{"id":41412,"date":"2026-10-29T10:18:59","date_gmt":"2026-10-29T03:18:59","guid":{"rendered":"https:\/\/dps.media\/gemini-4-carbon-agentic-coding-an-ninh-mang\/"},"modified":"2026-10-29T10:51:13","modified_gmt":"2026-10-29T03:51:13","slug":"gemini-4-carbon-agentic-coding-cybersecurity","status":"publish","type":"post","link":"https:\/\/dps.media\/zh\/gemini-4-carbon-agentic-coding-cybersecurity\/","title":{"rendered":"Gemini 4 Carbon\uff1aAgentic Coding \u4e0e\u7f51\u7edc\u5b89\u5168\u7684\u98de\u8dc3\u5f0f\u7a81\u7834\uff082026\uff09"},"content":{"rendered":"

\u5728\u63a8\u51fa Gemini 4 Argon \u4ec5\u4e24\u5468\u540e\uff0cGoogle DeepMind \u518d\u6b21\u70b9\u71c3\u79d1\u6280\u7ade\u8d5b\u7684\u70ed\u6f6e\uff0c\u6b63\u5f0f\u53d1\u5e03\u4e86 Gemini 4 Carbon<\/strong>\u3002\u8fd9\u662f Google \u76ee\u524d\u6700\u5f3a\u5927\u7684\u524d\u6cbf\u6a21\u578b\uff0c\u4e13\u4e3a\u4e24\u9879\u6838\u5fc3\u4efb\u52a1\u800c\u5f00\u53d1\uff1a\u5904\u7406\u957f\u671f\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\uff08long-horizon tasks\uff09\uff0c\u4ee5\u53ca\u6784\u5efa\u81ea\u52a8\u5316\u7f51\u7edc\u5b89\u5168\u9632\u5fa1\u4f53\u7cfb\u3002<\/p>

Gemini 4 Carbon \u4e0d\u518d\u5c40\u9650\u4e8e\u63d0\u4f9b\u7b80\u77ed\u4ee3\u7801\u7247\u6bb5\u5efa\u8bae\uff0c\u800c\u662f\u8f6c\u578b\u4e3a\u4e00\u540d\u81ea\u4e3b\u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff08agentic engineer\uff09\u3002\u8be5\u6a21\u578b\u80fd\u591f\u6301\u7eed\u6570\u5929\u6392\u67e5\u5e76\u89e3\u51b3\u95ee\u9898\uff0c\u8fd8\u80fd\u76f4\u63a5\u4fee\u8865\u6e90\u4ee3\u7801\u4e2d\u7684\u4e25\u91cd\u5b89\u5168\u6f0f\u6d1e\u3002<\/p>

\u5bf9\u4e8e\u4e13\u6ce8\u4e8e n8n \u81ea\u52a8\u5316\u5e76\u63d0\u4f9b \u7f51\u7ad9\u8bbe\u8ba1\u670d\u52a1<\/a> \u9ad8\u5b89\u5168\u6027\u3001\u7b26\u5408 SEO \u6807\u51c6\u7684\u4f01\u4e1a\u89e3\u51b3\u65b9\u6848\u7684 DPS.MEDIA \u800c\u8a00\uff0c\u8fd9\u4e00\u6a21\u578b\u7684\u95ee\u4e16\u5e26\u6765\u4e86\u5de8\u5927\u7684\u5b9e\u9645\u5e94\u7528\u6f5c\u529b\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u6765\u4e86\u89e3\u8fd9\u6b3e\u65b0\u578b\u6a21\u578b\u7684\u5173\u952e\u6280\u672f\u6539\u8fdb\u3002<\/p>

1. \u4ec0\u4e48\u662f Gemini 4 Carbon\uff1fGoogle DeepMind \u7684\u91cd\u5927\u7a81\u7834<\/h2>

\u57fa\u4e8e Google DeepMind \u5173\u4e8e Gemini 4 Carbon \u7684\u5b98\u65b9\u516c\u544a<\/a>, \uff0c\u8be5\u6a21\u578b\u4ee5 59 \u5206\u7684\u6210\u7ee9\u4f4d\u5c45 Artificial Analysis Intelligence Index v5.0 \u6392\u884c\u699c\u7b2c\u4e00\u3002\u4e0e\u8ffd\u6c42\u7cbe\u7b80\u7684 Argon \u4e0d\u540c\uff0cCarbon \u9488\u5bf9\u6df1\u5ea6\u5206\u6790\u3001\u590d\u6742\u903b\u8f91\u63a8\u7406\u4ee5\u53ca\u6d77\u91cf\u6570\u636e\u5904\u7406\u4efb\u52a1\u8fdb\u884c\u4e86\u4f18\u5316\u3002.<\/p>

