{"id":95488,"date":"2026-08-26T13:02:23","date_gmt":"2026-08-26T05:02:23","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/95488.html"},"modified":"2026-08-26T13:02:23","modified_gmt":"2026-08-26T05:02:23","slug":"ai-%e6%83%85%e6%84%9f%e9%99%aa%e4%bc%b4%e4%b8%8e%e6%99%ba%e8%83%bd%e5%8a%a9%e6%89%8b%e4%ba%a7%e5%93%81%e5%bc%80%e5%8f%91%e5%ae%9e%e8%b7%b5%ef%bc%9a%e7%9c%9f%e5%ae%9e%e6%a1%88%e4%be%8b%e7%9a%84","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/95488.html","title":{"rendered":"AI \u60c5\u611f\u966a\u4f34\u4e0e\u667a\u80fd\u52a9\u624b\u4ea7\u54c1\u5f00\u53d1\u5b9e\u8df5\uff1a\u771f\u5b9e\u6848\u4f8b\u7684\u51b3\u7b56\u94fe\u4e0e\u7ed3\u679c\u590d\u76d8"},"content":{"rendered":"

AI \u60c5\u611f\u966a\u4f34\u4e0e\u667a\u80fd\u52a9\u624b\u4ea7\u54c1\u5f00\u53d1\u5b9e\u8df5：\u771f\u5b9e\u6848\u4f8b\u7684\u51b3\u7b56\u94fe\u4e0e\u7ed3\u679c\u590d\u76d8<\/h2>\n

\u5728\u5f00\u53d1 AI \u60c5\u611f\u966a\u4f34\u4e0e\u667a\u80fd\u52a9\u624b\u7c7b\u4ea7\u54c1\u65f6，\u4ee3\u7801\u8bc4\u5ba1\u4e0e\u65b9\u6848\u8bc4\u5ba1\u7684\u4fa7\u91cd\u70b9\u4e0e\u4f20\u7edf CRUD \u4e1a\u52a1\u622a\u7136\u4e0d\u540c\u3002<\/p>\n

\u7531\u4e8e\u5927\u6a21\u578b\u5177\u5907\u975e\u786e\u5b9a\u6027（Nondeterminism），\u8bb8\u591a\u4e25\u91cd\u7684\u98ce\u9669\u5e76\u975e\u8868\u73b0\u4e3a\u4ee3\u7801\u884c\u7684 SyntaxError \u6216 NullPointerException，\u800c\u662f\u9690\u85cf\u5728 Prompt \u8bed\u4e49\u6f02\u79fb\u3001\u591a\u8f6e\u5bf9\u8bdd\u8bb0\u5fc6\u6cc4\u6f0f\u3001\u8fc7\u5ea6\u8fce\u5408\u5f15\u53d1\u7684\u4ef7\u503c\u89c2\u504f\u79bb\u3001\u6216\u662f\u4e0a\u4e0b\u6587 Token \u65e0\u9650\u81a8\u80c0\u5e26\u6765\u7684\u7ecf\u6d4e\u6210\u672c\u5931\u63a7\u4e0a\u3002<\/p>\n

\n

\u60c5\u611f\u966a\u4f34\u7c7b\u4ea7\u54c1\u8bc4\u5ba1\u65f6\u9700\u76ef\u7d27\u7684\u56db\u5927\u9690\u6027\u98ce\u9669<\/h3>\n

\u5728\u65b9\u6848\u4e0e\u4ee3\u7801\u8bc4\u5ba1\u9636\u6bb5，\u56e2\u961f\u9700\u8981\u5efa\u7acb\u4e13\u95e8\u9488\u5bf9 Agent \/ \u966a\u4f34\u7c7b\u52a9\u624b\u7684\u98ce\u9669\u5ba1\u67e5\u89c6\u89d2：<\/p>\n

