{"id":31367,"date":"2025-05-16T13:54:00","date_gmt":"2025-05-16T05:54:00","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=31367"},"modified":"2025-05-16T13:54:00","modified_gmt":"2025-05-16T05:54:00","slug":"muscle-mem","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/muscle-mem\/","title":{"rendered":"Muscle-Mem"},"content":{"rendered":"<p>Muscle-Mem \u662f\u4e00\u4e2a\u5f00\u6e90\u7684 Python \u5de5\u5177\uff0c\u6258\u7ba1\u5728 GitHub \u4e0a\uff0c\u7531 pig-dot-dev \u5f00\u53d1\u3002\u5b83\u65e8\u5728\u4e3a AI \u4ee3\u7406\u63d0\u4f9b\u884c\u4e3a\u7f13\u5b58\u529f\u80fd\uff0c\u5e2e\u52a9\u51cf\u5c11\u91cd\u590d\u4efb\u52a1\u4e2d\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8c03\u7528\uff0c\u4ece\u800c\u63d0\u9ad8\u8fd0\u884c\u901f\u5ea6\u3001\u964d\u4f4e\u53d8\u5f02\u6027\u5e76\u8282\u7701\u6210\u672c\u3002Muscle-Mem \u901a\u8fc7\u8bb0\u5f55 AI \u4ee3\u7406\u7684\u5de5\u5177\u8c03\u7528\u6a21\u5f0f\uff0c\u5728\u9047\u5230\u76f8\u540c\u4efb\u52a1\u65f6\u76f4\u63a5\u590d\u7528\u5df2\u7f13\u5b58\u7684\u884c\u4e3a\uff0c\u53ea\u6709\u5728\u68c0\u6d4b\u5230\u65b0\u573a\u666f\u65f6\u624d\u8c03\u7528\u4ee3\u7406\u903b\u8f91\u3002\u5b83\u7684\u6838\u5fc3\u673a\u5236\u662f\u7f13\u5b58\u9a8c\u8bc1\uff0c\u901a\u8fc7\u68c0\u67e5\u73af\u5883\u7279\u5f81\u5224\u65ad\u662f\u5426\u53ef\u4ee5\u5b89\u5168\u590d\u7528\u7f13\u5b58\u3002\u8fd9\u4e2a\u5de5\u5177\u9002\u5408\u9700\u8981\u4f18\u5316\u81ea\u52a8\u5316\u4efb\u52a1\u7684\u5f00\u53d1\u8005\uff0c\u7279\u522b\u662f\u5904\u7406\u91cd\u590d\u6027\u9ad8\u7684\u5de5\u4f5c\u6d41\u3002\u5b98\u65b9\u6587\u6863\u548c\u793a\u4f8b\u4ee3\u7801\u6e05\u6670\uff0c\u793e\u533a\u53cd\u9988\u79ef\u6781\uff0c\u9002\u7528\u4e8e Python \u5f00\u53d1\u8005\u548c AI \u81ea\u52a8\u5316\u9886\u57df\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-31368\" title=\"Muscle-Mem-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/9752337440f6c24.jpg\" alt=\"Muscle-Mem-1\" width=\"1412\" height=\"694\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/9752337440f6c24.jpg 1412w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/05\/9752337440f6c24-18x9.jpg 18w\" sizes=\"auto, (max-width: 1412px) 100vw, 1412px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u884c\u4e3a\u7f13\u5b58<\/strong>\uff1a\u8bb0\u5f55 AI \u4ee3\u7406\u7684\u5de5\u5177\u8c03\u7528\u6a21\u5f0f\uff0c\u7f13\u5b58\u884c\u4e3a\u4ee5\u590d\u7528\u3002<\/li>\n<li><strong>\u7f13\u5b58\u9a8c\u8bc1<\/strong>\uff1a\u901a\u8fc7\u9884\u68c0\u67e5\u548c\u540e\u68c0\u67e5\u673a\u5236\uff0c\u786e\u4fdd\u7f13\u5b58\u884c\u4e3a\u5728\u7279\u5b9a\u73af\u5883\u4e0b\u7684\u5b89\u5168\u6027\u3002<\/li>\n<li><strong>\u5de5\u5177\u88c5\u9970\u5668<\/strong>\uff1a\u652f\u6301\u7528\u00a0<code>@engine.tool<\/code>\u00a0\u88c5\u9970\u5668\u4e3a\u5de5\u5177\u6dfb\u52a0\u7f13\u5b58\u529f\u80fd\u3002<\/li>\n<li><strong>\u73af\u5883\u611f\u77e5<\/strong>\uff1a\u6839\u636e\u73af\u5883\u7279\u5f81\u5224\u65ad\u7f13\u5b58\u547d\u4e2d\uff08cache-hit\uff09\u6216\u672a\u547d\u4e2d\uff08cache-miss\uff09\u3002<\/li>\n<li><strong>\u7075\u6d3b\u96c6\u6210<\/strong>\uff1a\u5141\u8bb8\u5f00\u53d1\u8005\u81ea\u5b9a\u4e49\u4ee3\u7406\u903b\u8f91\uff0c\u5e76\u5c06\u5176\u63a5\u5165 Muscle-Mem \u5f15\u64ce\u3002<\/li>\n<li><strong>\u9ad8\u6548\u6267\u884c<\/strong>\uff1a\u51cf\u5c11\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8c03\u7528\uff0c\u63d0\u5347\u4efb\u52a1\u6267\u884c\u901f\u5ea6\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>Muscle-Mem \u662f\u4e00\u4e2a Python \u5e93\uff0c\u5b89\u88c5\u8fc7\u7a0b\u7b80\u5355\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u73af\u5883\u51c6\u5907<\/strong><br \/>\n\u786e\u4fdd\u4f60\u7684\u7cfb\u7edf\u5df2\u5b89\u88c5 Python 3.7 \u6216\u4ee5\u4e0a\u7248\u672c\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u68c0\u67e5\uff1a<\/p>\n<pre><code>python --version\r\n<\/code><\/pre>\n<p>\u63a8\u8350\u4f7f\u7528\u865a\u62df\u73af\u5883\u4ee5\u907f\u514d\u4f9d\u8d56\u51b2\u7a81\uff0c\u4f8b\u5982\uff1a<\/p>\n<pre><code>python -m venv venv\r\nsource venv\/bin\/activate  # Linux\/Mac\r\nvenv\\Scripts\\activate     # Windows\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u514b\u9686\u4ed3\u5e93\u6216\u5b89\u88c5<\/strong><br \/>\nMuscle-Mem \u76ee\u524d\u901a\u8fc7 GitHub \u4ed3\u5e93\u5206\u53d1\u3002\u514b\u9686\u4ed3\u5e93\u5230\u672c\u5730\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/pig-dot-dev\/muscle-mem.git\r\ncd muscle-mem\r\n<\/code><\/pre>\n<p>\u7136\u540e\u5b89\u88c5\u4f9d\u8d56\uff1a<\/p>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u5982\u679c\u4ed3\u5e93\u63d0\u4f9b\u4e86\u00a0<code>setup.py<\/code>\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\uff1a<\/p>\n<pre><code>pip install .