{"id":112783,"date":"2026-10-04T21:25:05","date_gmt":"2026-10-04T13:25:05","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/112783.html"},"modified":"2026-10-04T21:25:05","modified_gmt":"2026-10-04T13:25:05","slug":"%e4%b8%80%e4%b8%aa%e6%9c%88%e5%86%99%e7%a0%81%e7%83%a7%e4%ba%86-20-%e4%ba%bf-token%ef%bc%9a%e6%a8%a1%e5%9e%8b%e6%9c%ac%e8%ba%ab%e5%8f%aa%e8%8a%b1-68-%e7%be%8e%e5%85%83%ef%bc%8c%e4%b8%80%e5%a4%9c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/112783.html","title":{"rendered":"\u4e00\u4e2a\u6708\u5199\u7801\u70e7\u4e86 20 \u4ebf token\uff1a\u6a21\u578b\u672c\u8eab\u53ea\u82b1 68 \u7f8e\u5143\uff0c\u4e00\u591c\u300c\u51ed\u611f\u89c9\u5199\u7801\u300d\u5374\u82b1\u4e86 150 \u7f8e\u5143"},"content":{"rendered":"

\u4e00\u3001\u53d1\u751f\u4e86\u4ec0\u4e48<\/h3>\n

9 \u6708\u5e95，\u5f00\u6e90 CMS Wagtail \u6838\u5fc3\u56e2\u961f\u7684 Thibaud Colas \u5728\u5b98\u65b9\u535a\u5ba2\u53d1\u590d\u76d8：\u6574\u4e2a 9 \u6708，\u56e2\u961f\u6240\u6709\u7f16\u7801\u53ea\u7528\u5f00\u6e90\u5c0f\u6a21\u578b GLM 5.3 Flash\u3002\u7ed3\u679c\u5168\u6708\u6d88\u8017\u7ea6 20 \u4ebf token，\u53ea\u6709\u4e00\u534a\u843d\u5728\u76ee\u6807\u6a21\u578b\u4e0a\u2014\u2014\u6311\u6218\u5f62\u5f0f\u4e0a\u300c\u5931\u8d25\u300d\u4e86，\u4f5c\u8005\u81ea\u8bc4\u300ctask failed successfully\u300d\u3002\u590d\u76d8\u767b\u4e0a Hacker News \u9996\u9875，Simon Willison \u4e5f\u5199\u4e86\u8ddf\u8fdb（\u6765\u6e90：Wagtail \u5b98\u65b9\u535a\u5ba2\u3001Simon Willison \u535a\u5ba2\u3001HN）\u3002<\/p>\n

\u4e8c\u3001\u6280\u672f\u62c6\u89e3<\/h3>\n

\u4e0a\u534a\u6708\u6240\u6709\u5de5\u4f5c\u90fd\u8dd1\u5728 GLM 5.3 Flash \u4e0a：\u6838\u5fc3\u4ee3\u7801\u3001\u5ba2\u6237\u7ad9\u70b9\u3001UI \u4efb\u52a1\u3001\u6587\u6863\u3001\u8bc4\u6d4b\u3002100 \u4e07\u4e0a\u4e0b\u6587\u52a0\u539f\u751f\u89c6\u89c9\u8f93\u5165，\u63a5\u5f97\u4f4f\u957f\u4efb\u52a1\u548c\u622a\u56fe\u3002\u8fd9\u534a\u6708\u8d26\u5355：68 \u7f8e\u5143\u3001\u7ea6 4 \u5ea6\u7535\u3001365 \u514b\u78b3\u6392\u653e（Wagtail \u5b98\u65b9\u535a\u5ba2\u53e3\u5f84，\u672a\u72ec\u7acb\u6838\u9a8c）\u3002\u6a21\u578b\u672c\u8eab，\u4f5c\u8005\u7684\u8bc4\u4ef7\u662f\u300c\u975e\u5e38\u5168\u9762\u300d\u3002<\/p>\n

