{"id":184,"date":"2026-05-25T07:02:06","date_gmt":"2026-05-24T23:02:06","guid":{"rendered":"https:\/\/zoran.090702.xyz\/?p=184"},"modified":"2026-05-25T07:02:06","modified_gmt":"2026-05-24T23:02:06","slug":"99-82-cache-hit%ef%bc%81deepseek-reasonix-%e5%bc%80%e6%ba%90%e4%ba%86%ef%bc%8c%e4%b8%80%e4%b8%aa%e4%b8%ba%e7%9c%81%e9%92%b1%e8%80%8c%e7%94%9f%e7%9a%84%e7%bc%96%e7%a0%81agent","status":"publish","type":"post","link":"https:\/\/zoran.090702.xyz\/?p=184","title":{"rendered":"99.82% Cache Hit\uff01DeepSeek Reasonix \u5f00\u6e90\u4e86\uff0c\u4e00\u4e2a\u4e3a\u7701\u94b1\u800c\u751f\u7684\u7f16\u7801Agent"},"content":{"rendered":"<p>DeepSeek \u4e0a\u5468\u53c8\u964d\u4ef7\uff0c\u8fd9\u5468 HN \u4e0a\u76f4\u63a5\u6740\u51fa\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\u2014\u2014Reasonix\uff0c\u4e13\u95e8\u4e3a DeepSeek API \u6253\u9020\u7684\u7f16\u7801 Agent\u3002\u4e24\u4e2a\u6570\u636e\u5c31\u76f4\u63a5\u6293\u4f4f\u4e86\u6211\uff1a**435M \u8f93\u5165 token\uff0c99.82% cache hit\uff0c\u4e00\u5929\u53ea\u82b1\u4e86 $12**\u3002<\/p>\n<p>\u4ec0\u4e48\u6982\u5ff5\uff1f\u540c\u6837\u7684\u5de5\u4f5c\u91cf\u653e\u5728 Claude Code \u6216\u8005 Cursor \u4e0a\uff0c\u8dd1\u5b8c\u8fd9 4 \u4ebf\u591a\u4e2a token\uff0c\u8d26\u5355\u5927\u6982\u7387\u5728 $150-200 \u5f80\u4e0a\u3002\u800c Reasonix \u7684\u4f5c\u8005\u8bf4\u8fd9\u4e0d\u662f\u7406\u8bba\u503c\u2014\u2014\u662f\u771f\u5b9e\u7528\u6237 2026 \u5e74 5 \u6708 1 \u53f7\u4e00\u5929\u8dd1\u51fa\u6765\u7684\u5b9e\u9645\u6570\u636e\u3002<\/p>\n<p>\u8d76\u7d27\u7ffb\u4e86\u4e00\u904d\u5b83\u7684\u8bbe\u8ba1\u6587\u6863\uff0c\u8bf4\u5b9e\u8bdd\uff0c\u8fd9\u4e2a\u9879\u76ee\u5728&#8221;\u7701\u94b1&#8221;\u8fd9\u4ef6\u4e8b\u4e0a\uff0c\u601d\u8def\u503c\u5f97\u6240\u6709\u7528 AI API \u5e72\u6d3b\u7684\u4eba\u770b\u770b\u3002<\/p>\n<p>## \u4e3a\u4ec0\u4e48\u522b\u7684 Agent \u70e7\u94b1\uff0cReasonix \u5c31\u80fd\u7701\uff1f<\/p>\n<p>\u5148\u641e\u6e05\u695a\u4e00\u4e2a\u5173\u952e\u673a\u5236\uff1aDeepSeek \u7684 API \u6709\u4e2a\u53eb\u505a **prefix cache** \u7684\u4e1c\u897f\u3002\u5f53\u4f60\u53d1\u9001\u7684\u8bf7\u6c42\u548c\u4e4b\u524d\u7684\u8bf7\u6c42\u5728\u5f00\u5934\u90e8\u5206\u5b57\u8282\u5b8c\u5168\u4e00\u81f4\u65f6\uff0c\u8fd9\u4e9b