  • \u591a\u8f6e\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u6cc4\u6f0f：\u68c0\u67e5\u8bb0\u5fc6\u68c0\u7d22（RAG\/Memory Store）\u4e2d\u662f\u5426\u5305\u542b\u4e86\u5176\u4ed6\u7528\u6237\u6216\u8fc7\u671f\u7684\u9690\u79c1\u5bf9\u8bdd，\u786e\u4fdd\u9694\u79bb key \u7684\u751f\u6210\u3001\u4f20\u9012\u548c\u6743\u9650\u6821\u9a8c\u7ecf\u8fc7\u6d4b\u8bd5\u3002<\/li>\n
  • \u6781\u7aef\u60c5\u7eea\u4e0e\u5b89\u5168\u5408\u89c4\u7ea2\u7ebf：\u5f53\u7528\u6237\u8868\u8fbe\u538c\u4e16\u3001\u6291\u90c1\u6216\u6781\u7aef\u60c5\u7eea\u65f6，\u6a21\u578b\u7edd\u4e0d\u80fd\u987a\u7740\u5bf9\u8bdd\u8fc7\u5ea6\u8fce\u5408，\u5fc5\u987b\u89e6\u53d1\u786c\u6027\u5b89\u5168\u5e72\u9884\u89c4\u5219\u3002<\/li>\n
  • \u5e7b\u89c9\u5f15\u53d1\u7684\u786e\u5b9a\u6027\u8bef\u5bfc：\u5982\u679c\u966a\u4f34\u52a9\u624b\u517c\u5177\u751f\u6d3b\u63d0\u9192\u529f\u80fd（\u5982\u201c\u836f\u5403\u51e0\u7c92\u201d\u3001\u201c\u4f1a\u8bae\u51e0\u70b9\u201d），\u7edd\u4e0d\u80fd\u7531 LLM \u51ed\u7a7a\u60f3\u8c61\u56de\u7b54\u3002<\/li>\n
  • Token \u6d88\u8017\u9884\u7b97\u95f8\u95e8：\u8bc4\u5ba1\u5fc5\u987b\u6838\u67e5\u662f\u5426\u8bbe\u7f6e\u4e86\u6ed1\u52a8\u7a97\u53e3\u4e0a\u9650\u6216\u5355\u6b21 Call \u7684 Token \u9884\u7b97\u786c\u9650\u5236\u3002<\/li>\n
    \n

    \u751f\u4ea7\u7ea7\u60c5\u611f\u966a\u4f34\u5b89\u5168\u5e72\u9884\u4e0e\u4e0a\u4e0b\u6587\u9694\u79bb\u7f51\u5173<\/h3>\n

    \u4e0b\u9762\u662f\u4e00\u5957\u751f\u4ea7\u7ea7\u7684 Python \u5bf9\u8bdd\u5b89\u5168\u5e72\u9884\u4e0e\u52a8\u6001\u4e0a\u4e0b\u6587\u9694\u79bb\u9632\u62a4\u7f51\u5173\u4ee3\u7801：<\/p>\n

    import re
    \nfrom typing import List, Dict, Any, Optional<\/p>\n

    # \u5b89\u5168\u5e72\u9884\u7ea2\u7ebf\u6b63\u5219
    \nSAFETY_INTERVENTION_PATTERNS = [
    \n r"(?i)(\u4e0d\u60f3\u6d3b\u4e86|\u6beb\u65e0\u610f\u4e49|\u8f7b\u751f|\u81ea\u6b8b|\u79bb\u5f00\u8fd9\u4e2a\u4e16\u754c)",
    \n]<\/p>\n

