{"id":92781,"date":"2026-08-11T09:40:57","date_gmt":"2026-08-11T01:40:57","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/92781.html"},"modified":"2026-08-11T09:40:57","modified_gmt":"2026-08-11T01:40:57","slug":"hermes-%e8%ae%b0%e5%bf%86%e9%9d%a9%e5%91%bd%ef%bc%9a%e5%9b%9b%e5%b1%82%e8%ae%b0%e5%bf%86%e6%9e%b6%e6%9e%84","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/92781.html","title":{"rendered":"Hermes \u8bb0\u5fc6\u9769\u547d\uff1a\u56db\u5c42\u8bb0\u5fc6\u67b6\u6784"},"content":{"rendered":"<h2>Hermes \u8bb0\u5fc6\u9769\u547d&#xff1a;\u56db\u5c42\u8bb0\u5fc6\u67b6\u6784\u5982\u4f55\u8ba9 Agent \u4ece&#034;\u91d1\u9c7c&#034;\u53d8\u6210&#034;\u77e5\u5df1&#034;<\/h2>\n<h3>\u8bf4\u5728\u524d\u9762<\/h3>\n<p>\u60f3\u8c61\u4e00\u4e2a\u573a\u666f&#xff1a;\u4f60\u82b1\u4e86\u6574\u4e2a\u4e0b\u5348\u6559 AI \u52a9\u624b\u5b66\u4f1a\u4e86\u4f60\u7684\u9879\u76ee\u90e8\u7f72\u6d41\u7a0b\u2014\u2014\u54ea\u4e2a\u5206\u652f\u5bf9\u5e94\u54ea\u4e2a\u73af\u5883\u3001\u6784\u5efa\u524d\u8981\u8dd1\u54ea\u4e9b\u68c0\u67e5\u3001\u51fa\u9519\u4e86\u600e\u4e48\u56de\u6eda\u3002\u5b83\u5b8c\u6210\u5f97\u5f88\u597d\u3002\u4f60\u5173\u6389\u7ec8\u7aef&#xff0c;\u4e0b\u73ed\u56de\u5bb6\u3002<\/p>\n<p>\u7b2c\u4e8c\u5929\u65e9\u4e0a&#xff0c;\u4f60\u6253\u5f00\u7535\u8111&#xff0c;\u5bf9 AI \u52a9\u624b\u8bf4&#xff1a;\u201c\u5e2e\u6211\u628a\u6628\u5929\u7684\u6539\u52a8\u90e8\u7f72\u5230 staging\u3002\u201d<\/p>\n<p>\u5b83\u95ee&#xff1a;\u201c\u8bf7\u95ee\u4f60\u7684\u9879\u76ee\u662f\u7528\u4ec0\u4e48\u6784\u5efa\u5de5\u5177&#xff1f;\u201d<\/p>\n<p>\u8fd9\u4e00\u523b\u7684\u632b\u8d25\u611f&#xff0c;\u6240\u6709\u7528\u8fc7\u4f20\u7edf AI Agent \u7684\u4eba\u90fd\u4e0d\u4f1a\u964c\u751f\u3002Agent \u7684&#034;\u5931\u5fc6\u75c7&#034;\u2014\u2014\u6bcf\u6b21\u4f1a\u8bdd\u7ed3\u675f&#xff0c;\u7ecf\u9a8c\u6e05\u96f6\u2014\u2014\u662f\u963b\u788d Agent \u4ece\u73a9\u5177\u8d70\u5411\u5de5\u5177\u7684\u7b2c\u4e00\u9053\u5899\u3002<\/p>\n<p>Hermes \u7528\u4e86\u4e00\u5957\u56db\u5c42\u8bb0\u5fc6\u67b6\u6784\u6765\u62c6\u8fd9\u9762\u5899\u3002\u8fd9\u4e0d\u662f&#034;\u591a\u52a0\u4e00\u4e2a\u5411\u91cf\u5e93&#034;\u90a3\u4e48\u7b80\u5355&#xff0c;\u800c\u662f\u4e00\u5957\u5b8c\u6574\u7684\u8ba4\u77e5\u8bb0\u5fc6\u4f53\u7cfb\u2014\u2014\u4ece\u4eba\u7c7b\u8bb0\u5fc6\u6a21\u578b\u4e2d\u83b7\u5f97\u542f\u53d1&#xff0c;\u901a\u8fc7\u5de5\u7a0b\u5316\u7684\u624b\u6bb5\u843d\u5730&#xff0c;\u8ba9 Agent \u771f\u6b63\u62e5\u6709&#034;\u8fc7\u53bb&#034;\u3002<\/p>\n<p>\u672c\u6587\u9010\u5c42\u62c6\u89e3\u8fd9\u5957\u8bb0\u5fc6\u7cfb\u7edf\u7684\u8bbe\u8ba1\u3002\u8bfb\u5b8c\u4f60\u4f1a\u7406\u89e3&#xff1a;<\/p>\n<li>\u56db\u5c42\u8bb0\u5fc6\u5404\u81ea\u7684\u5b9a\u4f4d\u3001\u5b58\u50a8\u65b9\u6848\u548c\u5de5\u7a0b\u5b9e\u73b0<\/li>\n<li>\u56db\u5c42\u4e4b\u95f4\u7684\u6570\u636e\u6d41\u8f6c\u548c\u534f\u540c\u673a\u5236<\/li>\n<li>\u8fd9\u5957\u8bbe\u8ba1\u4e0e LangChain Memory \u7684\u672c\u8d28\u533a\u522b<\/li>\n<hr \/>\n<h3>\u4e00\u3001\u4f20\u7edf Agent \u4e3a\u4ec0\u4e48\u8bb0\u4e0d\u4f4f&#xff1a;\u5355\u5c42\u8bb0\u5fc6\u7684\u6b7b\u80e1\u540c<\/h3>\n<h4>1.1 \u4e0a\u4e0b\u6587\u7a97\u53e3 \u2260 \u8bb0\u5fc6<\/h4>\n<p>\u4f20\u7edf Agent \u7684&#034;\u8bb0\u5fc6&#034;\u53ea\u6709\u4e00\u79cd\u5f62\u5f0f&#xff1a;\u628a\u5386\u53f2\u6d88\u606f\u585e\u8fdb\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n<p>\u8fd9\u5929\u7136\u53d7\u9650\u4e8e\u4e24\u4e2a\u786c\u7ea6\u675f&#xff1a;<\/p>\n<p>\u7a97\u53e3\u6709\u4e0a\u9650\u3002\u4e0d\u7ba1\u662f 200K \u8fd8\u662f 1M tokens&#xff0c;\u603b\u6709\u88c5\u6ee1\u7684\u65f6\u5019\u3002\u65e7\u7684\u5bf9\u8bdd\u88ab\u622a\u65ad\u3001\u4e22\u5931&#xff0c;\u8ddf\u6ca1\u53d1\u751f\u8fc7\u4e00\u6837\u3002<\/p>\n<p>\u7ebf\u6027\u6392\u5217&#xff0c;\u6ca1\u6709\u7ed3\u6784\u3002\u4e0a\u4e0b\u6587\u7a97\u53e3\u91cc\u7684\u6d88\u606f\u662f\u6309\u65f6\u95f4\u987a\u5e8f\u5e73\u94fa\u7684\u3002Agent \u65e0\u6cd5\u533a\u5206&#034;\u4e0a\u5468\u90a3\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u90e8\u7f72\u6d41\u7a0b&#034;\u548c&#034;\u524d\u5929\u90a3\u4e24\u53e5\u65e0\u804a\u7684\u5bd2\u6684&#034;\u2014\u2014\u5728\u5b83\u770b\u6765&#xff0c;\u5b83\u4eec\u90fd\u662f\u540c\u7b49\u6743\u91cd\u7684\u6587\u672c\u7247\u6bb5\u3002<\/p>\n<h4>1.2 \u4e09\u79cd\u5931\u8d25\u7684\u8865\u6551\u65b9\u6848<\/h4>\n<table>\n<tr>\u65b9\u6848\u505a\u6cd5\u4e3a\u4ec0\u4e48\u5931\u8d25<\/tr>\n<tbody>\n<tr>\n<td>\u6458\u8981\u6cd5<\/td>\n<td>\u6bcf\u6b21\u5bf9\u8bdd\u7ed3\u675f\u8ba9 LLM \u5199\u4e00\u6bb5\u6458\u8981&#xff0c;\u4e0b\u6b21\u6ce8\u5165<\/td>\n<td>\u6458\u8981\u4e22\u5931\u7ec6\u8282&#xff1b;\u591a\u6b21\u6458\u8981\u540e\u4fe1\u606f\u9000\u5316&#xff1b;\u6458\u8981\u672c\u8eab\u4e5f\u5360 token<\/td>\n<\/tr>\n<tr>\n<td>\u5411\u91cf\u5e93\u6cd5<\/td>\n<td>\u628a\u6240\u6709\u5bf9\u8bdd embedding \u540e\u5b58\u5411\u91cf\u5e93&#xff0c;\u68c0\u7d22\u76f8\u5173\u7247\u6bb5\u6ce8\u5165<\/td>\n<td>\u8bed\u4e49\u68c0\u7d22\u4e0d\u53ef\u9760\u2014\u2014\u201c\u90e8\u7f72&#034;\u80fd\u5339\u914d\u5230&#034;\u90e8\u7f72\u201d&#xff0c;\u5339\u914d\u4e0d\u5230&#034;\u4e0a\u7ebf&#034;<\/td>\n<\/tr>\n<tr>\n<td>\u89c4\u5219\u6cd5<\/td>\n<td>\u5f00\u53d1\u8005\u624b\u5199\u89c4\u5219\u51b3\u5b9a\u8bb0\u4f4f\u4ec0\u4e48\u3001\u8bb0\u591a\u4e45<\/td>\n<td>\u7ef4\u62a4\u6210\u672c\u968f\u89c4\u5219\u6570\u91cf\u6307\u6570\u589e\u957f&#xff1b;\u6ca1\u6709\u89c4\u5219\u80fd\u8986\u76d6\u6240\u6709\u573a\u666f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e9b\u65b9\u6848\u5171\u540c\u7684\u6839\u672c\u95ee\u9898&#xff1a;\u5b83\u4eec\u628a\u8bb0\u5fc6\u5f53\u4f5c&#034;\u5b58\u6570\u636e&#034;\u7684\u95ee\u9898&#xff0c;\u800c\u4e0d\u662f&#034;\u77e5\u8bc6\u6c89\u6dc0&#034;\u7684\u95ee\u9898\u3002\u5b58\u6570\u636e\u5bb9\u6613\u2014\u2014\u52a0\u4e2a\u5411\u91cf\u5e93\u5c31\u884c\u3002\u4f46\u628a\u6570\u636e\u53d8\u6210\u80fd\u5728\u672a\u6765\u88ab\u6709\u6548\u4f7f\u7528\u7684\u77e5\u8bc6\u2014\u2014\u9700\u8981\u4e00\u5957\u5b8c\u6574\u7684\u5de5\u7a0b\u67b6\u6784\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u56db\u5c42\u8bb0\u5fc6\u7684\u8ba4\u77e5\u6a21\u578b<\/h3>\n<h4>2.1 \u4e3a\u4ec0\u4e48\u662f\u56db\u5c42<\/h4>\n<p>Hermes \u7684\u56db\u5c42\u8bb0\u5fc6\u6a21\u578b\u76f4\u63a5\u501f\u9274\u4e86\u4eba\u7c7b\u8ba4\u77e5\u5fc3\u7406\u5b66\u4e2d\u5bf9\u8bb0\u5fc6\u7684\u5206\u7c7b&#xff1a;<\/p>\n<table>\n<tr>\u4eba\u7c7b\u8bb0\u5fc6\u5b9a\u4e49Hermes \u5bf9\u5e94<\/tr>\n<tbody>\n<tr>\n<td>\u5de5\u4f5c\u8bb0\u5fc6<\/td>\n<td>\u4f60\u6b63\u5728\u6709\u610f\u8bc6\u5730\u601d\u8003\u7684\u5185\u5bb9<\/td>\n<td>Working Memory<\/td>\n<\/tr>\n<tr>\n<td>\u60c5\u666f\u8bb0\u5fc6<\/td>\n<td>\u4f60\u8bb0\u5f97\u53d1\u751f\u5728\u4f60\u8eab\u4e0a\u7684\u5177\u4f53\u4e8b\u4ef6<\/td>\n<td>Episodic Memory<\/td>\n<\/tr>\n<tr>\n<td>\u8bed\u4e49\u8bb0\u5fc6<\/td>\n<td>\u4f60\u77e5\u9053\u7684\u4e8b\u5b9e\u548c\u6982\u5ff5<\/td>\n<td>Semantic Memory<\/td>\n<\/tr>\n<tr>\n<td>\u7a0b\u5e8f\u6027\u8bb0\u5fc6<\/td>\n<td>\u4f60\u4f1a\u505a\u7684\u6280\u80fd&#xff08;\u9a91\u8f66\u3001\u6e38\u6cf3&#xff09;<\/td>\n<td>Procedural Memory (Skills)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e2a\u5206\u7c7b\u4e0d\u662f\u62cd\u8111\u888b\u7684\u5b66\u672f\u70ab\u6280\u3002\u6bcf\u4e00\u5c42\u89e3\u51b3\u4e00\u4e2a\u5de5\u7a0b\u4e0a\u771f\u5b9e\u5b58\u5728\u7684\u95ee\u9898&#xff0c;\u800c\u4e14\u6bcf\u4e00\u5c42\u9700\u8981\u5b8c\u5168\u4e0d\u540c\u7684\u5b58\u50a8\u65b9\u6848\u548c\u68c0\u7d22\u7b56\u7565\u3002<\/p>\n<h4>2.2 \u56db\u5c42\u5168\u666f<\/h4>\n<p>#mermaid-svg-N4qnE4wHTknKssmo{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-N4qnE4wHTknKssmo .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear 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ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-N4qnE4wHTknKssmo p{margin:0;}#mermaid-svg-N4qnE4wHTknKssmo .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-N4qnE4wHTknKssmo .cluster-label text{fill:#333;}#mermaid-svg-N4qnE4wHTknKssmo .cluster-label span{color:#333;}#mermaid-svg-N4qnE4wHTknKssmo .cluster-label span p{background-color:transparent;}#mermaid-svg-N4qnE4wHTknKssmo .label text,#mermaid-svg-N4qnE4wHTknKssmo span{fill:#333;color:#333;}#mermaid-svg-N4qnE4wHTknKssmo .node rect,#mermaid-svg-N4qnE4wHTknKssmo .node circle,#mermaid-svg-N4qnE4wHTknKssmo .node ellipse,#mermaid-svg-N4qnE4wHTknKssmo .node polygon,#mermaid-svg-N4qnE4wHTknKssmo .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-N4qnE4wHTknKssmo .rough-node .label text,#mermaid-svg-N4qnE4wHTknKssmo .node .label text,#mermaid-svg-N4qnE4wHTknKssmo .image-shape .label,#mermaid-svg-N4qnE4wHTknKssmo .icon-shape .label{text-anchor:middle;}#mermaid-svg-N4qnE4wHTknKssmo .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-N4qnE4wHTknKssmo .rough-node .label,#mermaid-svg-N4qnE4wHTknKssmo .node .label,#mermaid-svg-N4qnE4wHTknKssmo .image-shape .label,#mermaid-svg-N4qnE4wHTknKssmo .icon-shape .label{text-align:center;}#mermaid-svg-N4qnE4wHTknKssmo .node.clickable{cursor:pointer;}#mermaid-svg-N4qnE4wHTknKssmo .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-N4qnE4wHTknKssmo .arrowheadPath{fill:#333333;}#mermaid-svg-N4qnE4wHTknKssmo .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-N4qnE4wHTknKssmo .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-N4qnE4wHTknKssmo .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-N4qnE4wHTknKssmo .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-N4qnE4wHTknKssmo .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-N4qnE4wHTknKssmo .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-N4qnE4wHTknKssmo .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-N4qnE4wHTknKssmo .cluster text{fill:#333;}#mermaid-svg-N4qnE4wHTknKssmo .cluster span{color:#333;}#mermaid-svg-N4qnE4wHTknKssmo 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-N4qnE4wHTknKssmo .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-N4qnE4wHTknKssmo rect.text{fill:none;stroke-width:0;}#mermaid-svg-N4qnE4wHTknKssmo .icon-shape,#mermaid-svg-N4qnE4wHTknKssmo .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-N4qnE4wHTknKssmo .icon-shape p,#mermaid-svg-N4qnE4wHTknKssmo .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-N4qnE4wHTknKssmo .icon-shape .label rect,#mermaid-svg-N4qnE4wHTknKssmo .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-N4qnE4wHTknKssmo .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-N4qnE4wHTknKssmo .