\u771f\u6b63\u503c\u5f97\u7422\u78e8\u7684\u662f\u53e6\u5916 10 \u4ebf token \u53bb\u4e86\u54ea，\u4e09\u6761\u6cc4\u6f0f\u8def\u5f84\u6027\u8d28\u5b8c\u5168\u4e0d\u540c：<\/p>\n\n\u6cc4\u6f0f\u8def\u5f84\u89c4\u6a21\u4ee3\u4ef7\u6027\u8d28<\/tr>\n\n\n\n\n
\u4e00\u591c\u300c\u51ed\u611f\u89c9\u5199\u7801\u300d\u9009\u9519\u6a21\u578b<\/td>\n4.5 \u4ebf token<\/td>\n150 \u7f8e\u5143 + 5 \u5ea6\u7535<\/td>\n\u6cbb\u7406\u5931\u8d25<\/td>\n<\/tr>\n
\u670d\u52a1\u5546\u5bb9\u91cf\u4e0d\u8db3，\u88ab\u8feb\u6362\u6a21\u578b<\/td>\n10 \u4ebf\u7684\u4e00\u90e8\u5206<\/td>\n\u672a\u62ab\u9732<\/td>\n\u4f9b\u5e94\u94fe\u6ce2\u52a8<\/td>\n<\/tr>\n
\u8c03\u7814\u4e0e\u8dd1\u57fa\u51c6<\/td>\n\u5269\u4f59\u90e8\u5206<\/td>\n\u8ba1\u5212\u5185\u5f00\u9500<\/td>\n\u5fc5\u8981\u6210\u672c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u7b2c\u4e00\u6761\u6700\u624e\u5fc3：\u56e2\u961f\u4e3a\u4e00\u4e2a MCP \u670d\u52a1\u5668\u539f\u578b\u5f00\u4e86\u6574\u591c\u65e0\u4eba\u503c\u5b88\u7684\u4f1a\u8bdd，\u7ed3\u679c\u6302\u5728\u4e86\u540c\u5bb6\u65cf\u7684\u300c\u975e Flash \u7248\u300dGLM 5.3 \u4e0a\u2014\u2014\u4ef7\u683c\u9ad8\u4e00\u4e2a\u91cf\u7ea7，\u4e00\u591c\u70e7\u6389 150 \u7f8e\u5143，\u662f\u5168\u6708\u9884\u7b97\u7684 2.2 \u500d\u3002\u4f5c\u8005\u81ea\u4f30：1\/5 \u6210\u672c\u5c31\u80fd\u62ff\u5230\u540c\u6837\u7ed3\u679c（Wagtail \u5b98\u65b9\u535a\u5ba2）\u3002<\/p>\n

\u7b2c\u4e8c\u6761\u662f\u5f00\u6e90\u6a21\u578b\u7684\u56fa\u6709\u5c5e\u6027：\u6743\u91cd\u5f00\u653e \u2260 \u968f\u53d6\u968f\u7528，\u63a8\u7406\u4f9d\u8d56\u7b2c\u4e09\u65b9\u670d\u52a1\u5546\u3002GLM 5.3 Flash \u6070\u597d\u5361\u5728 Wagtail \u4efb\u52a1\u300c\u5e15\u7d2f\u6258\u524d\u6cbf\u300d\u6700\u524d\u7aef，\u7528\u7684\u4eba\u591a\u3001\u670d\u52a1\u5546\u5bb9\u91cf\u4e0d\u53ca\u5927\u5382，\u6027\u80fd\u9000\u5316\u540e\u4e34\u65f6\u5207\u5230 DeepSeek V4.1 Flash\u3001Qwen 3.8 Flash\u3002\u4ed6\u4eec\u987a\u8def\u8dd1\u7684 14 \u6a21\u578b\u57fa\u51c6\u4e5f\u6709\u4ef7\u503c：DeepSeek V4.1 Flash \u4ee5 95% \u51c6\u786e\u7387\u3001\u6bcf\u4efb\u52a1 0.09 \u7f8e\u5143\u6392\u7b2c\u4e00（Wagtail \u535a\u5ba2\u9884\u89c8\u6570\u636e）\u2014\u2014\u8fd9\u79cd\u300c\u6bcf\u4efb\u52a1\u6210\u672c\u300d\u8bb0\u6cd5，Holo4 \u90a3\u7bc7\u91cc 0.08 \u5bf9 8 \u7f8e\u5143\u662f\u540c\u4e00\u5957\u8d26\u3002<\/p>\n

\u7b2c\u4e09\u6761\u88ab\u591a\u6570\u4eba\u5ffd\u7565，\u4f46\u6070\u6070\u6700\u8be5\u5b66：\u8d26\u672c\u5355\u4f4d\u9519\u4e86\u3002\u5168\u6708\u80fd\u8017\u7ea6 35 \u5ea6，\u662f 10 \u5ea6\u76ee\u6807\u7684 3.5 \u500d\u2014\u2014\u8fd9\u4e2a\u7f3a\u53e3\u5728 token \u6570\u91cc\u6839\u672c\u770b\u4e0d\u51fa\u6765\u3002<\/p>\n