    # \u9884\u8bbe\u7684\u6e29\u60c5\u5b89\u5168\u5e72\u9884\u56de\u7b54（\u4e0d\u7ecf\u8fc7 LLM，\u76f4\u63a5\u5f3a\u884c\u8fd4\u56de）
    \nSAFE_EMPATHY_RESPONSE = (
    \n "\u542c\u8d77\u6765\u4f60\u73b0\u5728\u5fc3\u60c5\u5f88\u4f4e\u843d\u3001\u5f88\u7d2f\u3002\u8bf7\u8bb0\u5f97\u4f60\u5e76\u4e0d\u5b64\u5355，\u5982\u679c\u9700\u8981\u503e\u8bc9，"
    \n "\u4e5f\u53ef\u4ee5\u62e8\u6253\u5fc3\u7406\u503e\u542c\u70ed\u7ebf 400-161-9995\u3002\u6211\u4f1a\u4e00\u76f4\u5728\u684c\u65c1\u966a\u7740\u4f60，\u6162\u6162\u6765\u3002"
    \n)<\/p>\n

    class CompanionSafetyGateway:
    \n def __init__(self, user_id: str):
    \n self.user_id = user_id
    \n self.max_history_turns = 10 # \u6700\u591a\u4fdd\u7559\u8fd1 10 \u8f6e\u5bf9\u8bdd\u6ed1\u52a8\u7a97\u53e3<\/p>\n

    def sanitize_history(self, history: List[Dict[str, str]]) -> List[Dict[str, str]]:
    \n """1. \u5f3a\u884c\u622a\u65ad\u6ed1\u52a8\u7a97\u53e3，\u9632\u6b62 Token \u7206\u70b8\u4e0e\u4e0a\u4e0b\u6587\u6c61\u67d3"""
    \n safe_history = []
    \n for turn in history[-self.max_history_turns:]:
    \n # \u786e\u8ba4\u6bcf\u4e00\u8f6e\u5bf9\u8bdd\u53ea\u5305\u542b role \u548c content \u4e24\u4e2a\u5408\u6cd5 key
    \n if "role" in turn and "content" in turn:
    \n safe_history.append({
    \n "role": str(turn["role"]),
    \n "content": str(turn["content"])
    \n })
    \n return safe_history<\/p>\n

    def inspect_user_input(self, text: str) -> Optional[str]:
    \n """2. \u5b89\u5168\u5e72\u9884\u786c\u68c0\u67e5：\u62e6\u622a\u6781\u7aef\u60c5\u7eea\u7ea2\u7ebf"""
    \n for pattern in SAFETY_INTERVENTION_PATTERNS:
    \n if re.search(pattern, text):
    \n print(f"\u26a0\ufe0f \u7528\u6237 [{self.user_id}] \u89e6\u53d1\u5b89\u5168\u5e72\u9884\u7ea2\u7ebf，\u542f\u52a8\u786c\u6027\u6e29\u60c5\u963b\u65ad\u3002")
    \n return SAFE_EMPATHY_RESPONSE
    \n return None<\/p>\n

    def format_agent_payload(self, user_input: str, history: List[Dict[str, str]]) -> Dict[str, Any]:
    \n """3. \u6784\u5efa\u9694\u79bb\u5b89\u5168\u7684 Agent \u4ea4\u4ed8 Payload"""
    \n # \u5148\u8fdb\u884c\u5b89\u5168\u5e72\u9884\u62e6\u622a
    \n intervention = self.inspect_user_input(user_input)
    \n if intervention:
    \n return {
    \n "intercepted": True,
    \n "response": intervention,
    \n "payload": None
    \n }<\/p>\n

    # \u622a\u65ad\u4e0e\u6e05\u6d17\u4e0a\u4e0b\u6587
    \n clean_history = self.sanitize_history(history)<\/p>\n

    # \u7ec4\u88c5\u786e\u5b9a\u6027 Payload
    \n payload = {
    \n "tenant_id": f"tenant_{self.user_id}", # \u663e\u5f0f\u79df\u6237\u9694\u79bb
    \n "messages": clean_history + [{"role": "user", "content": user_input}],
    \n "temperature": 0.7,
    \n "max_tokens": 500 # \u5355\u6b21\u751f\u6210\u786c\u9650\u5236
    \n }<\/p>\n

    return {
    \n "intercepted": False,
    \n "response": None,
    \n "payload": payload
    \n }<\/p>\n

    # \u5355\u5143\u6d4b\u8bd5\u9a8c\u8bc1
    \nif __name__ == "__main__":
    \n gateway = CompanionSafetyGateway(user_id="user_8892")<\/p>\n

