{"id":712,"date":"2026-04-11T20:32:00","date_gmt":"2026-04-11T12:32:00","guid":{"rendered":"https:\/\/forelink.top\/?p=712"},"modified":"2026-04-11T20:32:01","modified_gmt":"2026-04-11T12:32:01","slug":"harness%e5%b7%a5%e7%a8%8b%e2%94%80%e2%94%80%e4%ba%ba%e7%b1%bb%e6%b3%a8%e6%84%8f%e5%8a%9b%e5%b7%b2%e6%88%90%e7%a8%80%e7%bc%ba%e8%b5%84%e6%ba%90","status":"publish","type":"post","link":"https:\/\/forelink.top\/index.php\/2026\/04\/11\/harness%e5%b7%a5%e7%a8%8b%e2%94%80%e2%94%80%e4%ba%ba%e7%b1%bb%e6%b3%a8%e6%84%8f%e5%8a%9b%e5%b7%b2%e6%88%90%e7%a8%80%e7%bc%ba%e8%b5%84%e6%ba%90\/","title":{"rendered":"Harness\u5de5\u7a0b\u2500\u2500\u4eba\u7c7b\u6ce8\u610f\u529b\u5df2\u6210\u7a00\u7f3a\u8d44\u6e90"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">\u6982\u8ff0<\/h1>\n\n\n\n<p>\u4ece 2022 \u5e74 ChatGPT \u8bde\u751f\u81f3\u4eca\uff0cAI \u5de5\u7a0b\u5316\u7ecf\u5386\u4e09\u6b21\u5173\u952e\u8303\u5f0f\u8f6c\u79fb\u3002\u7406\u89e3\u8fd9\u4e09\u6b21\u5de5\u7a0b\u9769\u547d\u7684\u672c\u8d28\uff0c\u662f\u6784\u5efa\u53ef\u9760 AI Agent \u7684\u524d\u63d0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9636\u6bb5<\/th><th>\u540d\u79f0<\/th><th>\u65f6\u95f4<\/th><th>\u6838\u5fc3\u95ee\u9898<\/th><th>\u672c\u8d28<\/th><\/tr><\/thead><tbody><tr><td>\u7b2c\u4e00\u4ee3<\/td><td>\u63d0\u793a\u8bcd\u5de5\u7a0b (Prompt Engineering)<\/td><td>2022-2024<\/td><td>&#8220;\u5982\u4f55\u95ee\u5bf9\u95ee\u9898\uff1f&#8221;<\/td><td>\u4f18\u5316\u5355\u6b21\u6307\u4ee4\u7684\u4e66\u5199\u6280\u5de7<\/td><\/tr><tr><td>\u7b2c\u4e8c\u4ee3<\/td><td>\u4e0a\u4e0b\u6587\u5de5\u7a0b (Context Engineering)<\/td><td>2025<\/td><td>&#8220;\u6a21\u578b\u9700\u8981\u77e5\u9053\u4ec0\u4e48\uff1f&#8221;<\/td><td>\u8bbe\u8ba1\u5b8c\u6574\u7684\u4fe1\u606f\u73af\u5883<\/td><\/tr><tr><td>\u7b2c\u4e09\u4ee3<\/td><td>Harness \u5de5\u7a0b (Harness Engineering)<\/td><td>2026+<\/td><td>&#8220;\u5982\u4f55\u786e\u4fdd\u4efb\u52a1\u53ef\u9760\u5b8c\u6210\uff1f&#8221;<\/td><td>\u6784\u5efa\u6267\u884c\u63a7\u5236\u7cfb\u7edf<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u7b2c\u4e00\u7ae0\uff1a\u63d0\u793a\u8bcd\u5de5\u7a0b\uff08Prompt Engineering\uff09<\/h1>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 \u4ec0\u4e48\u662f\u63d0\u793a\u8bcd\u5de5\u7a0b<\/h3>\n\n\n\n<p>\u63d0\u793a\u8bcd\u5de5\u7a0b\u662f\u7b2c\u4e00\u6279 AI \u5de5\u7a0b\u5e08\u9762\u4e34\u7684\u6838\u5fc3\u8bfe\u9898\uff1a\u5728\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\uff0c\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u6307\u4ee4\u3001\u793a\u4f8b\u548c\u63aa\u8f9e\uff0c\u83b7\u5f97\u6b63\u786e\u8f93\u51fa\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u6838\u5fc3\u6280\u5de7<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Few-shot