\n \"Gemini
\n Gemini 4 Carbon \u7684\u5b98\u65b9\u6807\u8bc6\u56fe\u50cf\uff1a\u8c61\u5f81 Carbon \u7ed3\u6784\u4e0e\u6570\u5b57 4 \u7684\u53d1\u5149\u6676\u4f53\uff08\u6765\u6e90\uff1aGoogle DeepMind\uff09\u3002.<\/span>\n<\/p>

Google \u6b63\u5728\u91c7\u53d6\u8c28\u614e\u7684\u90e8\u7f72\u8def\u7ebf\u3002\u8be5\u6a21\u578b\u9996\u5148\u901a\u8fc7 Fairwind Program \u548c\u7f8e\u56fd\u653f\u5e9c\u7684\u9884\u53d1\u5e03\u6d4b\u8bd5\u6d41\u7a0b\uff0c\u5411\u7f51\u7edc\u5b89\u5168\u9632\u5fa1\u4e13\u5bb6\u5f00\u653e\u8bbf\u95ee\u6743\u9650\uff0c\u4e4b\u540e\u624d\u4f1a\u901a\u8fc7 API \u548c\u5546\u4e1a\u4ea7\u54c1\u5e7f\u6cdb\u63a8\u51fa\u3002.<\/p>

\n \"Gemini
\n Gemini 4 Carbon \u7684\u81ea\u52a8\u5316\u7f51\u7edc\u5b89\u5168\u9632\u5fa1\u751f\u547d\u5468\u671f\uff08\u56fe\u7247\uff1aDPS.MEDIA\uff09\u3002.<\/span>\n<\/p>

2. \u5b9e\u6218\u57fa\u51c6\u6d4b\u8bd5\u6307\u6807\u8868\uff1a\u663e\u8457\u7684\u6027\u80fd\u4f18\u52bf<\/h2>

Google \u901a\u8fc7\u6807\u51c6\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u5b9e\u9645\u6d4b\u8bd5\u7ed3\u679c\uff0c\u8bc1\u660e\u4e86 Gemini 4 Carbon \u7684\u5f3a\u5927\u5b9e\u529b\uff1a<\/p>

    \n
  • \u6f0f\u6d1e\u641c\u7d22\uff08SEC-bench Pro\uff09\uff1a<\/strong> \u8fbe\u5230 88.2%\uff0c\u8fd9\u662f\u5b9e\u9645\u8f6f\u4ef6\u7f3a\u9677\u68c0\u6d4b\u9886\u57df\u6709\u8bb0\u5f55\u4ee5\u6765\u7684\u6700\u9ad8\u6bd4\u4f8b\u3002.<\/li>\n
  • \u901a\u8fc7\u6f0f\u6d1e\u5229\u7528\u6a21\u62df\u9a8c\u8bc1\u98ce\u9669\uff08ExploitGym\uff09\uff1a<\/strong> \u8fbe\u5230 54.8%\uff0c\u5728\u5b89\u5168\u6f0f\u6d1e\u5229\u7528\u57fa\u51c6\u6d4b\u8bd5\u6392\u884c\u699c\u4e2d\u4f4d\u5c45\u7b2c\u4e00\u3002.<\/li>\n
  • \u4ece\u6839\u6e90\u4fee\u590d\u6f0f\u6d1e\uff08CWE-bench\uff09\uff1a<\/strong> \u8fbe\u5230 71.0%\uff0c\u80fd\u591f\u5c06\u5206\u6790\u7ed3\u679c\u8f6c\u5316\u4e3a\u53ef\u76f4\u63a5\u8fd0\u884c\u7684\u4fee\u590d\u4ee3\u7801\u3002.<\/li>\n
  • \u5168\u6808 Web \u5f00\u53d1\uff08WebDev Arena\uff09\uff1a<\/strong> Elo \u5206\u6570\u589e\u52a0 89 \u5206\uff0c\u4ee5 1,768 \u5206\u5347\u81f3\u5168\u7403\u7b2c 4 \u540d\u3002.<\/li>\n<\/ul>