token \u53ea\u9700\u8981\u6309 cache hit \u8ba1\u8d39\u2014\u2014\u4ef7\u683c\u5927\u7ea6\u662f\u666e\u901a\u7684 1\/10\u3002<\/p>\n<p>\u542c\u8d77\u6765\u5f88\u7f8e\u597d\u5bf9\u5427\uff1f\u4f46\u95ee\u9898\u6765\u4e86\u2014\u2014\u7edd\u5927\u591a\u6570 Agent \u6846\u67b6\u6bcf\u8f6e\u5bf9\u8bdd\u90fd\u5728\u5f80 prompt \u91cc\u585e\u65f6\u95f4\u6233\u3001\u585e\u65b0\u7684\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u3001\u91cd\u65b0\u5e8f\u5217\u5316\u6d88\u606f\u5386\u53f2\u3002\u8fd9\u4e9b\u770b\u4f3c\u65e0\u5bb3\u7684\u64cd\u4f5c\uff0c\u6bcf\u6b21\u90fd\u4f1a\u6539\u53d8\u8bf7\u6c42\u7684\u5b57\u8282\u524d\u7f00\uff0c\u5bfc\u81f4 cache hit \u7387\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\u901a\u5e38 **\u4e0d\u5230 20%**\u3002<\/p>\n<p>Reasonix \u7684\u89e3\u51b3\u601d\u8def\u5176\u5b9e\u4e0d\u590d\u6742\uff1a**\u628a\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u5207\u6210\u4e09\u4e2a\u533a\u57df\uff0c\u4e25\u683c\u4fdd\u8bc1\u524d\u4e24\u4e2a\u533a\u57df\u5b57\u8282\u7ea7\u4e0d\u53d8**\u3002<\/p>\n<p>&#8220;`<br \/>\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502 IMMUTABLE PREFIX                        \u2502 \u2190 \u4f1a\u8bdd\u671f\u95f4\u56fa\u5b9a\u4e0d\u53d8<br \/>\n\u2502   system + tool_specs + few_shots        \u2502   \u6bcf\u6b21\u90fd\u547d\u4e2d cache<br \/>\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<br \/>\n\u2502 APPEND-ONLY LOG                         \u2502 \u2190 \u53ea\u8ffd\u52a0\uff0c\u4e0d\u4fee\u6539<br \/>\n\u2502   [\u52a9\u7406\u2081][\u5de5\u5177\u2081][\u52a9\u7406\u2082]&#8230;             \u2502   \u4fdd\u7559\u4e4b\u524d\u8f6e\u6b21\u7684\u7cbe\u786e\u524d\u7f00<br \/>\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<br \/>\n\u2502 VOLATILE SCRATCH                        \u2502 \u2190 \u6bcf\u8f6e\u91cd\u7f6e<br \/>\n\u2502   R1 \u601d\u8003\u8fc7\u7a0b\u3001\u4e34\u65f6\u89c4\u5212\u72b6\u6001            \u2502   \u4e0d\u4e0a\u4f20\u5230\u670d\u52a1\u7aef<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br \/>\n&#8220;`<\/p>\n<p>\u5173\u952e\u7ea6\u675f\u4e09\u6761\uff1a<br \/>\n1. **Prefix \u5728\u4f1a\u8bdd\u542f\u52a8\u65f6\u4e00\u6b21\u6027\u8ba1\u7b97\u3001\u54c8\u5e0c\u3001\u56fa\u5b9a**<br \/>\n2. **Log \u53ea\u8ffd\u52a0\uff0c\u7edd\u4e0d\u6539\u5199**<br \/>\n3. **Scratch \u533a\u7684\u5185\u5bb9\u5728\u63d0\u70bc\u540e\u624d\u6298\u53e0\u8fdb log**<\/p>\n<p>\u5c31\u8fd9\u4e48\u51e0\u4e2a\u8bbe\u8ba1\u51b3\u7b56\uff0c\u628a cache hit \u7387\u4ece\u4e0d\u5230 20% \u62c9\u5230 99%+\u3002\u4e0d\u662f\u9760\u4ec0\u4e48\u9ed1\u9b54\u6cd5\uff0c\u7eaf\u7cb9\u662f\u8ba4\u771f\u5904\u7406\u4e86\u5b57\u8282\u5bf9\u9f50\u7684\u7ec6\u8282\u3002<\/p>\n<p>## \u4e09\u4e2a Pillars\uff0c\u4e00\u4e2a\u6bd4\u4e00\u4e2a\u5b9e\u7528<\/p>\n<p>Reasonix \u7684\u8bbe\u8ba1\u6587\u6863\u628a\u81ea\u5df1\u62c6\u6210\u4e86\u4e09\u4e2a Pillar\uff0c\u6bcf\u4e2a\u89e3\u51b3\u4e00\u4e2a\u771f\u5b9e\u75db\u70b9\uff1a<\/p>\n<p>### Pillar 1\uff1aCache-First Loop<\/p>\n<p>\u4e0a\u9762\u8bf4\u4e86\uff0c\u5c31\u662f\u4fdd\u8bc1 prefix cache \u4e0d\u5931\u6548\u3002\u5b9e\u73b0\u4e0a\u8fd8\u505a\u4e86\u4e2a\u6709\u610f\u601d\u7684\u4e8b\u2014\u2014**\u5e76\u884c\u5de5\u5177\u8c03\u7528**\u3002\u58f0\u660e\u4e3a `parallelSafe: true` \u7684\u5de5\u5177\uff08\u8bfb\u6587\u4ef6\u3001\u641c\u7d22\u3001web fetch \u8fd9\u7c7b\u53ea\u8bfb\u64cd\u4f5c\uff09\uff0c\u4f1a\u88ab\u81ea\u52a8\u5206\u7ec4\u5e76\u53d1\u6267\u884c\u3002\u9ed8\u8ba4\u6700\u591a\u540c\u65f6\u8dd1 3 \u4e2a\uff0c\u5b9e\u6d4b\u5728\u5927\u91cf\u6587\u4ef6\u641c\u7d22\u7684\u573a\u666f\u4e0b\u80fd\u7701\u4e0d\u5c11\u65f6\u95f4\u3002<\/p>\n<p>### Pillar 2\uff1aTool-Call Repair<\/p>\n<p>\u8fd9\u540d\u5b57\u8d77\u5f97\u5b9e\u5728\u2014\u2014\u5c31\u662f\u4fee\u6a21\u578b\u72af\u7684\u9519\u3002DeepSeek \u7cfb\u5217\u6709\u51e0\u4e2a\u5df2\u77e5\u7684&#8221;\u5c0f\u6bdb\u75c5&#8221;\uff1a<\/p>\n<p>&#8211; **JSON \u4e22\u5728 `<think>` \u91cc\u4e86**\uff1aReasonix \u4f1a\u626b\u63cf `reasoning_content`\uff0c\u628a\u6a21\u578b\u5fd8\u4e86\u5410\u51fa\u6765\u7684 tool call \u6361\u56de\u6765<br \/>\n&#8211; **\u53c2\u6570\u592a\u591a\u5c31\u4e22\u4e09\u843d\u56db**\uff1a\u8d85\u8fc7 10 \u4e2a\u53c2\u6570\u6216\u5d4c\u5957\u8d85\u8fc7 2 \u5c42\u7684 schema \u81ea\u52a8\u62cd\u5e73\u6210 dot-notation\uff0c\u8c03\u5b8c\u518d\u8fd8\u539f<br \/>\n&#8211; **\u540c\u4e00\u4e2a\u5de5\u5177\u540c\u4e00\u4e2a\u53c2\u6570\u91cd\u590d\u8c03\u7528**\uff08call-storm\uff09\uff1a\u6ed1\u52a8\u7a97\u53e3\u68c0\u6d4b\uff0c\u81ea\u52a8\u62e6\u622a\u5e76\u63d2\u5165\u53cd\u601d\u8f6e\u6b21<br \/>\n&#8211; **JSON \u5199\u5230\u4e00\u534a\u88ab max_tokens \u622a\u65ad**\uff1a\u68c0\u6d4b\u5230\u4e0d\u95ed\u5408\u7684 JSON\uff0c\u81ea\u52a8\u8865\u5168<\/p>\n<p>\u8bf4\u5b9e\u8bdd\uff0c\u8fd9\u4e9b\u573a\u666f\u6211\u7528 Cline \u548c Claude Code \u4e5f\u90fd\u9047\u5230\u8fc7\u3002\u524d\u8005\u80fd\u81ea\u5df1\u4fee\uff0c\u4f53\u9a8c\u5c31\u597d\u4e00\u622a\u3002<\/p>\n<p>### Pillar 3\uff1aCost Control<\/p>\n<p>\u4e09\u5c42\u9884\u8bbe\u7b56\u7565\uff0c\u9ed8\u8ba4\u662f `auto`\uff1a<\/p>\n<p>| \u9884\u8bbe | \u6a21\u578b | \u6210\u672c\u500d\u7387 |<br \/>\n|&#8212;|&#8212;|&#8212;|<br \/>\n| `flash` | V4 Flash | 1\u00d7 |<br \/>\n| `auto`\uff08\u9ed8\u8ba4\uff09 | Flash \u2192 Pro\uff08\u96be\u4efb\u52a1\u81ea\u52a8\u5347\u7ea7\uff09 | 1\u20133\u00d7 |<br \/>\n| `pro` | V4 Pro | ~12\u00d7 |<\/p>\n<p>\u800c\u4e14\u6240\u6709\u8f85\u52a9\u8c03\u7528\u2014\u2014\u6bd4\u5982\u5bf9\u5de5\u5177\u7ed3\u679c\u505a\u6458\u8981\u3001\u5b50 agent \u7684 grep \u94fe\u2014\u2014\u9ed8\u8ba4\u90fd\u8d70 V4 Flash\uff0c\u4e0d\u7ba1\u7528\u6237\u8bbe\u7684\u662f\u4ec0\u4e48\u9884\u8bbe\u3002&#8221;\u8ba9 Pro \u66ff\u4f60\u5199\u4ee3\u7801\uff0c\u522b\u8ba9 Pro \u5e2e\u4f60\u5ff5\u6587\u4ef6\u5185\u5bb9&#8221;\u2014\u2014\u8fd9\u4e2a\u903b\u8f91\u592a\u5bf9\u4e86\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u7ec6\u8282\u5f88\u806a\u660e\uff1a**turn-end auto-compaction**\u3002\u6bcf\u8f6e\u5bf9\u8bdd\u7ed3\u675f\u540e\uff0c\u628a\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u81ea\u52a8\u505a\u6458\u8981\u538b\u7f29\uff0c\u907f\u514d\u4e0a\u4e0b\u6587\u81a8\u80c0\u592a\u5feb\uff0c\u95f4\u63a5\u7701\u6389\u5927\u91cf cache miss \u7684\u6d6a\u8d39\u3002<\/p>\n<p>## \u4e0a\u624b\u4f53\u9a8c<\/p>\n<p>\u5b89\u88c5\u6781\u5176\u7b80\u5355\uff1a<\/p>\n<p>&#8220;`bash<br \/>\nnpm install -g reasonix<br \/>\nreasonix code my-project<br \/>\n&#8220;`<\/p>\n<p>\u7b2c\u4e00\u6b21\u8fd0\u884c\u4f1a\u63d0\u793a\u8f93\u5165 DeepSeek API Key\uff0c\u8f93\u4e00\u6b21\u5c31\u8bb0\u4f4f\u4e86\u3002\u4e4b\u540e\u76f4\u63a5\u5728\u7ec8\u7aef\u91cc\u5e72\u6d3b\uff1a<\/p>\n<p>&#8211; `reasonix