{"id":106016,"date":"2026-09-16T13:51:35","date_gmt":"2026-09-16T05:51:35","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/106016.html"},"modified":"2026-09-16T13:51:35","modified_gmt":"2026-09-16T05:51:35","slug":"workbuddy%e8%b6%8a%e7%94%a8%e8%b6%8a%e5%8d%a0-c-%e7%9b%98%ef%bc%9f%e6%8b%86%e8%a7%a3%e5%86%85%e5%ad%98%e6%9e%84%e9%80%a0%e3%80%81%e6%b8%85%e7%90%86%e7%ad%96%e7%95%a5%e4%b8%8e%e5%88%a0%e5%89%8d","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/106016.html","title":{"rendered":"Workbuddy\u8d8a\u7528\u8d8a\u5360 C \u76d8\uff1f\u62c6\u89e3\u5185\u5b58\u6784\u9020\u3001\u6e05\u7406\u7b56\u7565\u4e0e\u5220\u524d\u5fc5\u505a"},"content":{"rendered":"<p>\u4f60\u6709\u6ca1\u6709\u53d1\u73b0&#xff1a;\u88c5\u4e86 AI \u7f16\u7801\u52a9\u624b\u4e4b\u540e&#xff0c;C \u76d8\u50cf\u88ab\u6084\u6084\u5438\u8d70\u4e86\u4e00\u5757&#xff1f;\u67d0\u5929\u4e00\u67e5&#xff0c;C:\\\\ProgramData\\\\WorkBuddy \u52a0\u7528\u6237\u7ea7 .workbuddy \u5c45\u7136\u5403\u4e86 10 GB 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.image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-XDmVIi6eX9oZo59F .icon-shape p,#mermaid-svg-XDmVIi6eX9oZo59F .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-XDmVIi6eX9oZo59F .icon-shape .label rect,#mermaid-svg-XDmVIi6eX9oZo59F .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-XDmVIi6eX9oZo59F .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-XDmVIi6eX9oZo59F .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-XDmVIi6eX9oZo59F :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u4f1a<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u4e0d\u4f1a<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e00\u4e2a\u76ee\u5f55\u8981\u4e0d\u8981\u6e05<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5220\u4e86\u4f1a\u4e22 \u6280\u80fd\u6216\u8bb0\u5fc6\u5417<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8d44\u4ea7 \u7559skills memory binaries<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8bb0\u5f55 \u53ef\u6e05traces logs \u7f13\u5b58<\/p>\n<p><\/span><\/p>\n<ul>\n<li>&#x1f534; \u7ea2\u7ebf&#xff08;\u8d44\u4ea7&#xff09;&#xff1a;.workbuddy\\\\skills\u3001.workbuddy\\\\memory\u3001binaries \u8fd0\u884c\u65f6<\/li>\n<li>&#x1f7e2; \u53ef\u6e05&#xff08;\u8bb0\u5f55&#xff09;&#xff1a;traces \/ logs \/ &#064;*updater \/ AppData \u4e0b\u7684 Cache\u00b7GPUCache\u00b7pip<\/li>\n<li>&#x1f7e1; \u770b\u60c5\u51b5&#xff1a;Tencent \u7b49\u5e94\u7528\u7f13\u5b58\u5b50\u76ee\u5f55&#xff08;\u6e05 Cache&#xff0c;\u7559 FileStorage\\\\File \u804a\u5929\u6587\u4ef6&#xff09;<\/li>\n<\/ul>\n<p>\u8fd9\u5957&#034;\u7559\u8d44\u4ea7\u3001\u6e05\u8bb0\u5f55&#034;\u7684\u4e8c\u5206\u6cd5&#xff0c;\u548c 2023 \u5e74\u4ee5\u6765 Agent \u8bb0\u5fc6\u7cfb\u7edf\u7684\u7814\u7a76\u9ad8\u5ea6\u540c\u6784&#xff1a;<\/p>\n<table>\n<tr>\u667a\u80fd\u4f53\u73b0\u5b9e\u8bba\u6587\u91cc\u7684\u5bf9\u5e94\u6982\u5ff5\u8bba\u6587<\/tr>\n<tbody>\n<tr>\n<td>\u8d44\u4ea7\u5c42&#xff08;skills\/memory\/binaries&#xff09;<\/td>\n<td>\u6301\u4e45\u8bb0\u5fc6 \/ \u5f52\u6863\u8bb0\u5fc6&#xff0c;\u957f\u671f\u4fdd\u7559\u3001\u7ed3\u6784\u5316<\/td>\n<td>MemGPT\u3001Mem0<\/td>\n<\/tr>\n<tr>\n<td>\u8bb0\u5f55\u5c42&#xff08;traces\/logs\/\u7f13\u5b58&#xff09;<\/td>\n<td>\u4e3b\u4e0a\u4e0b\u6587 \/ \u6682\u5b58\u4e0a\u4e0b\u6587&#xff0c;\u53ef\u9a71\u9010\u3001\u53ef\u538b\u7f29<\/td>\n<td>MemGPT\u3001H2O<\/td>\n<\/tr>\n<tr>\n<td>\u8d8a\u7528\u8d8a\u5927<\/td>\n<td>\u8bb0\u5fc6\u82e5\u65e0\u9a71\u9010\/\u538b\u7f29\u7b56\u7565&#xff0c;\u53ea\u589e\u4e0d\u51cf<\/td>\n<td>A-MEM\u3001LLMLingua<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u53e5\u8bdd\u6253\u901a&#xff1a; \u667a\u80fd\u4f53\u7684 .workbuddy \u5c31\u662f AI \u7684&#034;\u957f\u671f\u8bb0\u5fc6\u786c\u76d8&#034;&#xff0c;traces \/ logs \u662f\u5b83\u5199\u8fc7\u7684&#034;\u8349\u7a3f\u7eb8&#034;\u3002\u8349\u7a3f\u7eb8\u53ef\u4ee5\u5b9a\u671f\u6254&#xff0c;\u4f46\u8bb0\u5fc6\u786c\u76d8\u4e0d\u80fd\u52a8\u3002<\/p>\n<h3>\u4e09\u3001\u4e3a\u4ec0\u4e48 traces\/logs \u4f1a\u81a8\u80c0\u5230\u6570 GB&#xff1f;\u8bba\u6587\u600e\u4e48\u8bf4<\/h3>\n<p>\u5b9e\u6d4b\u91cc traces \u6700\u65e9\u7684\u6587\u4ef6\u505c\u5728\u6570\u6708\u524d&#xff0c;\u4ece\u6ca1\u81ea\u52a8\u6e05\u8fc7\u3002\u81a8\u80c0\u6765\u81ea\u56db\u4e2a\u53e0\u52a0\u56e0\u7d20&#xff0c;\u800c\u6bcf\u4e00\u5c42\u90fd\u80fd\u5728\u8bba\u6587\u91cc\u627e\u5230&#034;\u53cd\u4f8b\u89e3\u6cd5&#034;&#xff1a;<\/p>\n<h4>3.1 \u6ca1\u6709\u9a71\u9010\u7b56\u7565 \u2192 H2O \u7684\u542f\u793a<\/h4>\n<p>Transformer \u63a8\u7406\u65f6\u8981\u628a KV cache \u7559\u5728\u663e\u5b58\u91cc&#xff0c;\u5e8f\u5217\u8d8a\u957f\u8d8a\u7206\u3002H2O \u53d1\u73b0&#xff1a;\u4e00\u5c0f\u64ae&#034;\u91cd\u4ee4\u724c&#034;&#xff08;heavy hitters&#xff09;\u8d21\u732e\u4e86\u7edd\u5927\u90e8\u5206\u6ce8\u610f\u529b\u4ef7\u503c&#xff0c;\u4e8e\u662f\u53ea\u4fdd\u7559\u5b83\u4eec &#043; \u6700\u8fd1\u7a97\u53e3&#xff0c;\u5176\u4f59\u5168\u90e8\u9a71\u9010&#xff0c;\u8bba\u6587\u62a5\u544a\u6700\u9ad8\u53ef\u63d0\u5347\u6570\u5341\u500d\u541e\u5410\u3002\u6620\u5c04\u8fc7\u6765&#xff1a;\u667a\u80fd\u4f53\u91cc\u771f\u6b63&#034;\u91cd&#034;\u7684\u662f skills \u548c memory&#xff08;\u5fc5\u987b\u7559&#xff09;&#xff0c;\u800c traces \/ logs \u662f&#034;\u8f7b\u4ee4\u724c&#034;&#xff0c;\u7406\u5e94\u88ab\u5b9a\u671f\u9a71\u9010\u3002<\/p>\n<h4>3.2 \u4e0d\u5206\u5c42 \u2192 MemGPT \u7684\u865a\u62df\u5185\u5b58<\/h4>\n<p>MemGPT \u76f4\u63a5\u628a\u64cd\u4f5c\u7cfb\u7edf&#034;\u865a\u62df\u5185\u5b58&#034;\u642c\u8fdb LLM&#xff1a;\u5feb\u7684\u662f\u4e3b\u4e0a\u4e0b\u6587&#xff0c;\u6162\u7684\u662f\u5916\u90e8\/\u5f52\u6863\u5b58\u50a8&#xff0c;\u9760\u5206\u9875\u5728\u4e24\u5c42\u95f4\u642c\u6570\u636e\u3002\u667a\u80fd\u4f53\u628a&#034;\u6162\u5b58\u50a8&#034;&#xff08;\u78c1\u76d8\u4e0a\u7684 .workbuddy &#043; traces&#xff09;\u548c&#034;\u5feb\u4e0a\u4e0b\u6587&#034;&#xff08;\u8fd0\u884c\u65f6\u5185\u5b58&#xff09;\u6df7\u5728\u4e00\u8d77\u3001\u4e14\u4ece\u4e0d\u5206\u9875\u6e05\u9000&#xff0c;\u4e8e\u662f\u6162\u5b58\u50a8\u65e0\u9650\u81a8\u80c0\u3002\u6b63\u786e\u505a\u6cd5\u6b63\u662f MemGPT \u7684\u5206\u5c42&#xff1a;\u8d44\u4ea7\u653e\u5f52\u6863\u5c42&#xff08;\u7559&#xff09;&#xff0c;\u8bb0\u5f55\u653e\u53ef\u9a71\u9010\u5c42&#xff08;\u6e05&#xff09;\u3002<\/p>\n<h4>3.3 \u4e0d\u538b\u7f29 \u2192 LLMLingua \/ LLM in a flash<\/h4>\n<p>LLMLingua \u8bc1\u660e\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u5197\u4f59\u5ea6\u6781\u9ad8&#xff0c;\u538b\u7f29\u7ea6 20 \u500d\u51e0\u4e4e\u4e0d\u6389\u6027\u80fd&#xff1b;Apple \u7684 LLM in a flash \u66f4\u628a&#034;\u95ea\u5b58\u5f53\u6269\u5c55\u5185\u5b58&#034;&#xff0c;\u7528\u7a97\u53e3\u5316\u548c\u884c\u5217\u6346\u7ed1\u51cf\u5c11\u642c\u8fd0\u3002\u4e24\u8005\u5171\u540c\u6307\u5411\u4e00\u4e2a\u6734\u7d20\u771f\u7406&#xff1a;\u78c1\u76d8\u662f\u6162\u901f\u4f46\u6d77\u91cf\u7684\u6269\u5c55\u5185\u5b58&#xff0c;\u8bb0\u5f55\u5e94\u5f53\u6309\u9700\u538b\u7f29\u3001\u5206\u5c42\u5b58\u653e&#xff0c;\u800c\u4e0d\u662f\u65e0\u8111\u5806\u5728 C \u76d8\u6839\u76ee\u5f55\u3002<\/p>\n<h4>3.4 \u4e0d\u6f14\u5316 \u2192 A-MEM \u7684\u6559\u8bad<\/h4>\n<p>A-MEM \u7528&#034;\u5361\u7247\u76d2&#xff08;Zettelkasten&#xff09;\u201c\u6cd5\u8ba9\u8bb0\u5fc6\u80fd\u52a8\u6001\u94fe\u63a5\u3001\u968f\u65b0\u7ecf\u9a8c\u6f14\u5316&#xff0c;\u800c\u4e0d\u662f\u53ea\u8bfb\u4e0d\u5199\u3001\u8d8a\u5806\u8d8a\u65e7\u3002\u53cd\u8fc7\u6765\u60f3&#xff1a;traces \/ logs \u82e5\u4ece\u4e0d\u6f14\u5316\u6e05\u7406&#xff0c;\u5c31\u6210\u4e86&#034;\u53ea\u5199\u4e0d\u4e22\u7684\u6b7b\u8bb0\u5fc6\u201d\u2014\u2014\u5360\u7a7a\u95f4\u5374\u65e0\u4ef7\u503c\u3002\u5b9a\u671f\u6e05\u7406&#xff0c;\u672c\u8d28\u5c31\u662f\u8ba9\u8bb0\u5f55\u5c42&#034;\u6f14\u5316&#034;\u3002<\/p>\n<p>\u56db\u7bc7\u8bba\u6587 \u2192 \u56db\u6761\u6e05\u7406\u539f\u5219&#xff1a;\u7559\u91cd\u5f03\u8f7b \u00b7 \u5206\u5c42\u5b58\u653e \u00b7 \u5b9a\u671f\u538b\u7f29 \u00b7 \u968f\u65b0\u6f14\u5316\u3002<\/p>\n<h3>\u56db\u3001C \u76d8\u4f18\u5316\u7b56\u7565\u4e0e\u53ef\u6267\u884c\u6b65\u9aa4<\/h3>\n<p>\u6309&#034;\u98ce\u9669\u4ece\u4f4e\u5230\u9ad8\u3001\u6536\u76ca\u4ece\u7a33\u5230\u731b&#034;\u6392\u5e8f&#xff0c;\u4e0b\u9762\u6bcf\u4e00\u6b65\u90fd\u7ed9\u51fa\u53ef\u6267\u884c\u64cd\u4f5c\u3002\u6ce8\u610f&#xff1a;\u6d89\u53ca\u4e2a\u4eba\u76ee\u5f55\u5220\u9664&#xff0c;\u6700\u7ec8\u8bf7\u5728\u8d44\u6e90\u7ba1\u7406\u5668\u624b\u52a8 Shift&#043;Delete&#xff0c;Agent \u4e0d\u4f1a\u66ff\u4f60\u771f\u5220\u3002<\/p>\n<table>\n<tr>\u7b56\u7565\u5bf9\u8c61\u5b9e\u6d4b\u53ef\u7701&#xff08;\u8131\u654f&#xff09;\u98ce\u9669\u64cd\u4f5c<\/tr>\n<tbody>\n<tr>\n<td>\u2460 \u56de\u6536\u7ad9<\/td>\n<td>\u5df2\u5220\u6587\u4ef6<\/td>\n<td>~0.6 GB<\/td>\n<td>\u65e0<\/td>\n<td>\u684c\u9762\u53f3\u952e&#034;\u6e05\u7a7a\u56de\u6536\u7ad9&#034;<\/td>\n<\/tr>\n<tr>\n<td>\u2461 WB \u65e5\u5fd7<\/td>\n<td>traces &#043; logs<\/td>\n<td>~3\u20134 GB<\/td>\n<td>\u65e0&#xff08;\u4e0d\u5f71\u54cd\u6280\u80fd&#xff09;<\/td>\n<td>\u5220.workbuddy\\\\traces\u3001.workbuddy\\\\logs&#xff08;\u4e24\u5904&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u2462 \u5e94\u7528\u7f13\u5b58<\/td>\n<td>Tencent\/Microsoft\/kingsoft \u7684Cache \u5b50\u76ee\u5f55<\/td>\n<td>\u6570 GB<\/td>\n<td>\u4f4e<\/td>\n<td>\u53ea\u5220Cache\/GPUCache\/Code Cache&#xff0c;\u52ff\u52a8\u804a\u5929 File<\/td>\n<\/tr>\n<tr>\n<td>\u2463 \u66f4\u65b0\u5668\u7f13\u5b58<\/td>\n<td>&#064;genieworkbuddy-desktop-updater \u7b49<\/td>\n<td>~1 GB<\/td>\n<td>\u65e0<\/td>\n<td>\u8d44\u6e90\u7ba1\u7406\u5668Shift&#043;Delete<\/td>\n<\/tr>\n<tr>\n<td>\u2464 WinSxS<\/td>\n<td>\u88ab\u53d6\u4ee3\u7684\u7cfb\u7edf\u7ec4\u4ef6<\/td>\n<td>1\u20133 GB<\/td>\n<td>\u9700\u7ba1\u7406\u5458<\/td>\n<td>\u7ba1\u7406\u5458 PowerShell&#xff1a;DISM \/Online \/Cleanup-Image \/StartComponentCleanup<\/td>\n<\/tr>\n<tr>\n<td>\u2465 \u7cfb\u7edf\u8fd8\u539f<\/td>\n<td>\u65e7\u8fd8\u539f\u70b9\/\u5377\u5f71\u526f\u672c<\/td>\n<td>\u6570 GB<\/td>\n<td>\u9700\u7ba1\u7406\u5458<\/td>\n<td>\u7cfb\u7edf\u4fdd\u62a4 \u2192 \u5220\u9664\u65e7\u8fd8\u539f\u70b9<\/td>\n<\/tr>\n<tr>\n<td>\u2466 \u81ea\u67e5\u5927\u6587\u4ef6<\/td>\n<td>Downloads \/ Videos<\/td>\n<td>\u89c6\u60c5\u51b5<\/td>\n<td>\u65e0<\/td>\n<td>\u79fb\u52a8\u6216\u5f52\u6863\u5230\u975e\u7cfb\u7edf\u76d8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7ea2\u7ebf\u63d0\u9192&#xff1a; ProgramData\\\\WorkBuddy\\\\users\\\\&lt;id&gt;\\\\.workbuddy\\\\binaries&#xff08;\u7ea6 1.4 GB&#xff09;\u548c C:\\\\Users\\\\&lt;\u4f60\u7684\u7528\u6237\u540d&gt;\\\\.workbuddy\\\\binaries&#xff08;\u7ea6 2.9 GB&#xff09;\u662f\u53d7\u7ba1\u8fd0\u884c\u65f6&#xff0c;\u4e0d\u662f\u7f13\u5b58&#xff01;\u770b\u7740\u4e5f&#034;\u5927&#034;&#xff0c;\u4f46\u5220\u4e86\u6240\u6709 Python\/Node \u7c7b\u6280\u80fd\u7acb\u523b\u5931\u6548&#xff0c;\u5fc5\u987b\u7559\u3002<\/p>\n<p>\u7ba1\u7406\u5458 PowerShell \u8dd1 WinSxS \u6e05\u7406&#xff08;\u6700\u7701\u5fc3\u7684\u4e00\u6b65\u7cfb\u7edf\u7ea7\u7626\u8eab&#xff09;&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u5148\u770b\u80fd\u56de\u6536\u591a\u5c11<\/span><br \/>\nDISM <span class=\"token operator\">\/<\/span>Online <span class=\"token operator\">\/<\/span>Cleanup-Image <span class=\"token operator\">\/<\/span>AnalyzeComponentStore<br \/>\n<span class=\"token