Learning<\/strong>\uff1a\u5728\u63d0\u793a\u4e2d\u52a0\u5165 1-3 \u4e2a\u793a\u4f8b\uff0c\u8ba9\u6a21\u578b\u7406\u89e3\u4efb\u52a1\u6a21\u5f0f<\/li>\n\n\n\n<li><strong>Chain-of-Thought<\/strong>\uff1a\u8981\u6c42\u6a21\u578b&#8221;\u5148\u601d\u8003\u518d\u56de\u7b54&#8221;\uff0c\u9010\u6b65\u63a8\u7406<\/li>\n\n\n\n<li><strong>Role Assignment<\/strong>\uff1a\u8d4b\u4e88\u6a21\u578b\u7279\u5b9a\u89d2\u8272\uff08&#8221;\u4f60\u662f\u4e00\u4f4d\u8d44\u6df1Python\u5de5\u7a0b\u5e08&#8221;\uff09<\/li>\n\n\n\n<li><strong>Output Formatting<\/strong>\uff1a\u6307\u5b9a\u8f93\u51fa\u683c\u5f0f\uff08JSON\u3001Markdown\u3001\u5217\u8868\u7b49\uff09<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">1.3 \u751c\u871c\u533a\u95f4<\/h3>\n\n\n\n<p>\u5927\u91cf\u5b9e\u8df5\u8868\u660e\uff0c\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5b58\u5728<strong>\u751c\u871c\u533a\u95f4<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Smart Zone\uff080-40%\uff09<\/strong>\uff1a\u6a21\u578b\u80fd\u51c6\u786e\u63a8\u7406\u548c\u751f\u6210\u5185\u5bb9<\/li>\n\n\n\n<li><strong>Dumb Zone\uff0840-100%\uff09<\/strong>\uff1a\u63a8\u7406\u548c\u8f93\u51fa\u8d28\u91cf\u5927\u5e45\u4e0b\u964d<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">1.4 \u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u5c40\u9650<\/h3>\n\n\n\n<p>\u5f53 AI \u7cfb\u7edf\u4ece\u7b80\u5355\u804a\u5929\u673a\u5668\u4eba\u6f14\u53d8\u4e3a\u591a\u6b65\u9aa4 Agent \u65f6\uff0c\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u5c40\u9650\u6027\u66b4\u9732\u65e0\u9057\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4fe1\u606f\u5b64\u5c9b<\/strong>\uff1a\u6bcf\u6b21\u4ea4\u4e92\u4ece\u96f6\u5f00\u59cb\uff0c\u65e0\u6cd5\u4fdd\u6301\u72b6\u6001<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u7a97\u53e3\u74f6\u9888<\/strong>\uff1a\u65e0\u6cd5\u5c06\u6240\u6709\u76f8\u5173\u4fe1\u606f\u585e\u5165\u5355\u6b21\u63d0\u793a<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u6267\u884c\u65ad\u88c2<\/strong>\uff1a\u65e0\u6cd5\u5b8c\u6210\u9700\u8981\u5de5\u5177\u8c03\u7528\u3001\u591a\u8f6e\u8fed\u4ee3\u7684\u590d\u6742\u4efb\u52a1<\/li>\n<\/ol>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u63d0\u793a\u8bcd\u5de5\u7a0b\u662f\u77ed\u8dd1\u2014\u2014\u4e13\u6ce8\u4e8e\u5373\u65f6\u3001\u4efb\u52a1\u7279\u5b9a\u7684\u5b8c\u7f8e\u3002\u4e0a\u4e0b\u6587\u5de5\u7a0b\u662f\u9a6c\u62c9\u677e\u2014\u2014\u4e13\u6ce8\u4e8e\u957f\u671f\u7a33\u5b9a\u6027\u548c\u6027\u80fd\u3002<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u7b2c\u4e8c\u7ae0\uff1a\u4e0a\u4e0b\u6587\u5de5\u7a0b\uff08Context