\u4e09\u3001\u6211\u7684\u5224\u65ad<\/h3>\n

\u8fd9\u4e2a\u6848\u4f8b\u7684\u7ed3\u8bba\u4e0d\u662f\u300c\u5f00\u6e90\u5c0f\u6a21\u578b\u4e0d\u884c\u300d\u2014\u2014\u6a21\u578b\u6574\u4e2a\u6708\u8868\u73b0\u90fd\u5f88\u597d，\u5931\u8d25\u7684\u662f\u82b1\u94b1\u7684\u6cbb\u7406\u7ed3\u6784\u3002\u5b83\u66b4\u9732\u4e86\u4e09\u4ef6\u6559\u7a0b\u4e0d\u5e38\u5199\u7684\u4e8b\u3002<\/p>\n

\u7b2c\u4e00，Agent \u4f1a\u8bdd\u662f\u9884\u7b97\u7834\u574f\u529b\u6700\u5f3a\u7684\u8c03\u7528\u5f62\u6001\u3002\u4f20\u7edf API \u4e00\u6b21\u8bf7\u6c42\u4e00\u6b21\u7ed3\u7b97，\u5929\u7136\u597d\u63a7；Agent \u65e0\u4eba\u503c\u5b88\u4f1a\u8bdd\u80fd\u8fde\u8dd1\u51e0\u5c0f\u65f6，\u4e2d\u9014\u8fd8\u4f1a\u6362\u6a21\u578b\u2014\u2014\u9009\u9519\u7684\u4ee3\u4ef7，\u53ef\u80fd\u53ea\u662f\u6a21\u578b\u540d\u91cc\u5c11\u5199\u4e00\u4e2a\u540e\u7f00\u3002Simon Willison \u7684\u7ed3\u8bba：\u51e1\u662f Agent \u6478\u5f97\u5230\u7684\u8ba1\u8d39\u670d\u52a1，\u9ed8\u8ba4\u5c31\u8be5\u6709\u786c\u6027\u9884\u7b97\u4e0a\u9650（\u6765\u6e90：Simon Willison \u535a\u5ba2）\u3002<\/p>\n

\u7b2c\u4e8c，\u5355\u4ef7\u4fbf\u5b9c\u548c\u603b\u8d26\u4fbf\u5b9c\u662f\u4e24\u56de\u4e8b\u3002\u4e4b\u524d\u5199\u4ef7\u683c\u6218\u90a3\u7bc7\u65f6\u8bf4\u8fc7，\u770b\u4ef7\u683c\u8868\u4e0d\u80fd\u53ea\u770b\u5355\u4ef7\u90a3\u884c\u3002\u770b\u7528\u91cf\u4e5f\u4e0d\u80fd\u53ea\u770b token，\u8981\u628a\u7f8e\u5143\u548c\u7535\u8d39\u8bb0\u5728\u65c1\u8fb9\u3002\u4fbf\u5b9c\u7684\u5355\u4f4d\u4e58\u4e0a\u5931\u63a7\u7684\u7528\u91cf，\u7b49\u4e8e\u4ec0\u4e48\u90fd\u6ca1\u7701\u3002<\/p>\n

\u7b2c\u4e09，\u5f00\u6e90\u6a21\u578b\u7684\u4f9b\u5e94\u94fe\u6bd4\u60f3\u8c61\u4e2d\u957f\u4e00\u5c42\u3002\u9009\u578b\u516c\u5f0f\u91cc\u9664\u4e86\u80fd\u529b\u3001\u4ef7\u683c，\u8fd8\u5f97\u5199\u4e0a\u300c\u80fd\u7a33\u5b9a\u8dd1\u5728\u51e0\u5bb6\u670d\u52a1\u5546\u4e0a\u3001\u5197\u4f59\u591f\u4e0d\u591f\u300d\u3002\u5f00\u6e90\u751f\u6001\u540c\u6863\u6a21\u578b\u786e\u5b9e\u80fd\u4e92\u76f8\u9876\u4e0a，\u4f46\u300c\u6ca1\u60f3\u5230\u8981\u5207\u6362\u300d\u672c\u8eab\u5c31\u662f\u6cbb\u7406\u7f3a\u53e3\u3002<\/p>\n