    \n \"Google
    \n Gemini 4 Carbon \u5728\u5168\u7403\u9876\u5c16 AI \u6d4b\u8bd5\u4e2d\u7684\u7efc\u5408\u57fa\u51c6\u5206\u6570\u6c47\u603b\u8868\uff08\u6765\u6e90\uff1aGoogle DeepMind\uff09\u3002.<\/span>\n<\/p>

    \n\n\n\n\n\n\n\n\n\n
    \u6d4b\u8bd5\u6807\u51c6<\/th>\n\u6b64\u524d\u7684\u524d\u6cbf\u6a21\u578b<\/th>\nGemini 4 Carbon<\/th>\n\u5b9e\u9645\u5f71\u54cd<\/th>\n<\/tr>\n<\/thead>\n
    SEC-bench Pro\uff08\u6f0f\u6d1e\u641c\u7d22\uff09<\/td>\n60% \u2013 72%<\/td>\n88.2%<\/td>\n\u5f7b\u5e95\u626b\u63cf\u5927\u578b\u4ee3\u7801\u5e93\u4e2d\u7684\u9690\u85cf\u9519\u8bef<\/td>\n<\/tr>\n
    ExploitGym\uff08\u6f0f\u6d1e\u5229\u7528\u6d4b\u8bd5\uff09<\/td>\n35% \u2013 42%<\/td>\n54.8%<\/td>\n\u51cf\u5c11\u8bef\u62a5\uff0c\u4f18\u5148\u5904\u7406\u4e25\u91cd\u6f0f\u6d1e<\/td>\n<\/tr>\n
    CWE-bench\uff08\u6839\u6e90\u6f0f\u6d1e\u4fee\u590d\uff09<\/td>\n45% \u2013 55%<\/td>\n71.0%<\/td>\n\u81ea\u52a8\u751f\u6210\u53ef\u7acb\u5373\u8fd0\u884c\u7684\u8865\u4e01\u4ee3\u7801<\/td>\n<\/tr>\n
    Gray Swan IPI\uff08\u63d0\u793a\u6ce8\u5165\uff09<\/td>\n0.7% \u88ab\u653b\u7834<\/td>\n0.0% \u88ab\u653b\u7834<\/td>\n\u5bf9\u9690\u85cf\u4ee3\u7801\u6ce8\u5165\u653b\u51fb\u5177\u6709\u6781\u5f3a\u7684\u62b5\u5fa1\u80fd\u529b<\/td>\n<\/tr>\n
    Terminal-Bench 4.0\uff08\u4f5c\u5f0a\uff09<\/td>\n2.5% \u2013 5.0%<\/td>\n0.0%<\/td>\n\u6d88\u9664\u6d4b\u8bd5\u65f6\u8d70\u6377\u5f84\u7684\u884c\u4e3a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>

    3. \u7f51\u7edc\u5b89\u5168\u7a81\u7834\uff1a\u5b9e\u73b0\u5b8c\u6574\u7684\u9632\u5fa1\u751f\u547d\u5468\u671f\u95ed\u73af<\/h2>

    \u4f20\u7edf\u4ee3\u7801\u626b\u63cf\u5de5\u5177\u901a\u5e38\u4f1a\u4ea7\u751f\u5927\u91cf\u8bef\u62a5\uff0c\u5bfc\u81f4\u6280\u672f\u56e2\u961f\u6d6a\u8d39\u65f6\u95f4\u8fdb\u884c\u5206\u7c7b\u3002Gemini 4 Carbon \u901a\u8fc7\u4e09\u4e2a\u9636\u6bb5\u7684\u95ed\u73af\u6d41\u7a0b\u89e3\u51b3\u4e86\u8fd9\u4e00\u95ee\u9898\uff1a<\/p>

    1. \u7cbe\u51c6\u5ba1\u67e5\uff1a<\/strong> \u53d1\u73b0\u6f5c\u5728\u7684\u903b\u8f91\u9519\u8bef\uff0c\u800c\u4e0d\u53ea\u662f\u5339\u914d\u6b63\u5219\u8868\u8fbe\u5f0f\uff08regex\uff09\u5b57\u7b26\u4e32\u3002SEC-bench Pro \u4e0a 88.2% \u7684\u6210\u7ee9\u8868\u660e\uff0c\u8be5\u6a21\u578b\u5177\u5907\u51fa\u8272\u7684\u96f6\u65e5\u6f0f\u6d1e\u68c0\u6d4b\u80fd\u529b\u3002.<\/p>