comment\"># \u5220\u9664\u88ab\u53d6\u4ee3\u7684\u65e7\u7248\u672c&#xff08;\u4fdd\u7559\u56de\u6eda\u80fd\u529b&#xff09;<\/span><br \/>\nDISM <span class=\"token operator\">\/<\/span>Online <span class=\"token operator\">\/<\/span>Cleanup-Image <span class=\"token operator\">\/<\/span>StartComponentCleanup<br \/>\n<span class=\"token comment\"># \u66f4\u72e0&#xff1a;\u653e\u5f03\u56de\u6eda&#xff0c;\u7701\u6700\u591a&#xff08;\u8c28\u614e&#xff09;<\/span><br \/>\nDISM <span class=\"token operator\">\/<\/span>Online <span class=\"token operator\">\/<\/span>Cleanup-Image <span class=\"token operator\">\/<\/span>StartComponentCleanup <span class=\"token operator\">\/<\/span>ResetBase<\/p>\n<h3>\u4e94\u3001\u5220\u524d\u5fc5\u505a&#xff1a;traces &#043; logs \u7684\u300c\u5148\u7b5b\u540e\u70bc\u300d&#xff08;\u4ece\u6267\u884c\u8f68\u8ff9\u91cc\u635e\u8d44\u4ea7&#xff09;<\/h3>\n<p>\u5f88\u591a\u4eba\u5220 traces \/ logs \u662f&#034;\u5168\u91cf\u5220&#034;\u2014\u2014\u4f46\u8fd9\u662f\u6d6a\u8d39\u3002\u6570 GB \u91cc 99% \u662f\u6210\u529f\u8def\u5f84\u7684\u566a\u58f0&#xff08;\u6bcf\u4efb\u52a1\u8bb0\u5b8c\u6574\u6267\u884c\u6811&#xff09;&#xff0c;\u4ef7\u503c\u5bc6\u5ea6\u6781\u4f4e&#xff1b;\u771f\u6b63\u503c\u5f97\u7559\u7684&#xff0c;\u662f\u91cc\u9762\u7b5b\u51fa\u7684\u51e0\u5341\u6761&#034;\u5931\u8d25\u6559\u8bad &#043; \u9ad8\u9891\u4efb\u52a1\u6846\u67b6&#034;\u3002\u6b63\u786e\u59ff\u52bf\u662f\u5148\u7b5b\u540e\u70bc&#xff0c;\u635e\u5b8c\u518d\u5220\u3002<\/p>\n<h4>5.1 \u4e24\u5224\u636e&#xff08;\u5b9a\u4e49&#034;\u7cbe\u534e&#034;\u7684\u4e24\u6761\u89c4\u5219&#xff09;<\/h4>\n<li>\u5931\u8d25\u8bb0\u5f55 \u2192 \u6559\u8bad&#xff08;\u907f\u514d\u91cd\u590d&#xff09;&#xff1a;\u8d1f\u6837\u672c\u6bd4\u6210\u529f\u6837\u672c\u73cd\u8d35\u2014\u2014\u6210\u529f\u8def\u5f84\u5343\u7bc7\u4e00\u5f8b\u3001\u5931\u8d25\u5404\u6709\u5404\u7684\u5751\u3002\u628a\u5931\u8d25\u539f\u56e0\u56de\u704c\u5230\u957f\u671f\u8bb0\u5fc6\u7684&#034;\u5931\u8d25&#034;\u533a&#xff0c;\u4e0b\u6b21\u81ea\u52a8\u7ed5\u5f00\u3002<\/li>\n<li>\u9ad8\u9891\u4efb\u52a1 \u2192 \u6846\u67b6&#xff08;SOP\/\u9aa8\u67b6&#xff09;&#xff1a;\u9ad8\u9891\u4efb\u52a1\u6bcf\u6b21\u4ece\u5934\u63a2\u7d22 &#061; \u91cd\u590d\u9020\u8f6e\u5b50&#xff0c;\u5e94\u63d0\u70bc\u6210\u53ef\u590d\u7528&#034;\u5927\u6982\u6846\u67b6&#034;&#xff0c;\u56de\u704c\u5230\u6280\u80fd \/ SOP\u3002<\/li>\n<h4>5.2 \u7cbe\u786e\u4fe1\u53f7&#xff08;\u907f\u5751&#xff09;<\/h4>\n<ul>\n<li>\u771f\u5931\u8d25 &#061; &#034;status&#034;:&#034;error&#034;&#xff08;trace \u7684 span \u5c42&#xff09;\u3002\u5343\u4e07\u522b grep error \/ failed \u2014\u2014 \u566a\u58f0\u6781\u5927&#xff0c;\u51e0\u4e4e\u6240\u6709 trace \u90fd\u542b &#034;error&#034; \u5b57\u6bb5\u540d&#xff0c;\u4f1a\u628a\u6570\u5343\u6587\u4ef6\u5168\u5224\u6210\u5931\u8d25\u3002<\/li>\n<li>logs \u65e0 status \u5b57\u6bb5&#xff1a;\u4ec5\u4f5c\u4f53\u79ef &#043; \u8fd1\u4f3c\u9519\u8bef\u884c\u6570\u53c2\u8003&#xff0c;\u4e0d\u6309&#034;\u5931\u8d25&#034;\u81ea\u52a8\u5f52\u7c7b\u3002<\/li>\n<\/ul>\n<h4>5.3 \u96f6 token \u9884\u7b5b&#xff08;\u5173\u952e&#xff09;<\/h4>\n<p>\u89c4\u5219\u5c42\u53ea\u505a grep \/ \u7edf\u8ba1&#xff0c;\u7edd\u4e0d\u628a\u6570 GB \u5582\u6a21\u578b&#xff1b;\u4ec5\u628a &lt;10KB \u7684\u5c0f\u5931\u8d25\u6587\u4ef6\u5217\u4e3a\u4e0b\u94bb\u5019\u9009&#xff0c;\u4e0b\u94bb\u65f6\u624d\u53ef\u80fd\u9700\u8981\u6a21\u578b\u3002<\/p>\n<p>  #mermaid-svg-qADT8dDVDhV0inrS{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-qADT8dDVDhV0inrS .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-qADT8dDVDhV0inrS .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-qADT8dDVDhV0inrS .error-icon{fill:#552222;}#mermaid-svg-qADT8dDVDhV0inrS .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-qADT8dDVDhV0inrS .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-qADT8dDVDhV0inrS .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-qADT8dDVDhV0inrS .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-qADT8dDVDhV0inrS .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-qADT8dDVDhV0inrS .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-qADT8dDVDhV0inrS .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-qADT8dDVDhV0inrS .marker{fill:#333333;stroke:#333333;}#mermaid-svg-qADT8dDVDhV0inrS .marker.cross{stroke:#333333;}#mermaid-svg-qADT8dDVDhV0inrS svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-qADT8dDVDhV0inrS p{margin:0;}#mermaid-svg-qADT8dDVDhV0inrS .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-qADT8dDVDhV0inrS .cluster-label text{fill:#333;}#mermaid-svg-qADT8dDVDhV0inrS .cluster-label span{color:#333;}#mermaid-svg-qADT8dDVDhV0inrS .cluster-label span p{background-color:transparent;}#mermaid-svg-qADT8dDVDhV0inrS .label text,#mermaid-svg-qADT8dDVDhV0inrS span{fill:#333;color:#333;}#mermaid-svg-qADT8dDVDhV0inrS .node rect,#mermaid-svg-qADT8dDVDhV0inrS .node circle,#mermaid-svg-qADT8dDVDhV0inrS .node ellipse,#mermaid-svg-qADT8dDVDhV0inrS .node polygon,#mermaid-svg-qADT8dDVDhV0inrS .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-qADT8dDVDhV0inrS .rough-node .label text,#mermaid-svg-qADT8dDVDhV0inrS .node .label text,#mermaid-svg-qADT8dDVDhV0inrS .image-shape .label,#mermaid-svg-qADT8dDVDhV0inrS .icon-shape .label{text-anchor:middle;}#mermaid-svg-qADT8dDVDhV0inrS .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-qADT8dDVDhV0inrS .rough-node .label,#mermaid-svg-qADT8dDVDhV0inrS .node .label,#mermaid-svg-qADT8dDVDhV0inrS .image-shape .label,#mermaid-svg-qADT8dDVDhV0inrS .icon-shape .label{text-align:center;}#mermaid-svg-qADT8dDVDhV0inrS .node.clickable{cursor:pointer;}#mermaid-svg-qADT8dDVDhV0inrS .