\u56db\u3001\u5bf9\u5f00\u53d1\u8005\u7684\u542f\u793a<\/h3>\n

\u4e09\u4ef6\u4e8b\u672c\u5468\u5c31\u80fd\u505a：<\/p>\n

  • \u9884\u7b97\u786c\u9876\u653e\u5e95\u5c42：\u7ed9\u6bcf\u4e2a Agent \u4f1a\u8bdd\u3001\u6bcf\u628a\u5bc6\u94a5\u8bbe\u652f\u51fa\u4e0a\u9650，\u8d85\u9650\u7194\u65ad\u800c\u975e\u544a\u8b66；R&D \u4e0e\u751f\u4ea7\u5206\u5f00\u7acb\u8d26\u3002<\/li>\n
  • \u53cc\u8d26\u672c\u5e76\u884c：token \u548c\u6210\u672c\/\u80fd\u8017\u5404\u8bb0\u4e00\u672c，\u6bcf\u5468\u5bf9\u4e00\u6b21\u3002\u53ea\u7528 token \u8861\u91cf\u6548\u7387，\u7b49\u4e8e\u7528\u7801\u8868\u8861\u91cf\u6cb9\u8017\u3002<\/li>\n
  • \u9009\u9519\u6a21\u578b\u7684\u515c\u5e95：\u540c\u5bb6\u65cf\u4e0d\u540c\u6863\u4f4d\u7684\u6a21\u578b\u7528\u914d\u7f6e\u9694\u79bb，\u4f1a\u8bdd\u542f\u52a8\u65f6\u6253\u5370\u5f53\u524d\u6a21\u578b\u4e0e\u5355\u4ef7\u2014\u2014\u4e00\u884c\u65e5\u5fd7，\u7701\u4e00\u591c\u8d26\u5355\u3002<\/li>\n

    \u9884\u7b97\u786c\u9876\u7684\u6700\u5c0f\u5b9e\u73b0（\u5148\u8bb0\u8d26\u3001\u518d\u8c03\u7528\u3001\u8d85\u9650\u5373\u65ad）：<\/p>\n

    import<\/span> json,<\/span> os<\/p>\n

    BUDGET_USD =<\/span> 50.0<\/span> # \u5355\u4f1a\u8bdd\u786c\u9876，\u6309\u4e0a\u6708\u8d26\u5355 P95 \u8bbe<\/span>
    \nLEDGER =<\/span> "session_spend.jsonl"<\/span><\/p>\n

    def<\/span> session_spend<\/span>(<\/span>)<\/span> –<\/span>><\/span> float<\/span>:<\/span>
    \n if<\/span> not<\/span> os.<\/span>path.<\/span>exists(<\/span>LEDGER)<\/span>:<\/span>
    \n return<\/span> 0.0<\/span>
    \n with<\/span> open<\/span>(<\/span>LEDGER,<\/span> encoding=<\/span>"utf-8"<\/span>)<\/span> as<\/span> f:<\/span>
    \n return<\/span> sum<\/span>(<\/span>float<\/span>(<\/span>json.<\/span>loads(<\/span>line)<\/span>[<\/span>"usd"<\/span>]<\/span>)<\/span> for<\/span> line in<\/span> f if<\/span> line.<\/span>strip(<\/span>)<\/span>)<\/span><\/p>\n

    def<\/span> guarded_call<\/span>(<\/span>prompt:<\/span> str<\/span>,<\/span> model:<\/span> str<\/span>,<\/span> est_tokens:<\/span> int<\/span>)<\/span> –<\/span>><\/span> str<\/span>:<\/span>
    \n price =<\/span> MODEL_PRICES[<\/span>model]<\/span> # \u6bcf 1M token \u7f8e\u5143\u4ef7<\/span>
    \n est =<\/span> est_tokens *<\/span> price \/<\/span> 1_000_000<\/span>
    \n if<\/span> session_spend(<\/span>)<\/span> +<\/span> est ><\/span> BUDGET_USD:<\/span>
    \n raise<\/span> RuntimeError(<\/span>f"\u9884\u7b97\u7194\u65ad: <\/span>{<\/span>session_spend(<\/span>)<\/span>:<\/span>.2f<\/span>}<\/span><\/span> \/ <\/span>{<\/span>BUDGET_USD}<\/span><\/span> USD"<\/span><\/span>)<\/span>
    \n print<\/span>(<\/span>f"[model=<\/span>{<\/span>model}<\/span><\/span>] price=<\/span>{<\/span>price}<\/span><\/span> USD\/1M tok"<\/span><\/span>)<\/span>
    \n resp =<\/span> call_provider(<\/span>prompt,<\/span> model)<\/span> # \u5185\u90e8\u6307\u5411 https:\/\/api.example.com\/v1<\/span>
    \n with<\/span> open<\/span>(<\/span>LEDGER,<\/span> "a"<\/span>,<\/span> encoding=<\/span>"utf-8"<\/span>)<\/span> as<\/span> f:<\/span>
    \n f.<\/span>write(<\/span>json.<\/span>dumps(<\/span>{<\/span>"model"<\/span>:<\/span> model,<\/span> "usd"<\/span>:<\/span> resp.<\/span>usage_cost}<\/span>,<\/span> ensure_ascii=<\/span>False<\/span>)<\/span> +<\/span> "\\\\n"<\/span>)<\/span>
    \n return<\/span> resp.<\/span>text<\/p>\n