Engineering\uff09<\/h1>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 \u6982\u5ff5\u8d77\u6e90<\/h3>\n\n\n\n<p>2025 \u5e74 6 \u6708\uff0cAndrej Karpathy \u548c Shopify CEO Tobi L\u00fctke \u540c\u65f6\u63d0\u51fa&#8221;\u4e0a\u4e0b\u6587\u5de5\u7a0b&#8221;\u8fd9\u4e00\u672f\u8bed\uff0c\u8fc5\u901f\u83b7\u5f97\u884c\u4e1a\u8ba4\u540c\u3002Gartner \u5728 2025 \u5e74\u4e2d\u5c06\u5176\u5b9a\u4e49\u4e3a\uff1a<strong>\u8bbe\u8ba1\u5e76\u7ed3\u6784\u5316 AI \u6a21\u578b\u6240\u63a5\u6536\u7684\u76f8\u5173\u6570\u636e\u3001\u5de5\u4f5c\u6d41\u548c\u4e0a\u4e0b\u6587\u73af\u5883\u7684\u5de5\u7a0b\u5b66\u79d1<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 \u4e0e\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u672c\u8d28\u533a\u522b<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ef4\u5ea6<\/th><th>\u63d0\u793a\u8bcd\u5de5\u7a0b<\/th><th>\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/th><\/tr><\/thead><tbody><tr><td>\u8303\u56f4<\/td><td>\u5355\u6b21\u63d0\u793a\u6216\u6a21\u677f<\/td><td>\u7cfb\u7edf\u63d0\u793a + \u68c0\u7d22\u6587\u6863 + \u8bb0\u5fc6 + \u5de5\u5177<\/td><\/tr><tr><td>\u51fa\u73b0\u65f6\u95f4<\/td><td>2022-2023\uff08GPT \u65f6\u4ee3\uff09<\/td><td>2025\uff08Agent \u65f6\u4ee3\uff09<\/td><\/tr><tr><td>\u6027\u8d28<\/td><td>\u5199\u4f5c\u6280\u80fd<\/td><td>\u7cfb\u7edf\u5de5\u7a0b<\/td><\/tr><tr><td>\u5173\u6ce8\u70b9<\/td><td>\u5982\u4f55\u5199\u5f97\u66f4\u597d<\/td><td>\u6784\u5efa\u81ea\u52a8\u5316\u4fe1\u606f\u4ea4\u4ed8\u7cfb\u7edf<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 \u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u4e94\u5c42\u67b6\u6784<\/h3>\n\n\n\n<p>\u6839\u636e LangChain \u63d0\u51fa\u7684\u6846\u67b6\uff0c\u5b8c\u6574\u4e0a\u4e0b\u6587\u5305\u542b\u516d\u5c42\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Layer<\/th><th>\u63cf\u8ff0<\/th><\/tr><\/thead><tbody><tr><td>Current Task<\/td><td>\u5f53\u524d\u4efb\u52a1\u63cf\u8ff0<\/td><\/tr><tr><td>Orchestration Context<\/td><td>\u6267\u884c\u72b6\u6001\u3001\u4e2d\u95f4\u7ed3\u679c<\/td><\/tr><tr><td>Tool Outputs<\/td><td>\u5de5\u5177\u8fd4\u56de\u7ed3\u679c<\/td><\/tr><tr><td>Retrieved Documents<\/td><td>RAG \u68c0\u7d22\u7684\u6587\u6863<\/td><\/tr><tr><td>Agent Memory<\/td><td>\u5bf9\u8bdd\u5386\u53f2\u3001\u957f\u671f\u8bb0\u5fc6<\/td><\/tr><tr><td>System Instructions<\/td><td>\u89d2\u8272\u3001\u884c\u4e3a\u7ea6\u675f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2.4 \u56db\u5927\u6838\u5fc3\u6280\u672f<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Write\uff08\u5199\u5165\uff09<\/strong>\uff1a\u751f\u6210\u63d0\u793a\u3001\u793a\u4f8b\u3001\u6307\u4ee4<\/li>\n\n\n\n<li><strong>Select\uff08\u9009\u62e9\uff09<\/strong>\uff1a\u4ece\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u6700\u76f8\u5173\u7684\u6587\u6863<\/li>\n\n\n\n<li><strong>Structure\uff08\u7ed3\u6784\u5316\uff09<\/strong>\uff1a\u5c06\u4fe1\u606f\u7ec4\u7ec7\u6210\u6a21\u578b\u6613\u5904\u7406\u7684\u683c\u5f0f<\/li>\n\n\n\n<li><strong>Update\uff08\u66f4\u65b0\uff09<\/strong>\uff1a\u52a8\u6001\u7ba1\u7406\u5bf9\u8bdd\u5386\u53f2\u548c\u8bb0\u5fc6<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">2.5 \u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u6838\u5fc3\u539f\u5219<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u6709\u6548\u7684\u4e0a\u4e0b\u6587\u4e0d\u662f\u8d8a\u591a\u8d8a\u597d\u2014\u2014\u800c\u662f\u63d0\u4f9b\u6b63\u786e\u7684\u4fe1\u606f\u3001\u5728\u6b63\u786e\u7684\u65f6\u673a\u3001\u4ee5\u5206\u5c42\u7684\u5f62\u5f0f\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\u8fc7\u8f7d\u4e0a\u4e0b\u6587\u4f1a\u7a00\u91ca\u6ce8\u610f\u529b\uff0c\u5bfc\u81f4&#8221;lost-in-the-middle&#8221;\u95ee\u9898\u3002Stanford \u548c UC Berkeley \u7684\u7814\u7a76\uff08ACE \u6846\u67b6\uff09\u8bc1\u660e\uff0c\u5373\u4f7f\u6a21\u578b\u58f0\u79f0\u652f\u6301 100 \u4e07 token \u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u6b63\u786e\u6027\u5728\u7ea6 32,000 token \u540e\u5c31\u5f00\u59cb\u4e0b\u964d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.6 \u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u5931\u8d25\u6a21\u5f0f<\/h3>\n\n\n\n<p>\u5373\u4fbf\u6709\u4e86\u826f\u597d\u7684\u4e0a\u4e0b\u6587\u8bbe\u8ba1\uff0cAgent \u4ecd\u4f1a\u72af\u4ee5\u4e0b\u9519\u8bef\uff08Anthropic \u5f52\u56e0\uff09\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5c1d\u8bd5\u4e00\u6b65\u5230\u4f4d\uff08One-Shotting\uff09<\/strong>\uff1a\u5728\u5355\u4e2a\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u5c1d\u8bd5\u5b8c\u6210\u6240\u6709\u9700\u6c42\uff0c\u4e0a\u4e0b\u6587\u8017\u5c3d\u540e\u65e0\u6cd5\u6062\u590d<\/li>\n\n\n\n<li><strong>\u8fc7\u65e9\u5ba3\u5e03\u80dc\u5229<\/strong>\uff1a\u4efb\u52a1\u521d\u6b65\u5b8c\u6210\u5c31\u9000\u51fa\uff0c\u800c\u975e\u7ee7\u7eed\u9a8c\u8bc1<\/li>\n\n\n\n<li><strong>\u8fc7\u65e9\u6807\u8bb0\u529f\u80fd\u5b8c\u6210<\/strong>\uff1a\u6ca1\u6709\u8fdb\u4e00\u6b65\u6d4b\u8bd5\u5c31\u8ba4\u4e3a\u4efb\u52a1\u5b8c\u6210<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u7b2c\u4e09\u7ae0\uff1aHarness \u5de5\u7a0b\uff08Harness Engineering\uff09<\/h1>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u8d77\u6e90\u4e0e\u5b9a\u4e49<\/h3>\n\n\n\n<p>2026 \u5e74\u521d\uff0c&#8221;Harness \u5de5\u7a0b&#8221;\u8fd9\u4e00\u672f\u8bed\u6b63\u5f0f\u8fdb\u5165\u4e3b\u6d41\u89c6\u91ce\u3002\u8be5\u8bcd\u7531 OpenAI Codex \u56e2\u961f\u666e\u53ca\uff0cMitchell Hashimoto\uff08HashiCorp \u8054\u5408\u521b\u59cb\u4eba\uff09\u53d1\u8868\u4e86\u7cfb\u7edf\u6027\u7684\u9610\u8ff0\u3002<\/p>\n\n\n\n<p><strong>Harness \u662f\u4ec0\u4e48\u610f\u601d\uff1f<\/strong> \u5728\u9a6c\u5177\u5b66\u4e2d\uff0charness \u662f\u4e00\u5957\u63a7\u5236\u88c5\u7f6e\u2014\u2014\u7f30\u7ef3\u3001\u56bc\u5b50\u3001\u978d\u5ea7\u2014\u2014\u5f15\u5bfc\u5f3a\u5927\u52a8\u7269\u7684\u529b\u91cf\u7528\u4e8e\u6709\u7528\u7684\u5de5\u4f5c\u3002\u8fd9\u4e2a\u6bd4\u55bb\u7cbe\u786e\u6620\u5c04\u5230 AI Agent\uff1a\u6a21\u578b\u5feb\u901f\u800c\u5f3a\u5927\uff0c\u4f46\u5b83\u672c\u8eab\u4e0d\u77e5\u9053\u53bb\u5411\u4f55\u65b9\u3002<strong>Harness \u5c31\u662f\u4f60\u6784\u5efa\u7684\u4e00\u5207\uff0c\u7528\u6765\u5f15\u5bfc\u5b83\u3002<\/strong><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5982\u679c\u8bf4 Prompt \u662f\u7ed9\u65b0\u5458\u5de5\u7684<strong>\u7b80\u62a5<\/strong>\uff0cContext \u662f<strong>\u53c2\u8003\u8d44\u6599<\/strong>\uff0c\u90a3\u4e48 Harness \u5c31\u662f<strong>\u68c0\u67e5\u6e05\u5355\u3001\u7ba1\u7406\u8005\u5ba1\u67e5\u548c\u5b89\u5168\u534f\u8bae<\/strong>\uff0c\u786e\u4fdd\u5de5\u4f5c\u771f\u6b63\u5b8c\u6210\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u4e3a\u4ec0\u4e48\u73b0\u5728\u9700\u8981 Harness \u5de5\u7a0b<\/h3>\n\n\n\n<p>\u4e09\u4e2a\u8d8b\u52bf\u5728 2026 \u5e74\u6c47\u805a\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u5546\u54c1\u5316<\/strong>\uff1aClaude\u3001GPT-4\u3001Gemini \u548c\u5f00\u6e90\u66ff\u4ee3\u65b9\u6848\u5728\u6807\u51c6\u57fa\u51c6\u4e0a\u8868\u73b0\u76f8\u8fd1\u3002\u6a21\u578b\u4e0d\u518d\u662f\u7ade\u4e89\u4f18\u52bf\u3002<\/li>\n\n\n\n<li><strong>Agent \u4ece demo \u5230\u751f\u4ea7<\/strong>\uff1a\u7ec4\u7ec7\u6b63\u5728\u90e8\u7f72\u5904\u7406\u5ba2\u6237\u4ea4\u4e92\u3001\u7f16\u5199\u4ee3\u7801\u3001\u6267\u884c\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\u7684 Agent\u3002<\/li>\n\n\n\n<li><strong>\u4eba\u7c7b\u6ce8\u610f\u529b\u6210\u4e3a\u7a00\u7f3a\u8d44\u6e90<\/strong>\uff1aAgent \u541e\u5410\u91cf\u5feb\u901f\u8d85\u8d8a\u4eba\u7c7b\u5ba1\u6838\u901f\u5ea6\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 