\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u9a8c\u8bc1\u5b89\u88c5<\/strong><br \/>\n\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u5bfc\u5165 Muscle-Mem \u6a21\u5757\u5e76\u68c0\u67e5\u662f\u5426\u6b63\u5e38\uff1a<\/p>\n<pre><code>from muscle_mem import Engine\r\nprint(Engine())\r\n<\/code><\/pre>\n<p>\u5982\u679c\u6ca1\u6709\u62a5\u9519\uff0c\u8bf4\u660e\u5b89\u88c5\u6210\u529f\u3002<\/li>\n<\/ol>\n<h3>\u57fa\u672c\u4f7f\u7528<\/h3>\n<p>Muscle-Mem \u7684\u6838\u5fc3\u662f\u00a0<code>Engine<\/code>\u00a0\u7c7b\uff0c\u7528\u4e8e\u7ba1\u7406\u4ee3\u7406\u548c\u5de5\u5177\u7684\u7f13\u5b58\u903b\u8f91\u3002\u4ee5\u4e0b\u662f\u5982\u4f55\u4f7f\u7528 Muscle-Mem \u7684\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u521d\u59cb\u5316\u5f15\u64ce<\/strong><br \/>\n\u521b\u5efa\u4e00\u4e2a\u00a0<code>Engine<\/code>\u00a0\u5b9e\u4f8b\uff1a<\/p>\n<pre><code>from muscle_mem import Engine\r\nengine = Engine()\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b9a\u4e49\u5de5\u5177\u5e76\u6dfb\u52a0\u7f13\u5b58<\/strong><br \/>\n\u4f7f\u7528\u00a0<code>@engine.tool<\/code>\u00a0\u88c5\u9970\u5668\u5b9a\u4e49\u5de5\u5177\u51fd\u6570\uff0c\u5e76\u901a\u8fc7\u00a0<code>pre_check<\/code>\u00a0\u6216\u00a0<code>post_check<\/code>\u00a0\u6dfb\u52a0\u7f13\u5b58\u9a8c\u8bc1\u3002\u4f8b\u5982\uff0c\u5b9a\u4e49\u4e00\u4e2a\u7b80\u5355\u7684\u00a0<code>hello<\/code>\u00a0\u51fd\u6570\uff1a<\/p>\n<pre><code>from dataclasses import dataclass\r\nimport time\r\nfrom muscle_mem import Check\r\n# \u5b9a\u4e49\u73af\u5883\u7279\u5f81\u7684\u6570\u636e\u7ed3\u6784\r\n@dataclass\r\nclass T:\r\nname: str\r\ntime: float\r\n# \u6355\u83b7\u73af\u5883\u7279\u5f81\r\ndef capture(name: str) -&gt; T:\r\nnow = time.time()\r\nreturn T(name=name, time=now)\r\n# \u6bd4\u8f83\u73af\u5883\u7279\u5f81\uff0c\u9a8c\u8bc1\u7f13\u5b58\u6709\u6548\u6027\r\ndef compare(current: T, candidate: T) -&gt; bool:\r\ndiff = current.time - candidate.time\r\nreturn diff &lt;= 1  # \u7f13\u5b581\u79d2\u5185\u6709\u6548\r\n# \u5b9a\u4e49\u5de5\u5177\u5e76\u6dfb\u52a0\u7f13\u5b58\u68c0\u67e5\r\n@engine.tool(pre_check=Check(capture, compare))\r\ndef hello(name: str):\r\ntime.sleep(0.1)\r\nprint(f\"hello {name}\")\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u8fd0\u884c\u4ee3\u7406<\/strong><br \/>\n\u5b9a\u4e49\u4e00\u4e2a\u4ee3\u7406\u51fd\u6570\uff0c\u5e76\u5c06\u5176\u6ce8\u518c\u5230\u5f15\u64ce\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>def agent(name: str):\r\nfor i in range(9):\r\nhello(name + \" + \" + str(i))\r\nengine.set_agent(agent)\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6267\u884c\u4efb\u52a1\u5e76\u68c0\u67e5\u7f13\u5b58<\/strong><br \/>\n\u8c03\u7528\u5f15\u64ce\u8fd0\u884c\u4ee3\u7406\uff0c\u5e76\u68c0\u67e5\u7f13\u5b58\u547d\u4e2d\u60c5\u51b5\uff1a<\/p>\n<pre><code>cache_hit = engine(\"erik\")  # \u9996\u6b21\u8fd0\u884c\uff0c\u7f13\u5b58\u672a\u547d\u4e2d\r\nprint(cache_hit)  # False\r\ncache_hit = engine(\"erik\")  # \u518d\u6b21\u8fd0\u884c\uff0c\u7f13\u5b58\u547d\u4e2d\r\nprint(cache_hit)  # True\r\ntime.sleep(3)  # \u7b49\u5f85\u7f13\u5b58\u5931\u6548\r\ncache_hit = engine(\"erik\")  # \u7f13\u5b58\u5931\u6548\uff0c\u91cd\u65b0\u8fd0\u884c\r\nprint(cache_hit)  # False\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<h4>\u7f13\u5b58\u9a8c\u8bc1\u673a\u5236<\/h4>\n<p>Muscle-Mem \u7684\u6838\u5fc3\u7279\u8272\u662f\u7f13\u5b58\u9a8c\u8bc1\uff0c\u901a\u8fc7\u00a0<code>Check<\/code>\u00a0\u7c7b\u5b9e\u73b0\u3002\u5f00\u53d1\u8005\u9700\u8981\u5b9a\u4e49\u4e24\u4e2a\u51fd\u6570\uff1a<\/p>\n<ul>\n<li><code>capture<\/code>\uff1a\u6355\u83b7\u5f53\u524d\u73af\u5883\u7279\u5f81\uff0c\u4f8b\u5982\u65f6\u95f4\u3001\u8f93\u5165\u53c2\u6570\u7b49\u3002<\/li>\n<li><code>compare<\/code>\uff1a\u6bd4\u8f83\u5f53\u524d\u73af\u5883\u548c\u7f13\u5b58\u73af\u5883\uff0c\u5224\u65ad\u662f\u5426\u53ef\u4ee5\u590d\u7528\u7f13\u5b58\u3002<\/li>\n<\/ul>\n<p>\u5728\u4e0a\u8ff0\u793a\u4f8b\u4e2d\uff0c<code>capture<\/code>\u00a0\u8bb0\u5f55\u4e86\u8c03\u7528\u65f6\u95f4\u548c\u53c2\u6570\uff0c<code>compare<\/code>\u00a0\u68c0\u67e5\u65f6\u95f4\u5dee\u662f\u5426\u57281\u79d2\u5185\u3002\u8fd9\u79cd\u673a\u5236\u786e\u4fdd\u4e86\u7f13\u5b58\u7684\u5b89\u5168\u6027\uff0c\u907f\u514d\u5728\u4e0d\u5408\u9002\u7684\u573a\u666f\u4e0b\u590d\u7528\u884c\u4e3a\u3002<\/p>\n<h4>\u5de5\u5177\u590d\u7528<\/h4>\n<p>Muscle-Mem \u5141\u8bb8\u4e3a\u591a\u4e2a\u5de5\u5177\u6dfb\u52a0\u7f13\u5b58\u652f\u6301\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u4e3a\u6587\u4ef6\u64cd\u4f5c\u3001API \u8c03\u7528\u7b49\u5de5\u5177\u5b9a\u4e49\u72ec\u7acb\u7684\u7f13\u5b58\u9a8c\u8bc1\u903b\u8f91\u3002\u5f00\u53d1\u8005\u53ea\u9700\u4e3a\u6bcf\u4e2a\u5de5\u5177\u7f16\u5199\u5bf9\u5e94\u7684\u00a0<code>capture<\/code>\u00a0\u548c\u00a0<code>compare<\/code>\u00a0\u51fd\u6570\uff0c\u5e76\u901a\u8fc7\u00a0<code>@engine.tool<\/code>\u00a0\u88c5\u9970\u5668\u7ed1\u5b9a\u3002<\/p>\n<h3>\u8fdb\u9636\u4f7f\u7528<\/h3>\n<ol>\n<li><strong>\u591a\u5de5\u5177\u7ba1\u7406<\/strong><br \/>\n\u5982\u679c\u4f60\u7684\u4ee3\u7406\u9700\u8981\u8c03\u7528\u591a\u4e2a\u5de5\u5177\uff0c\u53ef\u4ee5\u4e3a\u6bcf\u4e2a\u5de5\u5177\u5b9a\u4e49\u72ec\u7acb\u7684\u7f13\u5b58\u9a8c\u8bc1\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>@engine.tool(pre_check=Check(capture_file, compare_file))\r\ndef