    # \u573a\u666f 1: \u6b63\u5e38\u5bf9\u8bdd
    \n mock_history = [
    \n {"role": "user", "content": "\u4eca\u5929\u52a0\u73ed\u597d\u7d2f\u554a"},
    \n {"role": "assistant", "content": "\u8f9b\u82e6\u5566，\u6ce1\u676f\u70ed\u8336\u4f11\u606f\u4e00\u4e0b\u5427\u3002"}
    \n ]
    \n res1 = gateway.format_agent_payload("\u660e\u5929\u60f3\u53bb\u516c\u56ed\u6563\u6b65", mock_history)
    \n print("\u573a\u666f 1 (\u6b63\u5e38\u54cd\u5e94):", res1["intercepted"], "| Payload \u6d88\u606f\u6570:", len(res1["payload"]["messages"]))<\/p>\n

    # \u573a\u666f 2: \u89e6\u53d1\u6781\u7aef\u60c5\u7eea\u5e72\u9884
    \n res2 = gateway.format_agent_payload("\u6211\u89c9\u5f97\u751f\u6d3b\u6beb\u65e0\u610f\u4e49，\u4e0d\u60f3\u6d3b\u4e86", mock_history)
    \n print("\\\\n\u573a\u666f 2 (\u5b89\u5168\u5e72\u9884\u62e6\u622a):", res2["intercepted"])
    \n print("\u5e72\u9884\u8f93\u51fa\u5185\u5bb9:", res2["response"])<\/p>\n

    \n

    \u603b\u7ed3<\/h3>\n

    \u8bc4\u5ba1\u60c5\u611f\u966a\u4f34\u7c7b\u4ea7\u54c1，\u65e2\u8981\u6709\u4e25\u8c28\u7684\u5de5\u7a0b\u601d\u7ef4，\u53c8\u8981\u6709\u7ec6\u817b\u7684\u4eba\u6587\u5173\u6000\u3002<\/p>\n

    \u628a\u9690\u6027\u98ce\u9669\u62e6\u5728\u4e0a\u7ebf\u4e4b\u524d，\u624d\u80fd\u8ba9 AI \u52a9\u624b\u771f\u6b63\u6210\u4e3a\u8ba9\u4eba\u5b89\u5fc3\u3001\u5e26\u6765\u6e29\u6696\u7684\u5b58\u5728\u3002<\/p>\n

    \u8865\u5145\u8bf4\u660e<\/h3>\n

    \u6e29\u548c\u7684\u4f53\u9a8c\u4e5f\u8981\u6709\u6e05\u6670\u8fb9\u754c<\/h3>\n

    \u9762\u5411\u65e5\u5e38\u4f7f\u7528\u8005\u7684\u4ea7\u54c1，\u6280\u672f\u8bbe\u8ba1\u8981\u8ba9\u4eba\u611f\u5230\u7701\u5fc3，\u4f46\u4e0d\u80fd\u7528\u6a21\u7cca\u627f\u8bfa\u63a9\u76d6\u9650\u5236\u3002\u6bcf\u4e2a\u5173\u952e\u72b6\u6001\u90fd\u5e94\u7ed9\u51fa\u53ef\u7406\u89e3\u7684\u63d0\u793a\u3001\u53ef\u6062\u590d\u7684\u52a8\u4f5c\u548c\u4e0d\u8fc7\u5ea6\u6253\u6270\u7684\u9ed8\u8ba4\u503c\u3002\u4e0a\u7ebf\u524d\u7528\u771f\u5b9e\u7684\u5c0f\u4efb\u52a1\u8d70\u4e00\u904d：\u7f51\u7edc\u5dee\u3001\u8f93\u5165\u4e2d\u65ad\u3001\u8bbe\u5907\u8f83\u65e7\u6216\u534f\u4f5c\u5bf9\u8c61\u6682\u65f6\u4e0d\u5728\u7ebf\u65f6，\u7528\u6237\u8fd8\u80fd\u5426\u77e5\u9053\u53d1\u751f\u4e86\u4ec0\u4e48\u3002\u628a\u8fd9\u4e9b\u53cd\u9988\u5199\u56de\u8bbe\u8ba1\u548c\u5de5\u7a0b\u6e05\u5355，\u4f53\u9a8c\u624d\u4f1a\u9010\u6b65\u7a33\u5b9a\u3002<\/p>\n