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-N4qnE4wHTknKssmo :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/p>\n<p>\u4f1a\u8bdd\u7ed3\u675f\u538b\u7f29\u5f52\u6863<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u5b9a\u671f\u63d0\u70bc\u4e8b\u5b9e\u63d0\u53d6<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u7ecf\u9a8c\u56fa\u5316\u6d41\u7a0b\u62bd\u8c61<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>L4: \u6280\u80fd\u4e13\u7528\u8bb0\u5fc6 (Procedural Memory)<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5b58\u50a8: Markdown \u6587\u4ef6.hermes\/skills\/<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u751f\u547d\u5468\u671f: \u6c38\u4e45\u5b58\u50a8&#xff0c;\u6301\u7eed\u8fed\u4ee3<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5185\u5bb9: \u81ea\u52a8\u63d0\u70bc\u7684Skill\u3001\u5de5\u4f5c\u6d41\u3001\u64cd\u4f5c\u6b65\u9aa4<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u804c\u8d23: \u53ef\u6267\u884c\u7ecf\u9a8c\u7684\u76f4\u63a5\u590d\u7528<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>L3: \u8bed\u4e49\u8bb0\u5fc6 (Semantic Memory)<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5b58\u50a8: \u5411\u91cf\u6570\u636e\u5e93Chroma \/ Pinecone \/ Qdrant<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u751f\u547d\u5468\u671f: \u6c38\u4e45\u5b58\u50a8&#xff0c;\u81ea\u52a8\u66f4\u65b0<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5185\u5bb9: \u7528\u6237\u504f\u597d\u3001\u9879\u76ee\u4e8b\u5b9e\u3001\u884c\u4e1a\u89c4\u5219<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u804c\u8d23: \u77e5\u8bc6\u68c0\u7d22\u4e0e\u63a8\u7406\u589e\u5f3a<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>L2: \u60c5\u666f\u8bb0\u5fc6 (Episodic Memory)<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5b58\u50a8: SQLite &#043; FTS5 \u5168\u6587\u7d22\u5f15<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u751f\u547d\u5468\u671f: \u957f\u671f\u5b58\u50a8<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5185\u5bb9: \u5386\u53f2\u5bf9\u8bdd\u6458\u8981\u3001\u4efb\u52a1\u8bb0\u5f55\u3001\u65f6\u95f4\u7ebf<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u804c\u8d23: \u8de8\u4f1a\u8bdd\u4e8b\u4ef6\u56de\u6eaf<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>L1: \u5de5\u4f5c\u8bb0\u5fc6 (Working Memory)<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5b58\u50a8: \u6a21\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u751f\u547d\u5468\u671f: \u5f53\u524d\u4f1a\u8bdd<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5185\u5bb9: \u672c\u8f6e\u5bf9\u8bdd\u7684\u5168\u90e8\u4e0a\u4e0b\u6587<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u804c\u8d23: \u652f\u6491\u5b9e\u65f6\u63a8\u7406<\/p>\n<p><\/span><\/p>\n<p>\u6838\u5fc3\u6d1e\u5bdf&#xff1a;\u56db\u5c42\u4e4b\u95f4\u4e0d\u662f&#034;\u56db\u4e2a\u72ec\u7acb\u7684\u6570\u636e\u5e93&#034;&#xff0c;\u800c\u662f\u6570\u636e\u7684\u62bd\u8c61\u5c42\u6b21\u9010\u7ea7\u5347\u9ad8\u3002\u5de5\u4f5c\u8bb0\u5fc6\u662f\u539f\u59cb\u4ea4\u4e92\u6570\u636e&#xff0c;\u60c5\u666f\u8bb0\u5fc6\u662f\u7ed3\u6784\u5316\u4e8b\u4ef6&#xff0c;\u8bed\u4e49\u8bb0\u5fc6\u662f\u63d0\u70bc\u540e\u7684\u4e8b\u5b9e&#xff0c;\u6280\u80fd\u8bb0\u5fc6\u662f\u53ef\u6267\u884c\u7684\u6d41\u7a0b\u3002\u6bcf\u4e00\u5c42\u90fd\u5728\u524d\u4e00\u5c42\u7684\u57fa\u7840\u4e0a\u505a\u4e86\u538b\u7f29\u4e0e\u5347\u7ef4\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001L1 \u5de5\u4f5c\u8bb0\u5fc6&#xff1a;\u4e0d\u6b62\u662f&#034;\u628a\u5386\u53f2\u6d88\u606f\u585e\u8fdb\u4e0a\u4e0b\u6587&#034;<\/h3>\n<h4>3.1 \u4e0a\u4e0b\u6587\u4e0d\u662f\u8d8a\u5927\u8d8a\u597d<\/h4>\n<p>\u76f4\u89c9\u4e0a&#xff0c;\u4e0a\u4e0b\u6587\u7a97\u53e3\u8d8a\u5927&#xff0c;Agent \u8bb0\u5f97\u8d8a\u591a\u3002\u4f46\u5de5\u7a0b\u5b9e\u8df5\u8868\u660e&#xff0c;\u4e0a\u4e0b\u6587\u7a97\u53e3\u53d8\u5927\u5e26\u6765\u4e86\u4e24\u4e2a\u65b0\u95ee\u9898&#xff1a;<\/p>\n<p>&#034;\u4e2d\u95f4\u4e22\u5931&#034;\u6548\u5e94\u3002\u7814\u7a76\u8868\u660e&#xff0c;LLM \u5bf9\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u95f4\u90e8\u5206\u7684\u4fe1\u606f\u6ce8\u610f\u529b\u6700\u4f4e\u3002\u4f60\u628a\u4e00\u957f\u4e32\u5bf9\u8bdd\u5386\u53f2\u585e\u8fdb\u53bb&#xff0c;Agent \u53ef\u80fd\u51c6\u786e\u5730\u56de\u5fc6\u5f00\u5934\u548c\u7ed3\u5c3e&#xff0c;\u4f46\u4e2d\u95f4\u7684\u5173\u952e\u4fe1\u606f&#xff08;\u6bd4\u5982\u67d0\u4e2a\u91cd\u8981\u7684\u914d\u7f6e\u53c2\u6570&#xff09;\u53ef\u80fd\u88ab\u5ffd\u7565\u3002<\/p>\n<p>\u6210\u672c\u7ebf\u6027\u589e\u957f\u3002API \u8c03\u7528\u7684\u8ba1\u8d39\u57fa\u4e8e token \u6570\u3002200K token \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5982\u679c\u6bcf\u6b21\u90fd\u88c5\u6ee1&#xff0c;\u6bcf\u8f6e\u5bf9\u8bdd\u7684\u6210\u672c\u662f 2K token \u7684 100 \u500d\u3002<\/p>\n<h4>3.2 Hermes \u7684\u7b56\u7565&#xff1a;\u52a8\u6001\u538b\u7f29 &#043; \u7f13\u5b58\u590d\u7528<\/h4>\n<p>Hermes \u7684\u5de5\u4f5c\u8bb0\u5fc6\u7ba1\u7406\u6709\u4e09\u5c42\u4f18\u5316&#xff1a;<\/p>\n<p>\u7b2c\u4e00\u5c42&#xff1a;\u5206\u5c42 Prompt \u6784\u5efa\u3002 \u4e0d\u662f\u628a\u6240\u6709\u4e1c\u897f\u63c9\u6210\u4e00\u4e2a\u5de8\u5927\u7684 System Prompt&#xff0c;\u800c\u662f\u5206\u5c42\u7ec4\u88c5&#xff1a;<\/p>\n<p>#mermaid-svg-d3CyH0h8yTfygJ5L{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-d3CyH0h8yTfygJ5L .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear 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ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-d3CyH0h8yTfygJ5L p{margin:0;}#mermaid-svg-d3CyH0h8yTfygJ5L .