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-qADT8dDVDhV0inrS .arrowheadPath{fill:#333333;}#mermaid-svg-qADT8dDVDhV0inrS .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-qADT8dDVDhV0inrS .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-qADT8dDVDhV0inrS .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-qADT8dDVDhV0inrS .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-qADT8dDVDhV0inrS .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-qADT8dDVDhV0inrS .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-qADT8dDVDhV0inrS .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-qADT8dDVDhV0inrS .cluster text{fill:#333;}#mermaid-svg-qADT8dDVDhV0inrS .cluster span{color:#333;}#mermaid-svg-qADT8dDVDhV0inrS div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-qADT8dDVDhV0inrS .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-qADT8dDVDhV0inrS rect.text{fill:none;stroke-width:0;}#mermaid-svg-qADT8dDVDhV0inrS .icon-shape,#mermaid-svg-qADT8dDVDhV0inrS .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-qADT8dDVDhV0inrS .icon-shape p,#mermaid-svg-qADT8dDVDhV0inrS .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-qADT8dDVDhV0inrS .icon-shape .label rect,#mermaid-svg-qADT8dDVDhV0inrS .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-qADT8dDVDhV0inrS .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-qADT8dDVDhV0inrS .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-qADT8dDVDhV0inrS :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>traces \u4e0e logs \u6570GB<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u89c4\u5219\u9884\u7b5b \u96f6token<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7a00\u758f\u5019\u9009 \u51e0\u5341\u6761<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u63d0\u70bc \u5931\u8d25\u6559\u8bad\u4e0e\u9ad8\u9891\u6846\u67b6<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u56de\u704c \u8bb0\u5fc6\u4e0e\u6280\u80fd<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u539f\u59cb\u65e5\u5fd7\u624d\u5220<\/p>\n<p><\/span><\/p>\n<p>\u9884\u7b5b\u811a\u672c\u7684\u6838\u5fc3\u601d\u8def&#xff08;\u901a\u7528\u793a\u610f&#xff0c;\u4e0d\u542b\u4efb\u4f55\u673a\u5668\u8def\u5f84&#xff09;&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u9884\u7b5b&#xff1a;\u7cbe\u786e\u5931\u8d25\u4fe1\u53f7 &#043; \u9ad8\u9891\u4efb\u52a1\u7edf\u8ba1&#xff0c;\u7edd\u4e0d\u628a\u6570GB\u5582\u6a21\u578b<\/span><br \/>\n<span class=\"token keyword\">import<\/span> os<span class=\"token punctuation\">,<\/span> re<br \/>\nSTATUS_ERROR <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#039;&#034;status&#034;:&#034;error&#034;&#039;<\/span>          <span class=\"token comment\"># \u771f\u5931\u8d25&#xff0c;\u975e grep error&#xff08;\u566a\u58f0\u6781\u5927&#xff09;<\/span><br \/>\nSKILL_TOKENS <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;pdf&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ima&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;skill-creator&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;novel&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;tencent-docs&#034;<\/span><span class=\"token punctuation\">]<\/span>  <span class=\"token comment\"># \u9ad8\u9891\u8bcd\u542f\u53d1\u5f0f<\/span><br \/>\n<span class=\"token comment\"># 1) \u7cbe\u786e\u5931\u8d25&#xff1a;\u547d\u4e2d status:error \u5373\u8ba1\u6570<\/span><br \/>\n<span class=\"token comment\"># 2) \u9ad8\u9891&#xff1a;\u5bf9\u5c0f\u6587\u4ef6\u7edf\u8ba1\u6280\u80fd\u540d\u63d0\u53ca\u9891\u6b21<\/span><br \/>\n<span class=\"token comment\"># 3) \u4ec5\u628a &lt;10KB \u7684\u5c0f\u5931\u8d25\u6587\u4ef6\u5217\u4e3a\u4e0b\u94bb\u5019\u9009&#xff0c;\u4e0b\u94bb\u624d\u8fdb\u6a21\u578b<\/span><\/p>\n<p>\u5b9e\u6d4b&#xff1a;\u4e00\u53f0\u673a\u5668 traces \u6570\u5343\u6587\u4ef6\u91cc&#xff0c;\u771f\u6b63\u5931\u8d25\u8f68\u8ff9\u4ec5\u6570\u767e\u4e2a&#xff1b;\u9ad8\u9891\u4efb\u52a1\u4fe1\u53f7\u6e05\u6670\u663e\u793a\u67d0\u6280\u80fd\u88ab\u5355\u673a\u9ad8\u9891\u8c03\u7528&#xff08;\u4e0a\u5343\u6b21&#xff09;&#xff0c;\u6b63\u662f\u503c\u5f97\u63d0\u70bc\u6210 SOP \u7684\u5019\u9009\u3002<\/p>\n<h4>5.4 \u4e0e\u8bba\u6587\u540c\u6784<\/h4>\n<ul>\n<li>\u5148\u7b5b\u540e\u70bc &#061; A-MEM\u300c\u4ece\u539f\u59cb\u7ecf\u9a8c\u63d0\u70bc\u53ef\u6f14\u5316\u8bb0\u5fc6\u300d\u7684\u5de5\u7a0b\u6700\u5c0f\u5b9e\u73b0&#xff1b;<\/li>\n<li>\u53ea\u7559\u5931\u8d25\u6559\u8bad \/ \u9ad8\u9891\u6846\u67b6 &#061; H2O\u300c\u4fdd\u7559\u91cd\u4ee4\u724c\u3001\u9a71\u9010\u8f7b\u4ee4\u724c\u300d&#xff1b;<\/li>\n<li>\u8bb0\u5f55\u5c42\u538b\u7f29\u6e05\u7406 &#061; LLMLingua\u300c\u538b\u7f29\u5197\u4f59\u300d&#043; LLM in a flash\u300c\u78c1\u76d8\u5373\u6269\u5c55\u5185\u5b58\u300d&#xff1b;<\/li>\n<li>\u7ed3\u6784\u5316\u56de\u704c &#061; Mem0\u300c\u751f\u4ea7\u7ea7\u6301\u4e45\u8bb0\u5fc6\u300d\u3002<\/li>\n<\/ul>\n<p>\u4e00\u53e5\u8bdd\u5224\u636e&#xff1a; \u5220\u4e86\u5b83&#xff0c;AI \u4e0b\u6b21\u8fd8\u4f1a\u4e0d\u4f1a\u91cd\u65b0\u9700\u8981\u5b83&#xff1f;\u4f1a &#061; \u7cbe\u534e &#061; \u8fdb\u8bb0\u5fc6&#xff1b;\u4e0d\u4f1a &#061; \u8bb0\u5f55 &#061; \u8be5\u6e05\u3002<\/p>\n<h3>\u516d\u3001\u667a\u80fd\u4f53\u600e\u4e48\u5e2e\u4f60\u6e05\u7406&#xff1a;cdisk-health-scan \u5b9e\u6218<\/h3>\n<p>\u667a\u80fd\u4f53\u81ea\u5e26\u4e00\u4e2a\u53ea\u8bfb\u8bca\u65ad\u6280\u80fd cdisk-health-scan&#xff1a;\u8bf4\u4e00\u53e5&#034;\u626b\u63cf C \u76d8&#034;&#xff0c;\u5b83\u8dd1\u53ea\u8bfb\u811a\u672c\u3001\u540c\u8f6e\u5bf9\u8bdd\u5185\u7ed9\u51fa\u5206\u6863\u62a5\u544a&#xff08;&#x1f7e2;\u53ef\u6e05 \/ &#x1f7e1;\u770b\u60c5\u51b5 \/ &#x1f534;\u522b\u52a8&#xff09;&#043; 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