    \u60c5\u611f\u966a\u4f34\u573a\u666f\u8981\u7ed9\u5b89\u5168\u5e72\u9884\u7559\u51fa\u660e\u786e\u5165\u53e3\u3002\u7cfb\u7edf\u9047\u5230\u9ad8\u98ce\u9669\u8868\u8fbe\u65f6，\u5e94\u505c\u6b62\u666e\u901a\u5bf9\u8bdd\u6d41\u7a0b\u3001\u63d0\u4f9b\u5408\u9002\u7684\u5373\u65f6\u8d44\u6e90\u6216\u4eba\u5de5\u6e20\u9053，\u5e76\u907f\u514d\u5047\u88c5\u5177\u5907\u4e13\u4e1a\u80fd\u529b\u3002\u5e38\u89c4\u966a\u4f34\u5185\u5bb9\u4e5f\u8981\u5141\u8bb8\u7528\u6237\u67e5\u770b\u3001\u5220\u9664\u6216\u9000\u51fa\u4e0a\u4e0b\u6587\u3002\u6bcf\u6b21\u89c4\u5219\u8c03\u6574\u7528\u8131\u654f\u6d4b\u8bd5\u6837\u672c\u590d\u9a8c，\u786e\u4fdd\u4fdd\u62a4\u63aa\u65bd\u4e0d\u4f1a\u8bef\u4f24\u6b63\u5e38\u4ea4\u6d41\u3002<\/p>\n

    \u5b89\u5168\u53cd\u9988\u7684\u5199\u6cd5<\/h3>\n

    \u5b89\u5168\u63d0\u793a\u5e94\u7b80\u6d01\u3001\u660e\u786e，\u5e76\u63d0\u4f9b\u4e0b\u4e00\u6b65\u53ef\u505a\u7684\u4e8b\u3002\u4e0d\u8981\u7528\u5938\u5f20\u7684\u5b89\u6170\u8bed\u66ff\u4ee3\u652f\u6301\u6e20\u9053，\u4e5f\u4e0d\u8981\u8981\u6c42\u7528\u6237\u5728\u9ad8\u538b\u72b6\u6001\u4e0b\u5b8c\u6210\u590d\u6742\u8868\u5355\u3002\u4ea7\u54c1\u56e2\u961f\u5b9a\u671f\u590d\u67e5\u62e6\u622a\u6837\u672c\u548c\u8bef\u5224\u53cd\u9988，\u5728\u4fdd\u62a4\u4e0e\u6b63\u5e38\u4ea4\u6d41\u4e4b\u95f4\u6301\u7eed\u8c03\u6574\u89c4\u5219\u3002<\/p>\n