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-d3CyH0h8yTfygJ5L .cluster-label text{fill:#333;}#mermaid-svg-d3CyH0h8yTfygJ5L .cluster-label span{color:#333;}#mermaid-svg-d3CyH0h8yTfygJ5L .cluster-label span p{background-color:transparent;}#mermaid-svg-d3CyH0h8yTfygJ5L .label text,#mermaid-svg-d3CyH0h8yTfygJ5L span{fill:#333;color:#333;}#mermaid-svg-d3CyH0h8yTfygJ5L .node rect,#mermaid-svg-d3CyH0h8yTfygJ5L .node circle,#mermaid-svg-d3CyH0h8yTfygJ5L .node ellipse,#mermaid-svg-d3CyH0h8yTfygJ5L .node polygon,#mermaid-svg-d3CyH0h8yTfygJ5L .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-d3CyH0h8yTfygJ5L .rough-node .label text,#mermaid-svg-d3CyH0h8yTfygJ5L .node .label text,#mermaid-svg-d3CyH0h8yTfygJ5L .image-shape .label,#mermaid-svg-d3CyH0h8yTfygJ5L .icon-shape .label{text-anchor:middle;}#mermaid-svg-d3CyH0h8yTfygJ5L .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-d3CyH0h8yTfygJ5L .rough-node .label,#mermaid-svg-d3CyH0h8yTfygJ5L .node .label,#mermaid-svg-d3CyH0h8yTfygJ5L .image-shape .label,#mermaid-svg-d3CyH0h8yTfygJ5L .icon-shape .label{text-align:center;}#mermaid-svg-d3CyH0h8yTfygJ5L .node.clickable{cursor:pointer;}#mermaid-svg-d3CyH0h8yTfygJ5L .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-d3CyH0h8yTfygJ5L .arrowheadPath{fill:#333333;}#mermaid-svg-d3CyH0h8yTfygJ5L .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-d3CyH0h8yTfygJ5L .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-d3CyH0h8yTfygJ5L .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-d3CyH0h8yTfygJ5L .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-d3CyH0h8yTfygJ5L .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-d3CyH0h8yTfygJ5L .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-d3CyH0h8yTfygJ5L .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-d3CyH0h8yTfygJ5L .cluster text{fill:#333;}#mermaid-svg-d3CyH0h8yTfygJ5L .cluster span{color:#333;}#mermaid-svg-d3CyH0h8yTfygJ5L 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-d3CyH0h8yTfygJ5L .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-d3CyH0h8yTfygJ5L rect.text{fill:none;stroke-width:0;}#mermaid-svg-d3CyH0h8yTfygJ5L .icon-shape,#mermaid-svg-d3CyH0h8yTfygJ5L .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-d3CyH0h8yTfygJ5L .icon-shape p,#mermaid-svg-d3CyH0h8yTfygJ5L .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-d3CyH0h8yTfygJ5L .icon-shape .label rect,#mermaid-svg-d3CyH0h8yTfygJ5L .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-d3CyH0h8yTfygJ5L .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-d3CyH0h8yTfygJ5L .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-d3CyH0h8yTfygJ5L :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"nodeLabel\"><\/p>\n<p>\u5206\u5c42 Prompt \u7ed3\u6784<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>SOUL.mdAgent 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class=\"nodeLabel\"><\/p>\n<p>\u68c0\u7d22\u5230\u7684\u76f8\u5173\u8bb0\u5fc6\u7247\u6bb5\u6309\u9700\u6ce8\u5165&#xff0c;\u53ea\u5e26\u6700\u76f8\u5173\u7684<\/p>\n<p><\/span><\/p>\n<p>\u8fd9\u4e2a\u5206\u5c42\u7ed3\u6784\u7684\u597d\u5904\u662f&#xff1a;\u524d\u9762\u51e0\u5c42\u662f\u56fa\u5b9a\u7684\u6216\u5f88\u5c11\u53d8\u5316\u7684\u2014\u2014\u5b83\u4eec\u53ef\u4ee5\u5b8c\u7f8e\u547d\u4e2d API \u7684\u524d\u7f00\u7f13\u5b58&#xff08;Prompt Caching&#xff09;&#xff0c;\u51e0\u4e4e\u96f6\u6210\u672c\u3002<\/p>\n<p>\u7b2c\u4e8c\u5c42&#xff1a;\u4e0a\u4e0b\u6587\u538b\u7f29\u3002 \u5f53\u5bf9\u8bdd\u5386\u53f2\u589e\u957f\u5230\u63a5\u8fd1\u7a97\u53e3\u4e0a\u9650\u65f6&#xff0c;Hermes \u4e0d\u7b80\u5355\u5730\u622a\u65ad\u65e7\u6d88\u606f&#xff0c;\u800c\u662f\u5bf9\u8f83\u65e9\u7684\u5bf9\u8bdd\u8fdb\u884c\u6458\u8981\u538b\u7f29\u3002\u6458\u8981\u4fdd\u7559\u4e86\u5173\u952e\u51b3\u7b56\u70b9\u548c\u7ed3\u679c&#xff08;\u201c\u7528\u6237\u9009\u62e9\u4e86\u65b9\u6848 A&#xff0c;\u90e8\u7f72\u5230 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p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-dyn3dsqPRrSP8oRE .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-dyn3dsqPRrSP8oRE .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-dyn3dsqPRrSP8oRE .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-dyn3dsqPRrSP8oRE .cluster text{fill:#333;}#mermaid-svg-dyn3dsqPRrSP8oRE .cluster span{color:#333;}#mermaid-svg-dyn3dsqPRrSP8oRE 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-dyn3dsqPRrSP8oRE .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-dyn3dsqPRrSP8oRE rect.text{fill:none;stroke-width:0;}#mermaid-svg-dyn3dsqPRrSP8oRE .icon-shape,#mermaid-svg-dyn3dsqPRrSP8oRE .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-dyn3dsqPRrSP8oRE .icon-shape p,#mermaid-svg-dyn3dsqPRrSP8oRE .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-dyn3dsqPRrSP8oRE .icon-shape .label rect,#mermaid-svg-dyn3dsqPRrSP8oRE .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-dyn3dsqPRrSP8oRE .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-dyn3dsqPRrSP8oRE .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-dyn3dsqPRrSP8oRE :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u63d0\u53d6\u8bf7\u6c42\u4e2d\u7684\u5173\u952e\u8bcd<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>FTS5 \u5168\u6587\u641c\u7d22\u6309\u65f6\u95f4\u8870\u51cf\u52a0\u6743\u6392\u5e8f<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7ed3\u679c &gt;&#061; \u9608\u503c?<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5411\u91cf\u8bed\u4e49\u641c\u7d22\u53ef\u9009\u542f\u7528<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6309 task_type \u8fc7\u6ee4\u6309\u65f6\u95f4\u8870\u51cf\u6392\u5e8f\u53d6 top-5<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7ed3\u679c &gt;&#061; \u9608\u503c?