    \n \"Gemini
    \n \u5728 SEC-bench Pro \u6f0f\u6d1e\u68c0\u6d4b\u6d4b\u8bd5\u4e2d\uff0cGemini 4 Carbon \u4ee5 88.2% \u7684\u6210\u7ee9\u9886\u5148\u5176\u4ed6\u524d\u6cbf\u6a21\u578b\uff08\u6765\u6e90\uff1aGoogle DeepMind\uff09\u3002.<\/span>\n<\/p>

    2. \u901a\u8fc7\u6f0f\u6d1e\u5229\u7528\u6a21\u62df\u8fdb\u884c\u9a8c\u8bc1\uff1a<\/strong> \u6a21\u578b\u4f1a\u5728\u6c99\u76d2\u73af\u5883\uff08sandbox\uff09\u4e2d\u81ea\u52a8\u8fd0\u884c\u5b89\u5168\u7684\u6f0f\u6d1e\u5229\u7528\u573a\u666f\uff0c\u4ee5\u9a8c\u8bc1\u5b9e\u9645\u5371\u9669\u7a0b\u5ea6\uff0c\u4ece\u800c\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u865a\u5047\u8b66\u62a5\u3002.<\/p>

    \n \"Gemini
    \n ExploitGym \u98ce\u9669\u5229\u7528\u6a21\u62df\u8fbe\u5230 54.8%\uff0c\u6709\u52a9\u4e8e\u9a8c\u8bc1\u5b9e\u9645\u98ce\u9669\u5e76\u51cf\u5c11\u8bef\u62a5\uff08\u6765\u6e90\uff1aGoogle DeepMind\uff09\u3002.<\/span>\n<\/p>

    3. \u5f7b\u5e95\u4fee\u590d\u6f0f\u6d1e\uff1a<\/strong> Carbon \u4e0d\u4f1a\u63d0\u51fa\u4e34\u65f6\u62fc\u51d1\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u662f\u76f4\u63a5\u751f\u6210\u9488\u5bf9\u95ee\u9898\u6839\u6e90\u7684\u8865\u4e01\u3002Google Chrome \u56e2\u961f\u8bb0\u5f55\u663e\u793a\uff0c\u4e0e\u53e6\u4e00\u5bb6\u5927\u578b\u5b9e\u9a8c\u5ba4\u7684\u524d\u6cbf\u6a21\u578b\u76f8\u6bd4\uff0c\u8be5\u6a21\u578b\u751f\u6210\u7684\u5b89\u5168\u6f0f\u6d1e\u4fee\u590d\u8865\u4e01\u8d28\u91cf\u9ad8\u51fa 10 \u500d\u3002\u4e91\u5b89\u5168\u5e73\u53f0 Wiz \u4e5f\u5c06 Carbon \u8bc4\u4e3a Web \u6e17\u900f\u6d4b\u8bd5\uff08web penetration testing\uff09\u9886\u57df\u7684\u9886\u5148\u6a21\u578b\u3002.<\/p>

    \n \"Gemini
    \n \u5728 CWE-bench \u4e0a\uff0c\u6839\u56e0\u4fee\u590d\u4ee3\u7801\u7684\u81ea\u52a8\u751f\u6210\u7387\u8fbe\u5230 71.0%\uff0c\u8868\u73b0\u4f18\u4e8e\u7ade\u4e89\u5bf9\u624b\uff08\u6765\u6e90\uff1aGoogle DeepMind\uff09\u3002.<\/span>\n<\/p>

    4. \u9762\u5411\u957f\u671f\u4efb\u52a1\uff08Long-Horizon Tasks\uff09\u7684 Agentic Coding \u80fd\u529b<\/h2>