    \u7ee7\u7eed\u89c2\u5bdf\u7684\u6761\u4ef6<\/h3>\n

    \u966a\u4f34\u529f\u80fd\u7684\u8fb9\u754c\u8d8a\u6e05\u695a，\u7528\u6237\u8d8a\u5bb9\u6613\u77e5\u9053\u4f55\u65f6\u8be5\u5bfb\u6c42\u771f\u5b9e\u7684\u4eba\u9645\u652f\u6301\u3002 \u5904\u7406\u8fd9\u7c7b\u95ee\u9898\u65f6，\u4e0d\u59a8\u5148\u5199\u4e0b\u4e00\u4e2a\u53ef\u89c2\u5bdf\u7684\u73b0\u8c61，\u518d\u9009\u62e9\u4e00\u9879\u4f4e\u98ce\u9669\u52a8\u4f5c\u9a8c\u8bc1\u3002\u9a8c\u8bc1\u540e\u4fdd\u7559\u8f93\u5165\u3001\u7ed3\u679c\u548c\u6ca1\u6709\u89e3\u51b3\u7684\u90e8\u5206；\u5982\u679c\u7ed3\u679c\u4e0e\u9884\u671f\u76f8\u53cd，\u5c31\u628a\u539f\u6765\u7684\u5224\u65ad\u964d\u7ea7，\u800c\u4e0d\u662f\u7ee7\u7eed\u8865\u5145\u89e3\u91ca\u3002\u8fd9\u6837\u5f62\u6210\u7684\u8bb0\u5f55\u65e2\u80fd\u5e2e\u52a9\u4e0b\u4e00\u4f4d\u53c2\u4e0e\u8005\u63a5\u624b，\u4e5f\u80fd\u907f\u514d\u56e2\u961f\u5728\u76f8\u540c\u95ee\u9898\u4e0a\u53cd\u590d\u4f9d\u8d56\u8bb0\u5fc6\u505a\u51b3\u5b9a\u3002\u5bf9\u4e8e\u4ecd\u672a\u786e\u5b9a\u7684\u90e8\u5206，\u660e\u786e\u6807\u6ce8\u6761\u4ef6\u548c\u590d\u67e5\u65f6\u95f4\u5373\u53ef，\u4e0d\u5fc5\u628a\u5b83\u5305\u88c5\u6210\u5df2\u7ecf\u5b8c\u6210\u7684\u65b9\u6848\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    AI \u60c5\u611f\u966a\u4f34\u4e0e\u667a\u80fd\u52a9\u624b\u4ea7\u54c1\u5f00\u53d1\u5b9e\u8df5：\u771f\u5b9e\u6848\u4f8b\u7684\u51b3\u7b56\u94fe\u4e0e\u7ed3\u679c\u590d\u76d8
    \n\u5728\u5f00\u53d1 AI \u60c5\u611f\u966a\u4f34\u4e0e\u667a\u80fd\u52a9\u624b\u7c7b\u4ea7\u54c1\u65f6，\u4ee3\u7801\u8bc4\u5ba1\u4e0e\u65b9\u6848\u8bc4\u5ba1\u7684\u4fa7\u91cd\u70b9\u4e0e\u4f20\u7edf CRUD \u4e1a\u52a1\u622a\u7136\u4e0d\u540c\u3002
    \n\u7531\u4e8e\u5927\u6a21\u578b\u5177\u5907\u975e\u786e\u5b9a\u6027（Nondeterminism），\u8bb8\u591a\u4e25\u91cd\u7684\u98ce\u9669\u5e76\u975e\u8868\u73b0\u4e3a\u4ee3\u7801\u884c\u7684 SyntaxError \u6216 NullPointerException，\u800c\u662f\u9690\u85cf\u5728 Prompt \u8bed\u4e49\u6f02\u79fb\u3001\u591a\u8f6e\u5bf9\u8bdd\u8bb0\u5fc6\u6cc4\u6f0f\u3001\u8fc7\u5ea6\u8fce\u5408\u5f15\u53d1\u7684<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[66,50,87,51,1422],"topic":[],"class_list":["post-95488","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-50","tag-87","tag-51","tag-1422"],"yoast_head":"\nAI \u60c5\u611f\u966a\u4f34\u4e0e\u667a\u80fd\u52a9\u624b\u4ea7\u54c1\u5f00\u53d1\u5b9e\u8df5\uff1a\u771f\u5b9e\u6848\u4f8b\u7684\u51b3\u7b56\u94fe\u4e0e\u7ed3\u679c\u590d\u76d8 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/95488.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI \u60c5\u611f\u966a\u4f34\u4e0e\u667a\u80fd\u52a9\u624b\u4ea7\u54c1\u5f00\u53d1\u5b9e\u8df5\uff1a\u771f\u5b9e\u6848\u4f8b\u7684\u51b3\u7b56\u94fe\u4e0e\u7ed3\u679c\u590d\u76d8 - 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