    \u5b8c\u6574\u81ea\u67e5\u6e05\u5355\u653e\u5728\u6587\u672b，\u53ef\u4ee5\u76f4\u63a5\u62ff\u8d70，\u5468\u672b\u5bf9\u81ea\u5df1\u7684 Agent \u914d\u7f6e\u9010\u9879\u8fc7\u4e00\u904d\u3002<\/p>\n

    \u4e09\u95ee\u4e09\u7b54<\/h3>\n

    Q：flash \u6863\u6a21\u578b\u662f\u4ec0\u4e48\u5b9a\u4f4d？ \u53c2\u6570\u5c0f\u3001\u541e\u5410\u9ad8\u3001\u5355\u4ef7\u4f4e\u7684\u6a21\u578b\u5bb6\u65cf（GLM Flash\u3001DeepSeek V4.1 Flash \u8fd9\u7c7b）\u3002Wagtail \u7684\u7ed3\u8bba：\u625b\u5f97\u4f4f 50% \u4ee5\u4e0a\u7684\u65e5\u5e38\u751f\u4ea7\u7f16\u7801，\u957f\u94fe\u8def\u8c03\u7814\u518d\u7559\u7ed9\u66f4\u5927\u7684\u6a21\u578b\u3002<\/p>\n

    Q：\u4e00\u4e2a\u4f1a\u8bdd\u600e\u4e48\u53ef\u80fd\u70e7\u6389 150 \u7f8e\u5143？ \u65e0\u4eba\u503c\u5b88\u957f\u4f1a\u8bdd\u3001\u4e0a\u4e0b\u6587\u8d8a\u6eda\u8d8a\u5927\u3001\u6302\u5728\u4e86\u8d35\u6570\u500d\u7684\u6a21\u578b\u4e0a，\u4e09\u4e2a\u6761\u4ef6\u53e0\u52a0\u3002<\/p>\n

    Q：\u9884\u7b97\u4e0a\u9650\u8bbe\u591a\u5c11\u5408\u9002？ \u53d6\u4e0a\u6708\u8d26\u5355 P95 \u505a\u5355\u4f1a\u8bdd\u786c\u9876，\u300c\u751f\u4ea7 \/ R&D\u300d\u5206\u5f00\u8bbe\u6708\u5ea6\u603b\u9876\u3002<\/p>\n

    \u9644：AI \u652f\u51fa\u9884\u7b97\u81ea\u67e5\u6e05\u5355（\u76f4\u63a5\u62ff\u8d70）<\/h3>\n

    P0 \u00b7 \u7194\u65ad（\u6ca1\u6709\u5c31\u662f\u88f8\u5954）<\/p>\n

  • \u6bcf\u4e2a Agent \u4f1a\u8bdd\u6709\u5355\u6b21\u652f\u51fa\u786c\u9876，\u8d85\u9650\u7194\u65ad\u800c\u975e\u544a\u8b66<\/li>\n
  • \u6bcf\u628a\u670d\u52a1\u5546\u5bc6\u94a5\u6709\u6708\u5ea6\u9884\u7b97\u4e0a\u9650，\u8d85\u9650\u62d2\u7edd\u8bf7\u6c42<\/li>\n
  • \u8ba1\u8d39\u6309\u300c\u7f8e\u5143\u300d\u8bb0\u5f55，\u4e0d\u53ea\u7528 token \u6570<\/li>\n

    P1 \u00b7 \u8bb0\u8d26（\u770b\u4e0d\u89c1\u5c31\u7ba1\u4e0d\u4f4f）<\/p>\n

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