息列表（添加终端内容注入）"""
         # 加载系统提示（Qwen-VL 使用专用提示）
         model_key = getattr(self.main_terminal, "model_key", "kimi") if hasattr(self, "main_terminal") else "kimi"
-        prompt_name = "main_system_qwenvl" if model_key == "qwen3-vl-plus" else "main_system"
+        prompt_name = "main_system_qwenvl" if model_key in {"qwen3-vl-plus", "kimi-k2.5"} else "main_system"
         system_prompt = self.load_prompt(prompt_name)
         
         # 格式化系统提示