<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8fd4\u56de\u7a7a\u4e0d\u786c\u585e\u65e0\u5173\u8bb0\u5fc6<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6ce8\u5165\u4e0a\u4e0b\u6587:\u4ec5\u6ce8\u5165 key_learnings \u5b57\u6bb5<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5339\u914d\u5ea6 &gt; \u9608\u503c?<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u989d\u5916\u6ce8\u5165compressed_log<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5b8c\u6210<\/p>\n<p><\/span><\/p>\n<p>&#034;\u5b81\u7f3a\u6bcb\u6ee5&#034;\u662f\u8fd9\u4e2a\u7b56\u7565\u7684\u6838\u5fc3\u3002Agent \u5b81\u53ef\u5c11\u5e26\u4e00\u4e9b\u8bb0\u5fc6&#xff0c;\u4e5f\u4e0d\u5e94\u8be5\u5e26\u7740\u65e0\u5173\u7684\u5386\u53f2\u7247\u6bb5\u6765\u5e72\u6270\u5f53\u524d\u63a8\u7406\u3002\u4e00\u4e2a\u505a\u7740\u90e8\u7f72\u4efb\u52a1\u7684 Agent \u5982\u679c\u88ab\u786c\u585e\u4e86\u4e00\u6bb5\u4e0a\u5468\u7684\u4ee3\u7801\u5ba1\u8ba1\u8bb0\u5f55&#xff0c;\u53ea\u4f1a\u88ab\u6df7\u6dc6\u2014\u2014\u8fd9\u8ddf\u4eba\u7c7b\u56de\u5fc6\u65e0\u5173\u5f80\u4e8b\u5e72\u6270\u5f53\u524d\u51b3\u7b56\u7684\u9053\u7406\u5b8c\u5168\u4e00\u6837\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001L3 \u8bed\u4e49\u8bb0\u5fc6&#xff1a;\u4ece&#034;\u8bb0\u5f97\u4ec0\u4e48\u4e8b\u4ef6&#034;\u5230&#034;\u77e5\u9053\u4ec0\u4e48\u4e8b\u5b9e&#034;<\/h3>\n<h4>5.1 \u60c5\u666f vs \u8bed\u4e49&#xff1a;\u4e00\u4e2a\u5173\u952e\u533a\u5206<\/h4>\n<p>\u60c5\u666f\u8bb0\u5fc6\u8bb0\u5f55\u7684\u662f\u4e8b\u4ef6&#xff1a;\u201c2026 \u5e74 4 \u6708 15 \u65e5&#xff0c;\u7528\u6237\u8ba9\u6211\u5206\u6790\u4e86 facebook\/react \u7684\u4ee3\u7801\u8d28\u91cf&#xff0c;\u53d1\u73b0\u4e86 23 \u4e2a anti-patterns&#xff0c;\u7528\u6237\u5bf9\u6211\u7684\u62a5\u544a\u683c\u5f0f\u63d0\u51fa\u4e86\u4e09\u70b9\u4fee\u6539\u610f\u89c1\u3002\u201d<\/p>\n<p>\u8bed\u4e49\u8bb0\u5fc6\u8bb0\u5f55\u7684\u662f\u4e8b\u5b9e&#xff1a;\u201c\u7528\u6237\u504f\u597d\u4ee3\u7801\u5206\u6790\u62a5\u544a\u4f7f\u7528 Markdown \u8868\u683c\u800c\u975e\u7eaf\u6587\u672c\u6bb5\u843d&#xff1b;\u7528\u6237\u5173\u6ce8\u7684\u5b89\u5168\u95ee\u9898\u4f18\u5148\u7ea7\u4e3a&#xff1a;\u51ed\u8bc1\u6cc4\u9732 &gt; \u4f9d\u8d56\u8fc7\u671f &gt; \u6ce8\u5165\u98ce\u9669&#xff1b;\u7528\u6237\u7684 React \u9879\u76ee\u4f7f\u7528 TypeScript \u548c ESLint\u3002\u201d<\/p>\n<p>\u524d\u8005\u662f\u65f6\u95f4\u7ebf\u4e0a\u7684\u4e00\u4e2a\u70b9&#xff0c;\u540e\u8005\u662f\u8de8\u8d8a\u591a\u4e2a\u4e8b\u4ef6\u7684\u89c4\u5f8b\u3002\u5206\u5c42\u5b58\u50a8\u7684\u610f\u4e49\u5728\u4e8e&#xff1a;\u8bed\u4e49\u8bb0\u5fc6\u662f\u60c5\u666f\u8bb0\u5fc6\u7ecf\u8fc7\u63d0\u70bc\u7684\u4ea7\u7269&#xff0c;\u5b83\u7684\u6570\u636e\u91cf\u5c0f\u5f97\u591a&#xff0c;\u4f46\u4fe1\u606f\u5bc6\u5ea6\u9ad8\u5f97\u591a\u3002<\/p>\n<h4>5.2 \u5411\u91cf\u6570\u636e\u5e93\u9009\u578b<\/h4>\n<p>\u8bed\u4e49\u8bb0\u5fc6\u9700\u8981\u8bed\u4e49\u641c\u7d22\u2014\u2014&#034;\u7528\u6237\u504f\u597d\u4ec0\u4e48&#034;\u4e0d\u5e94\u8be5\u4f9d\u8d56\u5173\u952e\u8bcd\u5339\u914d\u3002\u56e0\u6b64\u9009\u7528\u5411\u91cf\u6570\u636e\u5e93&#xff1a;<\/p>\n<table>\n<tr>\u9009\u9879\u9002\u7528\u573a\u666f\u7279\u70b9<\/tr>\n<tbody>\n<tr>\n<td>Chroma<\/td>\n<td>\u672c\u5730\u5f00\u53d1\u3001\u5355\u7528\u6237<\/td>\n<td>\u5d4c\u5165\u5f0f&#xff0c;\u96f6\u914d\u7f6e&#xff0c;\u548c SQLite \u4e00\u6837\u7b80\u5355<\/td>\n<\/tr>\n<tr>\n<td>Pinecone<\/td>\n<td>\u591a\u7528\u6237\u3001\u751f\u4ea7\u73af\u5883<\/td>\n<td>\u5168\u6258\u7ba1&#xff0c;\u9ad8\u53ef\u7528&#xff0c;\u6309\u91cf\u4ed8\u8d39<\/td>\n<\/tr>\n<tr>\n<td>Qdrant<\/td>\n<td>\u81ea\u6258\u7ba1\u3001\u9ad8\u6027\u80fd<\/td>\n<td>Rust \u5b9e\u73b0&#xff0c;\u652f\u6301\u91cf\u5316\u538b\u7f29&#xff0c;\u8fc7\u6ee4\u80fd\u529b\u5f3a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Hermes 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class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u65b0\u4e8b\u5b9e\u8865\u5145\u65e7\u4e8b\u5b9e<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u65b0\u4e8b\u5b9e\u4e0e\u65e7\u4e8b\u5b9e\u77db\u76fe<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u4e0e\u65e7\u4e8b\u5b9e\u5b8c\u5168\u4e00\u81f4<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u60c5\u666f\u8bb0\u5fc6\u6700\u8fd17\u5929\u7684episodes<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6309 task_type \u5206\u7ec4<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5bf9\u6bcf\u7ec4:LLM\u6279\u6b21\u5206\u6790\u63d0\u53d6\u8de8\u4e8b\u4ef6\u7684\u6a21\u5f0f<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5019\u9009\u4e8b\u5b9e\u5217\u8868<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u4e0e\u5df2\u6709\u8bed\u4e49\u8bb0\u5fc6\u53bb\u91cd\u6bd4\u5bf9<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u51b2\u7a81\u68c0\u6d4b<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u66f4\u65b0<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6807\u8bb0\u4e3a\u5f85\u786e\u8ba4\u4e0b\u6b21\u51fa\u73b0\u65f6\u518d\u66f4\u65b0<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8df3\u8fc7<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u66f4\u65b0\u8bed\u4e49\u8bb0\u5fc6\u5e93<\/p>\n<p><\/span><\/p>\n<p>\u51b2\u7a81\u68c0\u6d4b\u662f\u5176\u4e2d\u6700\u5173\u952e\u7684\u4e00\u6b65\u3002\u7528\u6237\u7684\u504f\u597d\u53ef\u80fd\u53d8\u5316\u2014\u2014\u4e0a\u534a\u5e74\u504f\u597d