Harness \u5de5\u7a0b\u7684\u516d\u4e2a\u6838\u5fc3\u5c42\u6b21<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Layer<\/th><th>\u63cf\u8ff0<\/th><\/tr><\/thead><tbody><tr><td>Approval Gates<\/td><td>\u4eba\u5de5\u5ba1\u6279\u8282\u70b9<\/td><\/tr><tr><td>Observability<\/td><td>\u8ffd\u8e2a\u3001\u65e5\u5fd7\u3001\u76d1\u63a7<\/td><\/tr><tr><td>Memory &amp; Context Management<\/td><td>\u957f\u671f\u8bb0\u5fc6\u3001\u4e0a\u4e0b\u6587\u91cd\u7f6e<\/td><\/tr><tr><td>Tool Orchestration<\/td><td>\u5de5\u5177\u7f16\u6392\u3001\u9519\u8bef\u6062\u590d<\/td><\/tr><tr><td>Verification &amp; Guardrails<\/td><td>\u8f93\u51fa\u9a8c\u8bc1\u3001\u5b89\u5168\u62a4\u680f<\/td><\/tr><tr><td>Context Assembly<\/td><td>\u4e0a\u4e0b\u6587\u7ec4\u88c5\u3001\u68c0\u7d22<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">3.4 Harness \u7684\u4e03\u5927\u6838\u5fc3\u7ec4\u4ef6<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4e0a\u4e0b\u6587\u7ec4\u88c5 (Context Assembly)<\/strong>\uff1a\u52a8\u6001\u7ec4\u88c5\u63d0\u793a\u3001\u68c0\u7d22\u7ed3\u679c\u3001\u8bb0\u5fc6<\/li>\n\n\n\n<li><strong>\u5de5\u5177\u7f16\u6392 (Tool Orchestration)<\/strong>\uff1a\u5b9a\u4e49 Agent \u53ef\u8c03\u7528\u7684\u5de5\u5177\u53ca\u8c03\u7528\u987a\u5e8f<\/li>\n\n\n\n<li><strong>\u9a8c\u8bc1\u4e0e\u62a4\u680f (Verification &amp; Guardrails)<\/strong>\uff1a\u68c0\u67e5\u8f93\u51fa\u8d28\u91cf\u3001\u963b\u6b62\u9519\u8bef\u64cd\u4f5c<\/li>\n\n\n\n<li><strong>\u9519\u8bef\u6062\u590d (Error Recovery)<\/strong>\uff1aAgent \u5931\u8d25\u65f6\u7684\u91cd\u8bd5\u548c\u964d\u7ea7\u7b56\u7565<\/li>\n\n\n\n<li><strong>\u8bb0\u5fc6\u7ba1\u7406 (Memory Management)<\/strong>\uff1a\u8de8\u4f1a\u8bdd\u72b6\u6001\u6301\u4e45\u5316\u3001\u4e0a\u4e0b\u6587\u538b\u7f29\/\u91cd\u7f6e<\/li>\n\n\n\n<li><strong>\u53ef\u89c2\u6d4b\u6027 (Observability)<\/strong>\uff1a\u8ffd\u8e2a Token \u6d88\u8017\u3001\u5de5\u5177\u4f7f\u7528\u3001Agent \u884c\u4e3a<\/li>\n\n\n\n<li><strong>\u5ba1\u6279\u7f51\u5173 (Approval Gates)<\/strong>\uff1a\u5173\u952e\u64cd\u4f5c\u7684\u4eba\u7c7b\u5ba1\u67e5\u70b9<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">3.5 \u4e09\u4ee3\u5de5\u7a0b\u7684\u5bf9\u6bd4<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ef4\u5ea6<\/th><th>\u63d0\u793a\u8bcd\u5de5\u7a0b<\/th><th>\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/th><th>Harness \u5de5\u7a0b<\/th><\/tr><\/thead><tbody><tr><td>\u8303\u56f4<\/td><td>\u5355\u6b21 LLM \u8c03\u7528<\/td><td>\u5355\u6b21 LLM \u8c03\u7528 + \u4e30\u5bcc\u4e0a\u4e0b\u6587<\/td><td>\u591a\u6b65\u9aa4\u7cfb\u7edf + \u591a\u6b21\u8c03\u7528<\/td><\/tr><tr><td>\u5931\u8d25\u6a21\u5f0f<\/td><td>\u63aa\u8f9e\u4e0d\u5f53\u3001\u6b67\u4e49<\/td><td>\u4e0a\u4e0b\u6587\u7f3a\u5931\u6216\u65e0\u5173<\/td><td>\u7cfb\u7edf\u6545\u969c\u3001\u7ea7\u8054\u9519\u8bef<\/td><\/tr><tr><td>\u5f71\u54cd\u4e0a\u9650<\/td><td>5-15% \u8d28\u91cf\u63d0\u5347<\/td><td>20-40% \u8d28\u91cf\u63d0\u5347<\/td><td>50-300% \u53ef\u9760\u6027\u63d0\u5347<\/td><\/tr><tr><td>\u6210\u719f\u65f6\u95f4<\/td><td>2022-2023<\/td><td>2024-2025<\/td><td>2026+<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u63d0\u793a\u8bcd\u5de5\u7a0b\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u4e00\u4e2a\u7ec4\u4ef6\u3002\u4e0a\u4e0b\u6587\u5de5\u7a0b\u662f Harness \u5de5\u7a0b\u7684\u4e00\u4e2a\u7ec4\u4ef6\u3002\u5b83\u4eec\u4e0d\u662f\u66ff\u4ee3\u5173\u7cfb\uff0c\u800c\u662f\u5d4c\u5957\u5c42\u6b21\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.6 \u771f\u5b9e\u6848\u4f8b\u6570\u636e<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u516c\u53f8<\/th><th>Harness \u6295\u5165<\/th><th>\u7ed3\u679c<\/th><\/tr><\/thead><tbody><tr><td>OpenAI (Codex)<\/td><td>\u6c99\u7bb1\u73af\u5883\u3001\u9a8c\u8bc1\u5faa\u73af\u3001\u7ed3\u6784\u5316\u5de5\u5177\u8bbf\u95ee<\/td><td>3 \u540d\u5de5\u7a0b\u5e08 5 \u4e2a\u6708\u751f\u6210 100 \u4e07\u884c\u4ee3\u7801<\/td><\/tr><tr><td>LangChain<\/td><td>Terminal Bench agent \u7684 Harness \u6539\u8fdb<\/td><td>\u4efb\u52a1\u5b8c\u6210\u7387\u4ece 52.8% \u63d0\u5347\u81f3 66.5%<\/td><\/tr><tr><td>Vercel<\/td><td>\u5de5\u5177\u7cbe\u7b80\uff0815 \u4e2a \u2192 2 \u4e2a\uff09\u3001\u4e0a\u4e0b\u6587\u4f18\u5316<\/td><td>\u51c6\u786e\u7387 80% \u2192 100%\uff0cToken \u51cf\u5c11 37%\uff0c\u901f\u5ea6\u63d0\u5347 3.5 \u500d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u5173\u952e\u6d1e\u5bdf<\/strong>\uff1aHarness \u6539\u8fdb\u5e26\u6765\u7684\u6536\u76ca consistently \u9ad8\u4e8e\u6a21\u578b\u5347\u7ea7\u3002LangChain \u7684 14 \u4e2a\u767e\u5206\u70b9\u63d0\u5347\u662f\u901a\u8fc7\u51cf\u5c11\u5de5\u5177\u590d\u6742\u6027\u5b9e\u73b0\u7684\uff0c\u800c\u975e\u4f7f\u7528\u66f4\u667a\u80fd\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.7 \u5de5\u7a0b\u5e08\u89d2\u8272\u7684\u8f6c\u53d8<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u5728 Agent \u65f6\u4ee3\uff0c\u5de5\u7a0b\u5e08\u7684\u5de5\u4f5c\u4e0d\u518d\u662f\u5199\u6bcf\u4e00\u884c\u4ee3\u7801\uff0c\u800c\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06\u76ee\u6807\u5206\u89e3\u4e3a Agent \u53cb\u597d\u7684\u5b50\u4efb\u52a1<\/li>\n\n\n\n<li>\u8bc6\u522b Agent \u5931\u8d25\u65f6&#8221;\u73af\u5883\u80fd\u529b&#8221;\u7684\u7f3a\u5931<\/li>\n\n\n\n<li>\u8bbe\u8ba1\u7ea6\u675f\u3001\u53cd\u9988\u5faa\u73af\u548c\u751f\u547d\u5468\u671f\u7ba1\u7406<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">3.8 Harness \u7684\u8bbe\u8ba1\u539f\u5219<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4e3a\u5220\u9664\u800c\u8bbe\u8ba1<\/strong>\uff1a\u6784\u5efa\u53ef\u4ee5\u5728\u6a21\u578b\u6539\u8fdb\u65f6\u79fb\u9664\u7684\u7ec4\u4ef6\uff0c\u800c\u975e\u5047\u8bbe\u6a21\u578b\u6c38\u8fdc\u9700\u8981\u76f8\u540c\u7ea7\u522b\u7684\u63a7\u5236<\/li>\n\n\n\n<li><strong>\u6d4b\u91cf\u4e0d\u53ef\u6d4b\u4e4b\u7269<\/strong>\uff1a\u65e0\u6cd5\u6d4b\u91cf\u7684 Harness \u65e0\u6cd5\u4f18\u5316\u3002\u8ffd\u8e2a Token\u3001\u5de5\u5177\u4f7f\u7528\u548c AI \u653e\u5927\u7387<\/li>\n\n\n\n<li><strong>\u5feb\u901f\u68c0\u6d4b + \u5ec9\u4ef7\u56de\u6eda > \u7f13\u6162\u7684\u4eba\u5de5\u4fdd\u8bc1<\/strong>\uff1a\u4f18\u5316\u4eba\u7c7b\u6ce8\u610f\u529b\u7684\u5229\u7528\u6548\u7387<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u7b2c\u56db\u7ae0\uff1a\u4e09\u8005\u5173\u7cfb<\/h1>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/forelink.top\/wp-content\/uploads\/2026\/04\/\u4e09\u5927\u5de5\u7a0b\u67b6\u6784\u56fe.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"591\" height=\"311\" data-original=\"https:\/\/forelink.top\/wp-content\/uploads\/2026\/04\/\u4e09\u5927\u5de5\u7a0b\u67b6\u6784\u56fe.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-713\"\/><\/div><\/figure>\n\n\n\n<p><strong>\u63d0\u793a\u8bcd\u5de5\u7a0b\u662f\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u4e00\u4e2a\u7ec4\u4ef6\u3002\u4e0a\u4e0b\u6587\u5de5\u7a0b\u662f Harness \u5de5\u7a0b\u7684\u4e00\u4e2a\u7ec4\u4ef6\u3002\u5b83\u4eec\u4e0d\u662f\u66ff\u4ee3\u5173\u7cfb\uff0c\u800c\u662f\u5d4c\u5957\u5c42\u6b21\u3002<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u603b\u7ed3<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5de5\u7a0b<\/th><th>\u6838\u5fc3\u95ee\u9898<\/th><th>\u4ea4\u4ed8\u7269<\/th><th>\u5173\u952e\u6280\u80fd<\/th><\/tr><\/thead><tbody><tr><td>\u63d0\u793a\u8bcd\u5de5\u7a0b<\/td><td>\u5982\u4f55\u63aa\u8f9e\uff1f<\/td><td>\u597d\u7684\u6307\u4ee4<\/td><td>\u5199\u4f5c\u3001\u63aa\u8f9e<\/td><\/tr><tr><td>\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/td><td>\u63d0\u4f9b\u4ec0\u4e48\u4fe1\u606f\uff1f<\/td><td>\u5b8c\u6574\u4fe1\u606f\u73af\u5883<\/td><td>\u7cfb\u7edf\u8bbe\u8ba1\u3001\u4fe1\u606f\u67b6\u6784<\/td><\/tr><tr><td>Harness 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