code`\u2014\u2014\u7f16\u7801\u6a21\u5f0f\uff0c\u6709\u6587\u4ef6\u7cfb\u7edf\u548c shell \u5de5\u5177<br \/>\n&#8211; `reasonix chat`\u2014\u2014\u7eaf\u804a\u5929\uff0c\u9002\u5408\u505a\u6280\u672f\u8ba8\u8bba<br \/>\n&#8211; `reasonix run &#8220;task&#8221;`\u2014\u2014\u4e00\u6b21\u6027\u4efb\u52a1\uff0c\u6d41\u5f0f\u8f93\u51fa\u5230 stdout<br \/>\n&#8211; `reasonix doctor`\u2014\u2014\u5065\u5eb7\u68c0\u67e5\uff0c\u770b\u770b Node\u3001API Key\u3001MCP \u914d\u7f6e\u6709\u6ca1\u6709\u95ee\u9898<\/p>\n<p>\u652f\u6301 MCP \u534f\u8bae\uff08Model Context Protocol\uff09\uff0c\u6240\u4ee5\u4f60\u53ef\u4ee5\u63a5\u4e0a\u81ea\u5df1\u7684\u77e5\u8bc6\u5e93\u3001\u6570\u636e\u5e93\u3001\u6216\u8005\u4efb\u610f MCP server\u3002<\/p>\n<p>\u8fd8\u6709\u4e2a\u53eb `dsnix` \u7684\u77ed\u522b\u540d\uff0c\u5c11\u6253\u51e0\u4e2a\u5b57\uff1a<\/p>\n<p>&#8220;`bash<br \/>\nnpm install -g dsnix<br \/>\ndsnix code<br \/>\n&#8220;`<\/p>\n<p>\u9879\u76ee\u8fd8\u63d0\u4f9b\u4e86\u4e00\u4e2a **Tauri \u684c\u9762\u5ba2\u6237\u7aef**\uff08prerelease\uff09\uff0c\u591a tab\u3001\u53f3\u4fa7\u9762\u677f\u663e\u793a\u5f53\u524d\u4f1a\u8bdd\u8bfb\u5199\u8fc7\u7684\u6587\u4ef6\u3001\u5e95\u90e8\u5b9e\u65f6\u663e\u793a token \u6d88\u8017\u548c cache hit \u7387\u3002\u4e0d\u8fc7 CLI \u624d\u662f\u4e3b\u529b\uff0c\u684c\u9762\u7248\u76ee\u524d\u8fd8\u5728\u6253\u78e8 UI \u9636\u6bb5\u3002<\/p>\n<p>## \u5b83\u8ddf\u522b\u7684 Agent \u6bd4\u600e\u4e48\u6837\uff1f<\/p>\n<p>\u62ff\u51e0\u4e2a\u6211\u5b9e\u9645\u7528\u8fc7\u7684\u6765\u6bd4\uff1a<\/p>\n<p>**vs Claude Code**\uff1aClaude Code \u7684\u4f53\u9a8c\u786e\u5b9e\u66f4\u6210\u719f\uff0c\u4f46\u6bcf\u4e2a\u6708 $20 \u8ba2\u9605 + session limit \u662f\u786c\u4f24\u3002Reasonix \u6309\u91cf\u8ba1\u8d39\uff0c\u7528\u91cf\u4f4e\u7684\u65f6\u5019\u6210\u672c\u4f18\u52bf\u5de8\u5927\u3002\u800c\u4e14 Reasonix \u628a cache \u505a\u5230\u6781\u81f4\u540e\uff0c\u957f\u4f1a\u8bdd\u7684\u6210\u672c\u63a7\u5236\u660e\u663e\u66f4\u597d\u3002<\/p>\n<p>**vs Cursor**\uff1aCursor \u95ed\u6e90\u3001\u8d35\u3001\u800c\u4e14\u4f60\u6c38\u8fdc\u4e0d\u77e5\u9053\u5b83\u4e0b\u6b21\u66f4\u65b0\u4f1a\u4e0d\u4f1a\u6da8\u4ef7\u3002Reasonix \u5f00\u6e90 