React&#xff0c;\u4e0b\u534a\u5e74\u8f6c\u5411 Vue\u3002\u8bed\u4e49\u8bb0\u5fc6\u9700\u8981\u654f\u611f\u4e8e\u8fd9\u79cd\u53d8\u5316&#xff0c;\u4f46\u4e0d\u80fd\u5728\u4e00\u6b21\u53d8\u5316\u540e\u5c31\u8986\u76d6\u65e7\u4e8b\u5b9e&#xff08;\u53ef\u80fd\u53ea\u662f\u4e34\u65f6\u9879\u76ee\u9700\u8981&#xff09;\u3002Hermes \u9009\u62e9\u4e86\u4fdd\u5b88\u7b56\u7565&#xff1a;\u77db\u76fe\u9700\u8981\u4e24\u6b21\u4ee5\u4e0a\u7684\u786e\u8ba4\u624d\u4f1a\u8986\u76d6\u3002\u8fd9\u907f\u514d\u4e86&#034;\u4e00\u4e2a\u4e34\u65f6\u9879\u76ee\u628a\u4f60\u7684\u6280\u80fd\u504f\u597d\u6c38\u4e45\u6539\u504f&#034;\u7684\u95ee\u9898\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001L4 \u6280\u80fd\u4e13\u7528\u8bb0\u5fc6&#xff1a;\u4ece&#034;\u77e5\u9053\u4ec0\u4e48&#034;\u5230&#034;\u4f1a\u505a\u4ec0\u4e48&#034;<\/h3>\n<h4>6.1 \u4e3a\u4ec0\u4e48 Skills \u662f\u8bb0\u5fc6\u7684\u4e00\u5c42<\/h4>\n<p>\u4f60\u53ef\u80fd\u4f1a\u95ee&#xff1a;\u6280\u80fd\u4e0d\u5e94\u8be5\u662f\u72ec\u7acb\u7684&#034;\u529f\u80fd&#034;\u5417&#xff1f;\u4e3a\u4ec0\u4e48\u653e\u5728\u8bb0\u5fc6\u7cfb\u7edf\u91cc&#xff1f;<\/p>\n<p>\u56e0\u4e3a\u5728 Hermes \u7684\u67b6\u6784\u54f2\u5b66\u4e2d&#xff0c;\u6280\u80fd\u5c31\u662f\u6700\u9ad8\u5c42\u7ea7\u7684\u8bb0\u5fc6\u2014\u2014\u5b83\u662f\u5de5\u4f5c\u8bb0\u5fc6\u3001\u60c5\u666f\u8bb0\u5fc6\u3001\u8bed\u4e49\u8bb0\u5fc6\u7ecf\u8fc7 Learning Loop \u7684\u53cd\u601d\u63d0\u70bc\u540e&#xff0c;\u56fa\u5316\u7684\u6700\u7ec8\u4ea7\u7269\u3002<\/p>\n<p>#mermaid-svg-wdcfoskeibBYWvvv{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-wdcfoskeibBYWvvv .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear 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ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-wdcfoskeibBYWvvv p{margin:0;}#mermaid-svg-wdcfoskeibBYWvvv .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-wdcfoskeibBYWvvv .cluster-label text{fill:#333;}#mermaid-svg-wdcfoskeibBYWvvv .cluster-label span{color:#333;}#mermaid-svg-wdcfoskeibBYWvvv .cluster-label span p{background-color:transparent;}#mermaid-svg-wdcfoskeibBYWvvv .label text,#mermaid-svg-wdcfoskeibBYWvvv span{fill:#333;color:#333;}#mermaid-svg-wdcfoskeibBYWvvv .node rect,#mermaid-svg-wdcfoskeibBYWvvv .node circle,#mermaid-svg-wdcfoskeibBYWvvv .node ellipse,#mermaid-svg-wdcfoskeibBYWvvv .node polygon,#mermaid-svg-wdcfoskeibBYWvvv .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-wdcfoskeibBYWvvv .rough-node .label text,#mermaid-svg-wdcfoskeibBYWvvv .node .label text,#mermaid-svg-wdcfoskeibBYWvvv .image-shape .label,#mermaid-svg-wdcfoskeibBYWvvv .icon-shape .label{text-anchor:middle;}#mermaid-svg-wdcfoskeibBYWvvv .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-wdcfoskeibBYWvvv .rough-node .label,#mermaid-svg-wdcfoskeibBYWvvv .node .label,#mermaid-svg-wdcfoskeibBYWvvv .image-shape .label,#mermaid-svg-wdcfoskeibBYWvvv .icon-shape .label{text-align:center;}#mermaid-svg-wdcfoskeibBYWvvv .node.clickable{cursor:pointer;}#mermaid-svg-wdcfoskeibBYWvvv .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-wdcfoskeibBYWvvv .arrowheadPath{fill:#333333;}#mermaid-svg-wdcfoskeibBYWvvv .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-wdcfoskeibBYWvvv .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-wdcfoskeibBYWvvv .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-wdcfoskeibBYWvvv .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-wdcfoskeibBYWvvv .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-wdcfoskeibBYWvvv .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-wdcfoskeibBYWvvv .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-wdcfoskeibBYWvvv .cluster text{fill:#333;}#mermaid-svg-wdcfoskeibBYWvvv .cluster span{color:#333;}#mermaid-svg-wdcfoskeibBYWvvv 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-wdcfoskeibBYWvvv .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-wdcfoskeibBYWvvv rect.text{fill:none;stroke-width:0;}#mermaid-svg-wdcfoskeibBYWvvv .icon-shape,#mermaid-svg-wdcfoskeibBYWvvv .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-wdcfoskeibBYWvvv .icon-shape p,#mermaid-svg-wdcfoskeibBYWvvv .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-wdcfoskeibBYWvvv .icon-shape .label rect,#mermaid-svg-wdcfoskeibBYWvvv .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-wdcfoskeibBYWvvv .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-wdcfoskeibBYWvvv .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-wdcfoskeibBYWvvv :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5de5\u4f5c\u8bb0\u5fc6\u4e2d\u7684\u6210\u529f\u6267\u884c\u8f68\u8ff9<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u60c5\u666f\u8bb0\u5fc6\u4e2d\u5f52\u6863\u7684\u7ed3\u6784\u5316\u4e8b\u4ef6<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8bed\u4e49\u8bb0\u5fc6\u4e2d\u63d0\u70bc\u7684\u504f\u597d\u548c\u4e8b\u5b9e<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>Learning Loop \u7684\u53cd\u601d\u4e0e\u62bd\u8c61<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6280\u80fd\u4e13\u7528\u8bb0\u5fc6\u53ef\u6267\u884c\u7684Skill\u6587\u4ef6<\/p>\n<p><\/span><\/p>\n<p>\u4e00\u4e2a Skill \u6587\u4ef6\u4e0d\u53ea\u662f\u4e00\u4e2a&#034;\u64cd\u4f5c\u624b\u518c&#034;\u3002\u5b83\u5305\u542b\u4e86&#xff1a;<\/p>\n<ul>\n<li>\u89e6\u53d1\u6761\u4ef6&#xff08;\u4ec0\u4e48\u65f6\u5019\u8be5\u7528\u8fd9\u4e2a\u6280\u80fd&#xff09;\u2014\u2014\u6765\u81ea\u60c5\u666f\u8bb0\u5fc6\u4e2d\u7684\u6a21\u5f0f\u8bc6\u522b<\/li>\n<li>\u6267\u884c\u6b65\u9aa4&#xff08;\u600e\u4e48\u64cd\u4f5c&#xff09;\u2014\u2014\u6765\u81ea\u5de5\u4f5c\u8bb0\u5fc6\u4e2d\u7684\u6210\u529f\u8f68\u8ff9<\/li>\n<li>\u5df2\u77e5\u9650\u5236&#xff08;\u4ec0\u4e48\u65f6\u5019\u4e0d\u8be5\u7528&#xff09;\u2014\u2014\u6765\u81ea\u60c5\u666f\u8bb0\u5fc6\u4e2d\u7684\u5931\u8d25\u6848\u4f8b<\/li>\n<li>\u7528\u6237\u504f\u597d&#xff08;\u600e\u4e48\u9002\u914d\u4f60\u7684\u4e60\u60ef&#xff09;\u2014\u2014\u6765\u81ea\u8bed\u4e49\u8bb0\u5fc6\u4e2d\u7684\u4e8b\u5b9e\u63d0\u53d6<\/li>\n<\/ul>\n<h4>6.2 Markdown \u4f5c\u4e3a\u6280\u80fd\u8f7d\u4f53<\/h4>\n<p>Skills \u4ee5 Markdown \u6587\u4ef6\u5b58\u50a8\u5728 .hermes\/skills\/ \u76ee\u5f55\u4e0b\u3002\u9009\u62e9 Markdown \u7684\u7406\u7531&#xff1a;<\/p>\n<li>LLM \u539f\u751f\u64c5\u957f\u8bfb\u5199 Markdown\u3002\u4e0d\u9700\u8981\u7279\u6b8a\u7684\u89e3\u6790\u5668&#xff0c;\u4e0d\u9700\u8981\u8bad\u7ec3\u3002<\/li>\n<li>\u4eba\u7c7b\u53ef\u8bfb\u3001\u53ef\u7f16\u8f91\u3002\u4f60\u53ef\u4ee5\u968f\u65f6\u6253\u5f00 Skill \u6587\u4ef6\u4fee\u6539\u6267\u884c\u6b65\u9aa4\u3002<\/li>\n<li>\u81ea\u7136\u8bed\u8a00\u7684\u7075\u6d3b\u6027 &gt; \u4ee3\u7801\u7684\u7ed3\u6784\u6027\u3002\u4e00\u4e2a\u90e8\u7f72\u6b65\u9aa4\u7684\u63cf\u8ff0&#xff08;\u201c\u5148\u5728 staging \u73af\u5883\u6d4b\u8bd5&#xff0c;\u786e\u8ba4\u6ca1\u95ee\u9898\u540e\u518d\u63a8\u5230 production\u201d&#xff09;\u6bd4\u7b49\u4ef7\u7684\u4ee3\u7801\u903b\u8f91&#xff08;try-catch\u3001\u73af\u5883\u53d8\u91cf\u5224\u65ad\u3001\u56de\u6eda\u903b\u8f91&#xff09;\u66f4\u5bb9\u6613\u8ba9 LLM \u7406\u89e3\u548c\u6267\u884c\u3002<\/li>\n<li>\u7248\u672c\u63a7\u5236\u53cb\u597d\u3002Markdown 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\u9047\u5230\u7aef\u53e3\u51b2\u7a81\u65b0\u8e29\u7684\u5751<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>5. \u4fee\u590d\u540e\u6210\u529f\u90e8\u7f72<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6267\u884c\u524d&#xff1a;\u8bb0\u5fc6\u68c0\u7d22<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u8bf7\u6c42:\u5e2e\u6211\u628a\u6700\u8fd1\u4e00\u5468\u7684\u6539\u52a8\u90e8\u7f72\u5230 staging<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>L2 \u60c5\u666f\u8bb0\u5fc6\u68c0\u7d22FTS5\u5168\u6587\u641c\u7d22\u6700\u8fd1\u4e00\u5468&#043;\u90e8\u7f72&#043;staging\u627e\u52303\u6761\u76f8\u5173episodes<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>L3 \u8bed\u4e49\u8bb0\u5fc6\u68c0\u7d22\u8bed\u4e49\u641c\u7d22staging\u5bf9\u5e94\u5206\u652f\u90e8\u7f72\u524d\u9700\u8dd1test<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>L4 \u6280\u80fd\u8bb0\u5fc6\u52a0\u8f7d\u5339\u914d\u5230 deploy-app Skill\u89e6\u53d1\u6761\u4ef6\u547d\u4e2d<\/p>\n<p><\/span><\/p>\n<h4>7.2 \u534f\u540c\u539f\u5219<\/h4>\n<p>\u5199\u65f6\u5206\u5c42&#xff0c;\u8bfb\u65f6\u6c47\u805a\u3002\u5199\u5165\u65f6&#xff0c;\u6570\u636e\u6309\u62bd\u8c61\u5c42\u6b21\u5206\u522b\u8fdb\u5165\u4e0d\u540c\u5c42\u3002\u8bfb\u53d6\u65f6&#xff0c;\u56db\u5c42\u6570\u636e\u6c47\u805a\u4e3a\u4e00\u4e2a\u7edf\u4e00\u7684\u4e0a\u4e0b\u6587&#xff0c;\u6ce8\u5165\u5f53\u524d\u4f1a\u8bdd\u3002<\/p>\n<p>\u4e0b\u5c42\u4e3b\u52a8\u5411\u4e0a\u5c42\u63d0\u70bc\u3002\u5de5\u4f5c\u8bb0\u5fc6\u5f52\u6863\u65f6\u63d0\u53d6\u60c5\u666f\u8bb0\u5fc6&#xff0c;\u60c5\u666f\u8bb0\u5fc6\u6279\u91cf\u5206\u6790\u65f6\u63d0\u53d6\u8bed\u4e49\u8bb0\u5fc6&#xff0c;\u8bed\u4e49\u8bb0\u5fc6\u7ed3\u5408\u6267\u884c\u8f68\u8ff9\u56fa\u5316\u4e3a\u6280\u80fd\u8bb0\u5fc6\u3002\u5411\u4e0a\u63d0\u70bc\u7684\u8fc7\u7a0b\u662f\u81ea\u52a8\u7684\u3001\u5f02\u6b65\u7684\u3001\u540e\u53f0\u6267\u884c\u7684\u3002<\/p>\n<p>\u4e0a\u5c42\u53ef\u4ee5\u53cd\u5411\u67e5\u8be2\u4e0b\u5c42\u3002\u5982\u679c\u6280\u80fd\u8bb0\u5fc6\u4e2d\u7684\u67d0\u4e2a\u6b65\u9aa4\u9700\u8981\u66f4\u591a\u4e0a\u4e0b\u6587&#xff08;\u201c\u4e3a\u4ec0\u4e48\u90e8\u7f72\u524d\u8981\u68c0\u67e5\u7aef\u53e3\u6620\u5c04&#xff1f;\u201d&#xff09;&#xff0c;\u53ef\u4ee5\u53cd\u5411\u4ece\u60c5\u666f\u8bb0\u5fc6\u4e2d\u627e\u5230\u539f\u59cb\u4e8b\u4ef6&#xff08;\u201c2026-08-10 \u90e8\u7f72 staging&#xff0c;\u7aef\u53e3\u51b2\u7a81\u201d&#xff09;\u3002<\/p>\n<hr \/>\n<h3>\u516b\u3001\u4e0e\u5176\u4ed6\u8bb0\u5fc6\u65b9\u6848\u7684\u5bf9\u6bd4\u5b9a\u4f4d<\/h3>\n<h4>8.1 vs LangChain Memory<\/h4>\n<p>LangChain \u63d0\u4f9b\u4e86\u591a\u79cd Memory \u5b9e\u73b0&#xff08;ConversationBufferMemory\u3001ConversationSummaryMemory\u3001VectorStoreRetrieverMemory \u7b49&#xff09;&#xff0c;\u6838\u5fc3\u601d\u8def\u662f&#034;\u628a\u8bb0\u5fc6\u4e32\u5728 Chain \u4e0a&#034;\u2014\u2014\u6bcf\u6b21\u8c03\u7528\u65f6\u4ece Memory \u53d6\u6570\u636e&#xff0c;\u62fc\u5230 Prompt \u91cc\u3002<\/p>\n<p>\u5173\u952e\u533a\u522b&#xff1a;LangChain Memory \u662f\u88ab\u52a8\u5b58\u50a8\u2014\u2014\u5b83\u5b58\u4ec0\u4e48\u7531\u5f00\u53d1\u8005\u5b9a\u4e49&#xff08;\u5b58\u6700\u8fd1 K \u8f6e\u5bf9\u8bdd\u3001\u5b58\u6458\u8981\u3001\u5b58\u5b9e\u4f53&#xff09;&#xff0c;Agent \u4e0d\u4f1a\u4e3b\u52a8\u51b3\u5b9a&#034;\u8fd9\u4e2a\u7ecf\u9a8c\u503c\u5f97\u8bb0\u4f4f&#034;\u3002Hermes \u7684\u8bb0\u5fc6\u7cfb\u7edf\u662f\u4e3b\u52a8\u5b66\u4e60\u2014\u2014Agent \u81ea\u5df1\u5224\u65ad\u4ec0\u4e48\u503c\u5f97\u8bb0\u3001\u600e\u4e48\u8bb0\u3001\u8bb0\u5728\u54ea\u4e00\u5c42\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u533a\u522b&#xff1a;LangChain \u7684 Memory \u5404\u7c7b\u578b\u4e4b\u95f4\u662f\u5e76\u5217\u53ef\u9009\u7684&#xff08;\u4f60\u9009 Buffer \u6216 Summary \u6216 VectorStore&#xff09;&#xff0c;\u800c Hermes \u7684\u56db\u5c42\u662f\u5206\u5c42\u9012\u8fdb\u7684\u2014\u2014\u4ece\u6570\u636e\u5230\u4fe1\u606f\u5230\u77e5\u8bc6\u5230\u6280\u80fd&#xff0c;\u6bcf\u5c42\u6709\u4e0d\u540c\u7684\u62bd\u8c61\u7b49\u7ea7\u3002<\/p>\n<h4>8.2 \u4e00\u5f20\u5bf9\u6bd4\u8868<\/h4>\n<table>\n<tr>\u7ef4\u5ea6LangChain MemoryHermes Memory<\/tr>\n<tbody>\n<tr>\n<td>\u8bb0\u5fc6\u5c42\u6570<\/td>\n<td>\u5355\u5c42&#xff08;\u53ef\u9009\u7c7b\u578b&#xff09;<\/td>\n<td>\u56db\u5c42&#xff08;\u5de5\u4f5c\u2192\u60c5\u666f\u2192\u8bed\u4e49\u2192\u6280\u80fd&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8\u65b9\u5f0f<\/td>\n<td>\u591a\u79cd\u53ef\u9009<\/td>\n<td>SQLite &#043; \u5411\u91cf\u5e93 &#043; Markdown<\/td>\n<\/tr>\n<tr>\n<td>\u5b66\u4e60\u65b9\u5f0f<\/td>\n<td>\u88ab\u52a8&#xff08;\u5f00\u53d1\u8005\u5b9a\u4e49\u5b58\u4ec0\u4e48&#xff09;<\/td>\n<td>\u4e3b\u52a8&#xff08;Agent \u81ea\u5df1\u5224\u65ad &#043; \u81ea\u52a8\u5f52\u6863&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u8de8\u4f1a\u8bdd<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u652f\u6301&#xff08;\u4e14\u81ea\u52a8\u63d0\u70bc&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u6280\u80fd\/\u6d41\u7a0b\u590d\u7528<\/td>\n<td>\u4e0d\u652f\u6301<\/td>\n<td>\u652f\u6301&#xff08;L4 \u6280\u80fd\u4e13\u7528\u8bb0\u5fc6&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u8fd0\u7ef4\u590d\u6742\u5ea6<\/td>\n<td>\u4f4e<\/td>\n<td>\u4e2d&#xff08;\u591a\u5b58\u50a8\u540e\u7aef&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h3>\u603b\u7ed3<\/h3>\n<p>\u56de\u5230\u5f00\u7bc7\u7684\u573a\u666f&#xff1a;\u4e3a\u4ec0\u4e48 Hermes \u7684 Agent \u4e0d\u4f1a\u5728\u7b2c\u4e8c\u5929\u65e9\u4e0a\u95ee&#034;\u4f60\u7684\u9879\u76ee\u7528\u4ec0\u4e48\u6784\u5efa\u5de5\u5177&#034;&#xff1f;<\/p>\n<p>\u56e0\u4e3a\u5b83\u6709\u56db\u5c42\u8bb0\u5fc6\u5728\u5de5\u4f5c&#xff1a;<\/p>\n<ul>\n<li>\u60c5\u666f\u8bb0\u5fc6\u8bb0\u5f97\u6628\u5929\u4f60\u4eec\u505a\u4e86\u4e00\u6b21\u90e8\u7f72&#xff0c;\u5176\u4e2d\u6d89\u53ca\u4e86 docker-compose\u3001staging \u5206\u652f\u3001\u7aef\u53e3\u51b2\u7a81\u548c\u4fee\u590d\u8fc7\u7a0b<\/li>\n<li>\u8bed\u4e49\u8bb0\u5fc6\u77e5\u9053\u8fd9\u4e2a\u9879\u76ee\u7528 Docker \u6784\u5efa\u3001staging \u5bf9\u5e94 dev \u5206\u652f\u3001\u90e8\u7f72\u524d\u9700\u8981\u8dd1\u6d4b\u8bd5<\/li>\n<li>\u6280\u80fd\u8bb0\u5fc6\u5b58\u4e86\u4e00\u4efd deploy-app \u6280\u80fd&#xff0c;\u91cc\u9762\u6709\u5b8c\u6574\u7684\u90e8\u7f72\u6d41\u7a0b<\/li>\n<li>\u5de5\u4f5c\u8bb0\u5fc6\u5728\u65b0\u4f1a\u8bdd\u5f00\u59cb\u65f6&#xff0c;\u81ea\u52a8\u52a0\u8f7d\u4e86\u8fd9\u4e09\u5c42\u8bb0\u5fc6\u4e2d\u6700\u76f8\u5173\u7684\u90e8\u5206<\/li>\n<\/ul>\n<p>\u7528\u6237\u8bf4&#034;\u5e2e\u6211\u628a\u6628\u5929\u7684\u6539\u52a8\u90e8\u7f72\u5230 staging&#034;\u3002Agent \u5df2\u7ecf\u51c6\u5907\u597d\u4e86\u2014\u2014\u4e0d\u662f\u56e0\u4e3a\u5b83\u8bb0\u4f4f\u4e86\u8fd9\u4e00\u53e5\u8bdd&#xff0c;\u800c\u662f\u56e0\u4e3a\u5b83\u8bb0\u4f4f\u4e86\u4f60\u3002<\/p>\n<p>\u67b6\u6784\u5c42\u9762\u7684\u542f\u793a&#xff1a;\u8bb0\u5fc6\u7cfb\u7edf\u7684\u8bbe\u8ba1&#xff0c;\u6838\u5fc3\u4e0d\u662f&#034;\u5b58\u591a\u5927&#034;\u6216&#034;\u5b58\u591a\u4e45&#034;&#xff0c;\u800c\u662f \u201c\u4fe1\u606f\u5982\u4f55\u9010\u5c42\u5347\u7ef4\u201d\u3002\u5de5\u4f5c\u8bb0\u5fc6\u662f\u539f\u59cb\u6570\u636e&#xff0c;\u60c5\u666f\u8bb0\u5fc6\u662f\u7ed3\u6784\u5316\u4e8b\u4ef6&#xff0c;\u8bed\u4e49\u8bb0\u5fc6\u662f\u62bd\u8c61\u4e8b\u5b9e&#xff0c;\u6280\u80fd\u8bb0\u5fc6\u662f\u53ef\u6267\u884c\u6d41\u7a0b\u3002\u8fd9\u56db\u5c42\u4ee3\u8868\u4e86\u4fe1\u606f\u4ece&#034;\u53d1\u751f\u8fc7&#034;\u5230&#034;\u5b66\u4f1a\u4e86&#034;\u7684\u5b8c\u6574\u8fdb\u5316\u8def\u5f84\u3002<\/p>\n<p>\u4e00\u4e2a\u53ea\u6709\u5de5\u4f5c\u8bb0\u5fc6\u7684 Agent \u662f&#034;\u91d1\u9c7c&#034;\u3002\u4e00\u4e2a\u6709\u60c5\u666f\u8bb0\u5fc6\u7684 Agent \u662f&#034;\u65e5\u8bb0\u672c&#034;\u3002\u4e00\u4e2a\u6709\u8bed\u4e49\u8bb0\u5fc6\u7684 Agent \u662f&#034;\u767e\u79d1\u5168\u4e66&#034;\u3002\u800c\u56db\u5c42\u9f50\u5907\u7684 Agent&#xff0c;\u624d\u662f&#034;\u77e5\u5df1&#034;\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hermes \u8bb0\u5fc6\u9769\u547d&#xff1a;\u56db\u5c42\u8bb0\u5fc6\u67b6\u6784\u5982\u4f55\u8ba9 Agent \u4ece\\&#8221;\u91d1\u9c7c\\&#8221;\u53d8\u6210\\&#8221;\u77e5\u5df1\\&#8221;<br \/>\n\u8bf4\u5728\u524d\u9762<br \/>\n\u60f3\u8c61\u4e00\u4e2a\u573a\u666f&#xff1a;\u4f60\u82b1\u4e86\u6574\u4e2a\u4e0b\u5348\u6559 AI \u52a9\u624b\u5b66\u4f1a\u4e86\u4f60\u7684\u9879\u76ee\u90e8\u7f72\u6d41\u7a0b\u2014\u2014\u54ea\u4e2a\u5206\u652f\u5bf9\u5e94\u54ea\u4e2a\u73af\u5883\u3001\u6784\u5efa\u524d\u8981\u8dd1\u54ea\u4e9b\u68c0\u67e5\u3001\u51fa\u9519\u4e86\u600e\u4e48\u56de\u6eda\u3002\u5b83\u5b8c\u6210\u5f97\u5f88\u597d\u3002\u4f60\u5173\u6389\u7ec8\u7aef&#xff0c;\u4e0b\u73ed\u56de\u5bb6\u3002<br \/>\n\u7b2c\u4e8c\u5929\u65e9\u4e0a&#xff0c;\u4f60\u6253\u5f00\u7535\u8111&#xff0c;\u5bf9 AI \u52a9\u624b\u8bf4&#xff1a;\u201c\u5e2e\u6211\u628a\u6628\u5929\u7684\u6539\u52a8\u90e8\u7f72\u5230 staging\u3002\u201d<br 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