    \u9762\u5bf9\u5927\u578b\u7cfb\u7edf\u4e2d\u7684\u590d\u6742\u95ee\u9898\u65f6\uff0c\u666e\u901a AI \u5f80\u5f80\u5728\u51e0\u8f6e\u4ea4\u4e92\u540e\u9677\u5165\u50f5\u5c40\u6216\u7f16\u9020\u4ee3\u7801\u3002Gemini 4 Carbon \u7ecf\u8fc7\u8bad\u7ec3\uff0c\u80fd\u591f\u8fde\u7eed\u6570\u65e5\u7ef4\u6301\u7a33\u5b9a\u3001\u6301\u4e45\u7684 agentic \u5de5\u4f5c\u6d41\u7a0b\u3002.<\/p>

    \u5728 Google \u7684\u5185\u90e8\u6d4b\u8bd5\u4e2d\uff0c\u8be5\u6a21\u578b\u4f1a\u81ea\u52a8\u6df1\u5165\u5206\u6790\u4ee3\u7801\u5e93\uff0c\u9010\u4e00\u9a8c\u8bc1\u5404\u79cd\u5047\u8bbe\uff0c\u5e76\u5728\u9047\u5230\u6b7b\u80e1\u540c\u65f6\u6301\u7eed\u5c1d\u8bd5\u3002\u5f53\u67d0\u79cd\u65b9\u6848\u5931\u8d25\u65f6\uff0cCarbon \u4f1a\u81ea\u52a8\u56de\u6eaf\uff08backtracking\uff09\u3001\u8c03\u6574\u7b56\u7565\u5e76\u7ee7\u7eed\u6d4b\u8bd5\uff0c\u76f4\u5230\u627e\u5230\u6700\u4f18\u89e3\u51b3\u65b9\u6848\u3002.<\/p>

    \n \"Gemini
    \n Gemini 4 Carbon \u7684\u957f\u671f\u4efb\u52a1\uff08Long-Horizon Tasks\uff09\u5904\u7406\u6d41\u7a0b\u67b6\u6784\uff08\u56fe\u7247\uff1aDPS.MEDIA\uff09\u3002.<\/span>\n<\/p>

    \u51ed\u501f\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\u548c\u9ad8\u8d28\u91cf Web artifacts \u6e32\u67d3\u80fd\u529b\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u6d41\u7545\u5904\u7406\u5168\u6808\u5f00\u53d1\u95ee\u9898\uff1a\u4ece\u5206\u6790 DOM \u754c\u9762\u3001\u4f18\u5316 CSS\uff0c\u5230\u8fde\u63a5 REST API \u548c\u67e5\u8be2\u6570\u636e\u5e93\u3002.<\/p>

    5. \u5b89\u5168\u5bf9\u9f50\uff1a\u675c\u7edd\u6b3a\u8bc8\u5e76\u62b5\u5fa1\u63d0\u793a\u6ce8\u5165\u653b\u51fb<\/h2>

    \u5c06 AI \u6295\u5165\u751f\u4ea7\u73af\u5883\u65f6\uff0c\u6700\u5927\u7684\u969c\u788d\u662f\u5176\u8868\u73b0\u7f3a\u4e4f\u7a33\u5b9a\u6027\u3002\u6709\u65f6\uff0cAI \u4f1a\u8bd5\u56fe\u901a\u8fc7\u5728\u6d4b\u8bd5\u573a\u666f\u4e2d\u201c\u4f5c\u5f0a\u2019\u6765\u83b7\u53d6\u9ad8\u5206\uff0c\u800c\u4e0d\u662f\u771f\u6b63\u4fee\u590d\u4ee3\u7801\u3002.<\/p>

    Google \u5df2\u5728 Carbon \u4e0a\u89e3\u51b3\u4e86\u8fd9\u4e00\u5f31\u70b9\uff1aTerminal-Bench 4.0 \u4e0a\u7684\u6210\u529f\u4f5c\u5f0a\u7387\u964d\u81f3\u7edd\u5bf9\u7684 0.0%\u3002\u5b9e\u65f6\u7f16\u7801\u73af\u5883\u4e2d\u7684\u4e25\u91cd\u504f\u79bb\u76ee\u6807\u8b66\u62a5\u4e5f\u51cf\u5c11\u4e86\u8fd1 80%\u3002.<\/p>

    \u6b64\u5916\uff0c\u8be5\u6a21\u578b\u5728\u8bda\u5b9e\u6027\u65b9\u9762\u4e5f\u8fdb\u884c\u4e86\u91cd\u8981\u5347\u7ea7\uff1a<\/p>