MIT\uff0c\u4f60\u5b8c\u5168\u53ef\u4ee5\u81ea\u5df1 fork \u6539\u903b\u8f91\u3002<\/p>\n<p>**vs Aider**\uff1aAider \u662f\u8001\u724c\u5f00\u6e90\u9009\u62e9\u4e86\uff0c\u4f46\u5b83\u4e0d\u662f DeepSeek \u539f\u751f\u4f18\u5316\u7684\uff0c\u5728\u7528 DeepSeek API \u65f6 cache hit \u7387\u4e0a\u4e0d\u53bb\u3002<\/p>\n<p>**vs Cline**\uff1aCline \u4e5f\u662f\u6211\u73b0\u5728\u7684\u4e3b\u529b\uff0c\u652f\u6301\u591a provider\u3002Reasonix \u76ee\u524d\u53ea\u7ed1\u5b9a DeepSeek\uff0c\u8fd9\u662f\u5b83\u7684\u4f18\u52bf\u4e5f\u662f\u52a3\u52bf\u2014\u2014\u7528\u5176\u4ed6\u6a21\u578b\u65f6\u8fd9\u5957 cache \u673a\u5236\u5c31\u6ca1\u7528\u4e86\u3002<\/p>\n<p>## \u4e00\u4e9b\u601d\u8003<\/p>\n<p>Reasonix \u7684\u51fa\u73b0\u8ba9\u6211\u89c9\u5f97\u4e00\u4e2a\u8d8b\u52bf\u8d8a\u6765\u8d8a\u660e\u663e\u4e86\uff1a**AI \u7f16\u7801\u5de5\u5177\u6b63\u5728\u4ece&#8221;\u901a\u7528\u6846\u67b6&#8221;\u8d70\u5411&#8221;\u6df1\u5ea6\u6808\u4f18\u5316&#8221;**\u3002<\/p>\n<p>\u8fc7\u53bb\u5927\u5bb6\u90fd\u60f3\u505a\u4e00\u4e2a\u6846\u67b6\uff0c\u9002\u914d\u6240\u6709\u6a21\u578b\u3002\u4f46 DeepSeek \u7684 prefix-cache \u5b9a\u4ef7\u7b56\u7565\u8ddf\u5176\u4ed6\u5bb6\u5b8c\u5168\u4e0d\u4e00\u6837\u2014\u2014OpenAI \u548c Anthropic \u6ca1\u6709\u540c\u7b49\u7684\u673a\u5236\u3002\u8fd9\u610f\u5473\u7740\u5982\u679c\u4f60\u53ea\u7528 DeepSeek\uff0c\u4e13\u95e8\u4e3a\u5b83\u7684\u7279\u6027\u505a\u4f18\u5316\uff0c\u80fd\u83b7\u5f97\u4e0d\u517c\u5bb9\u7684\u6210\u672c\u4f18\u52bf\u3002<\/p>\n<p>\u8fd9\u4ef6\u4e8b\u5bf9\u91cd\u5ea6\u7528\u6237\u7684\u610f\u4e49\u5f88\u5927\u3002\u6bcf\u5929\u51e0\u767e\u4e07 token \u6d41\u91cf\u7684\u573a\u666f\uff0c\u8fb9\u9645\u6210\u672c\u7684\u5dee\u8ddd\u53ef\u4ee5\u5dee\u51fa 5-10 \u500d\u3002\u800c&#8221;\u4ee3\u7406\u80fd\u4e00\u76f4\u5f00\u7740\u4e0d\u7528\u5fc3\u75bc\u94b1&#8221;\u8fd9\u4ef6\u4e8b\u672c\u8eab\uff0c\u5c31\u6539\u53d8\u4e86\u4f60\u4f7f\u7528 AI \u8f85\u52a9\u7f16\u7801\u7684\u4e60\u60ef\u2014\u2014\u4f60\u4f1a\u66f4\u613f\u610f\u8ba9\u5b83\u5c3d\u65e9\u4ecb\u5165\u3001\u66f4\u9891\u7e41\u5730\u5bf9\u8bdd\uff0c\u800c\u4e0d\u662f\u6bcf\u95ee\u4e00\u4e2a\u95ee\u9898\u4e4b\u524d\u90fd\u8981\u7ea0\u7ed3&#8221;\u8fd9\u8f6e\u4f1a\u82b1\u591a\u5c11\u94b1&#8221;\u3002<\/p>\n<p>\u9879\u76ee\u5f53\u524d\u8fd8\u662f\u65e9\u671f\u9636\u6bb5\uff08v0.6 \u5de6\u53f3\uff09\uff0c\u67b6\u6784\u6587\u6863\u5199\u5f97\u76f8\u5f53\u5766\u8bda\u2014\u2014\u8fde\u5df2\u77e5\u95ee\u9898\u90fd\u5217\u5f97\u5f88\u6e05\u695a\u3002\u5982\u679c\u4f60\u5df2\u7ecf\u5728\u7528 DeepSeek API \u505a\u7f16\u7801\u8f85\u52a9\uff0c\u503c\u5f97\u82b1\u5341\u5206\u949f\u88c5\u4e0a\u8bd5\u8bd5\u3002\u81f3\u5c11\u8dd1\u4e2a `reasonix doctor` \u770b\u770b\u5b83\u62a5\u544a\u7684\u90a3\u4e9b\u6307\u6807\uff0c\u5149\u90a3\u4e2a cache hit \u767e\u5206\u6bd4\u5c31\u591f\u4f60\u7422\u78e8\u597d\u4e00\u9635\u4e86\u3002<\/p>\n<p>&#8212;<\/p>\n<p>*\u9879\u76ee\u5730\u5740\uff1a[github.com\/esengine\/DeepSeek-Reasonix](https:\/\/github.com\/esengine\/DeepSeek-Reasonix)*<br \/>\n*\u8bc4\u8bba\u533a\u8bf4\u8bf4\uff1a\u4f60\u73b0\u5728\u4e3b\u529b\u7528\u54ea\u4e2a Agent\uff1f\u4e00\u4e2a\u6708\u7684 API \u8d26\u5355\u5927\u6982\u591a\u5c11\uff1f*<\/p>\n","protected":false},"excerpt":{"rendered":"<p>DeepSeek \u4e0a\u5468\u53c8\u964d\u4ef7\uff0c\u8fd9\u5468 HN \u4e0a\u76f4\u63a5\u6740\u51fa\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\u2014\u2014Reasonix\uff0c\u4e13\u95e8\u4e3a DeepSeek&hellip; <a href=\"https:\/\/zoran.090702.xyz\/?p=184\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb <span class=\"screen-reader-text\">99.82% Cache Hit\uff01DeepSeek Reasonix \u5f00\u6e90\u4e86\uff0c\u4e00\u4e2a\u4e3a\u7701\u94b1\u800c\u751f\u7684\u7f16\u7801Agent<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-184","post","type-post","status-publish","format-standard","hentry","category-ai-frontier"],"_links":{"self":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/184","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=184"}],"version-history":[{"count":1,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/184\/revisions"}],"predecessor-version":[{"id":185,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/184\/revisions\/185"}],"wp:attachment":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=184"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=184"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=184"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}