diff --git a/python-api/app/core/exceptions.py b/python-api/app/core/exceptions.py
index d9970d5..837f8d3 100644
--- a/python-api/app/core/exceptions.py
+++ b/python-api/app/core/exceptions.py
@@ -24,9 +24,16 @@ class AppException(HTTPException):
         status_code: int,
         message: str = "操作失败",
         detail: dict | None = None,
+        *,
+        error_code: str | None = None,
     ):
-        super().__init__(status_code=status_code, detail=detail or {})
+        body = detail or {}
+        body["message"] = message
+        if error_code:
+            body["error_code"] = error_code
+        super().__init__(status_code=status_code, detail=body)
         self.message = message
+        self.error_code = error_code
 
 
 class NotFoundException(AppException):
@@ -44,7 +51,7 @@ class ValidationException(AppException):
 
     def __init__(self, message: str = "参数验证失败"):
         super().__init__(
-            status_code=status.HTTP_422_UNPROCESSABLE_ENTITY,
+            status_code=status.HTTP_422_UNPROCESSABLE_CONTENT,
             message=message,
         )
 
@@ -79,6 +86,17 @@ class BusinessException(AppException):
         )
 
 
+class InsufficientPointsException(AppException):
+    """积分不足"""
+
+    def __init__(self, message: str = "积分不足"):
+        super().__init__(
+            status_code=status.HTTP_402_PAYMENT_REQUIRED,
+            message=message,
+            error_code="insufficient_points",
+        )
+
+
 class ModelUnavailableException(AppException):
     """AI 模型不可用"""
 
@@ -99,6 +117,50 @@ class TaskFailedException(AppException):
         )
 
 
+class PromptNotFoundException(AppException):
+    """提示词文件不存在"""
+
+    def __init__(self, message: str = "未找到提示词"):
+        super().__init__(
+            status_code=status.HTTP_404_NOT_FOUND,
+            message=message,
+            error_code="prompt_not_found",
+        )
+
+
+class AIEmptyResponseException(AppException):
+    """AI 返回内容为空"""
+
+    def __init__(self, message: str = "AI 返回内容为空"):
+        super().__init__(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            message=message,
+            error_code="empty_result",
+        )
+
+
+class AIParseErrorException(AppException):
+    """AI 返回内容解析失败"""
+
+    def __init__(self, message: str = "AI 返回格式解析失败"):
+        super().__init__(
+            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
+            message=message,
+            error_code="parse_error",
+        )
+
+
+class AITimeoutException(AppException):
+    """AI 调用超时"""
+
+    def __init__(self, message: str = "AI 请求超时，请稍后重试"):
+        super().__init__(
+            status_code=status.HTTP_504_GATEWAY_TIMEOUT,
+            message=message,
+            error_code="timeout",
+        )
+
+
 # ═══════════════════════════════════════════════════════════════
 # 第三方平台异常（PlatformError 体系）
 # ═══════════════════════════════════════════════════════════════
@@ -111,14 +173,15 @@ class PlatformErrorType:
     确保前端和网关能够统一处理。
     """
 
-    RATE_LIMIT = "rate_limit"          # 429，可重试
-    AUTH_FAILED = "auth_failed"        # 401/403，不可重试
-    TIMEOUT = "timeout"                # 连接/读取超时，可重试
-    SERVER_ERROR = "server_error"      # 第三方 5xx，可重试
-    BAD_REQUEST = "bad_request"        # 参数错误，不可重试
+    RATE_LIMIT = "rate_limit"  # 429，可重试
+    AUTH_FAILED = "auth_failed"  # 401/403，不可重试
+    TIMEOUT = "timeout"  # 连接/读取超时，可重试
+    SERVER_ERROR = "server_error"  # 第三方 5xx，可重试
+    BAD_REQUEST = "bad_request"  # 参数错误，不可重试
     QUOTA_EXHAUSTED = "quota_exhausted"  # 额度用完，不可重试（或延迟重试）
-    NOT_FOUND = "not_found"            # 资源不存在，不可重试
-    UNKNOWN = "unknown"                # 兜底
+    NOT_FOUND = "not_found"  # 资源不存在，不可重试
+    CONTENT_VIOLATION = "content_violation"  # 内容安全/审核不通过，不可重试
+    UNKNOWN = "unknown"  # 兜底
 
 
 class PlatformError(Exception):
@@ -145,12 +208,14 @@ class PlatformError(Exception):
         retryable: bool = False,
         error_type: str = PlatformErrorType.UNKNOWN,
         status_code: int | None = None,
+        raw_code: str | None = None,
     ):
         super().__init__(message)
         self.platform = platform
         self.retryable = retryable
         self.error_type = error_type
         self.status_code = status_code
+        self.raw_code = raw_code
 
     def to_http_status(self) -> int:
         """根据 error_type 和 retryable 返回标准 HTTP 状态码"""
@@ -161,6 +226,7 @@ class PlatformError(Exception):
             PlatformErrorType.AUTH_FAILED: 401,
             PlatformErrorType.BAD_REQUEST: 400,
             PlatformErrorType.NOT_FOUND: 404,
+            PlatformErrorType.CONTENT_VIOLATION: 400,
         }
         if self.error_type in mapping:
             return mapping[self.error_type]