read_file(path: str):\r\nwith open(path, 'r') as f:\r\nreturn f.read()\r\n@engine.tool(pre_check=Check(capture_api, compare_api))\r\ndef call_api(url: str):\r\nimport requests\r\nreturn requests.get(url).text\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u52a8\u6001\u7f13\u5b58\u7b56\u7565<\/strong><br \/>\n\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u9700\u6c42\u8c03\u6574\u7f13\u5b58\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u5ef6\u957f\u7f13\u5b58\u6709\u6548\u65f6\u95f4\u6216\u6839\u636e\u8f93\u5165\u53c2\u6570\u52a8\u6001\u8c03\u6574\u00a0<code>compare<\/code>\u00a0\u903b\u8f91\u3002<\/li>\n<li><strong>\u8c03\u8bd5\u7f13\u5b58<\/strong><br \/>\nMuscle-Mem \u652f\u6301\u68c0\u67e5\u7f13\u5b58\u547d\u4e2d\u60c5\u51b5\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7\u65e5\u5fd7\u6216\u8fd4\u56de\u503c\u5224\u65ad\u7f13\u5b58\u662f\u5426\u751f\u6548\uff0c\u4fbf\u4e8e\u8c03\u8bd5\u548c\u4f18\u5316\u3002<\/li>\n<\/ol>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u786e\u4fdd\u00a0<code>capture<\/code>\u00a0\u548c\u00a0<code>compare<\/code>\u00a0\u51fd\u6570\u903b\u8f91\u6b63\u786e\uff0c\u5426\u5219\u53ef\u80fd\u5bfc\u81f4\u7f13\u5b58\u8bef\u7528\u3002<\/li>\n<li>\u7f13\u5b58\u6570\u636e\u5b58\u50a8\u5728\u5185\u5b58\u4e2d\uff0c\u9002\u5408\u77ed\u671f\u4efb\u52a1\u3002\u5bf9\u4e8e\u957f\u671f\u4efb\u52a1\uff0c\u5efa\u8bae\u6269\u5c55 Muscle-Mem \u4ee5\u652f\u6301\u6301\u4e45\u5316\u5b58\u50a8\u3002<\/li>\n<li>\u5de5\u5177\u51fd\u6570\u5e94\u5c3d\u91cf\u4fdd\u6301\u7b80\u5355\uff0c\u907f\u514d\u590d\u6742\u903b\u8f91\u5f71\u54cd\u7f13\u5b58\u6548\u7387\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u81ea\u52a8\u5316\u811a\u672c\u4f18\u5316<\/strong><br \/>\nMuscle-Mem \u9002\u5408\u4f18\u5316\u91cd\u590d\u8fd0\u884c\u7684\u81ea\u52a8\u5316\u811a\u672c\u3002\u4f8b\u5982\uff0c\u5728\u6570\u636e\u5904\u7406 pipeline \u4e2d\uff0c\u4ee3\u7406\u9700\u8981\u591a\u6b21\u8c03\u7528\u76f8\u540c\u7684\u9884\u5904\u7406\u51fd\u6570\u3002\u901a\u8fc7 Muscle-Mem \u7f13\u5b58\u8fd9\u4e9b\u51fd\u6570\u7684\u6267\u884c\u7ed3\u679c\uff0c\u53ef\u4ee5\u663e\u8457\u51cf\u5c11\u8fd0\u884c\u65f6\u95f4\u3002<\/li>\n<li><strong>AI \u4ee3\u7406\u4efb\u52a1\u52a0\u901f<\/strong><br \/>\n\u5728 AI \u9a71\u52a8\u7684\u81ea\u52a8\u5316\u4efb\u52a1\u4e2d\uff0c\u4f8b\u5982\u7f51\u9875\u722c\u866b\u6216\u5ba2\u670d\u673a\u5668\u4eba\uff0cMuscle-Mem \u53ef\u4ee5\u7f13\u5b58\u5e38\u89c1\u7684\u7528\u6237\u8bf7\u6c42\u5904\u7406\u903b\u8f91\uff0c\u51cf\u5c11\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8c03\u7528\uff0c\u63d0\u5347\u54cd\u5e94\u901f\u5ea6\u3002<\/li>\n<li><strong>\u5f00\u53d1\u6d4b\u8bd5\u73af\u5883<\/strong><br \/>\n\u5f00\u53d1\u8005\u5728\u6d4b\u8bd5 AI \u4ee3\u7406\u65f6\uff0c\u53ef\u4ee5\u7528 Muscle-Mem \u7f13\u5b58\u6d4b\u8bd5\u7528\u4f8b\u7684\u6267\u884c\u7ed3\u679c\uff0c\u907f\u514d\u91cd\u590d\u8fd0\u884c\u8017\u65f6\u4efb\u52a1\uff0c\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>Muscle-Mem \u652f\u6301\u54ea\u4e9b\u7f16\u7a0b\u8bed\u8a00\uff1f<\/strong><br \/>\nMuscle-Mem \u662f\u4e00\u4e2a Python \u5e93\uff0c\u76ee\u524d\u4ec5\u652f\u6301 Python \u5f00\u53d1\u73af\u5883\u3002\u672a\u6765\u53ef\u80fd\u6269\u5c55\u5230\u5176\u4ed6\u8bed\u8a00\uff0c\u4f46\u5b98\u65b9\u6682\u65e0\u76f8\u5173\u8ba1\u5212\u3002<\/li>\n<li><strong>\u5982\u4f55\u786e\u4fdd\u7f13\u5b58\u7684\u5b89\u5168\u6027\uff1f<\/strong><br \/>\nMuscle-Mem \u901a\u8fc7\u00a0<code>Check<\/code>\u00a0\u7c7b\u63d0\u4f9b\u7684\u00a0<code>capture<\/code>\u00a0\u548c\u00a0<code>compare<\/code>\u00a0\u51fd\u6570\u9a8c\u8bc1\u73af\u5883\u7279\u5f81\u3002\u5f00\u53d1\u8005\u9700\u8981\u6839\u636e\u5de5\u5177\u7684\u529f\u80fd\u8bbe\u8ba1\u5408\u7406\u7684\u9a8c\u8bc1\u903b\u8f91\uff0c\u786e\u4fdd\u7f13\u5b58\u53ea\u5728\u5b89\u5168\u573a\u666f\u4e0b\u590d\u7528\u3002<\/li>\n<li><strong>\u7f13\u5b58\u6570\u636e\u5b58\u50a8\u5728\u54ea\u91cc\uff1f<\/strong><br \/>\n\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u7f13\u5b58\u6570\u636e\u5b58\u50a8\u5728\u5185\u5b58\u4e2d\u3002\u5982\u679c\u9700\u8981\u6301\u4e45\u5316\u5b58\u50a8\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u6269\u5c55 Muscle-Mem\uff0c\u4f7f\u7528\u6570\u636e\u5e93\u6216\u6587\u4ef6\u7cfb\u7edf\u4fdd\u5b58\u7f13\u5b58\u3002<\/li>\n<li><strong>\u662f\u5426\u652f\u6301\u591a\u7ebf\u7a0b\u6216\u5f02\u6b65\u64cd\u4f5c\uff1f<\/strong><br \/>\nMuscle-Mem \u7684\u5b98\u65b9\u6587\u6863\u672a\u660e\u786e\u63d0\u53ca\u591a\u7ebf\u7a0b\u652f\u6301\uff0c\u4f46\u5176\u8bbe\u8ba1\u57fa\u4e8e Python\uff0c\u7406\u8bba\u4e0a\u53ef\u4ee5\u901a\u8fc7\u5f02\u6b65\u6846\u67b6\uff08\u5982 asyncio\uff09\u6269\u5c55\u652f\u6301\u5f02\u6b65\u64cd\u4f5c\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Muscle-Mem \u662f\u4e00\u4e2a\u5f00\u6e90\u7684 Python \u5de5\u5177\uff0c\u6258\u7ba1\u5728 GitHub \u4e0a\uff0c\u7531 pig-dot-dev \u5f00\u53d1\u3002\u5b83\u65e8\u5728\u4e3a AI \u4ee3\u7406\u63d0\u4f9b\u884c\u4e3a\u7f13\u5b58\u529f\u80fd\uff0c\u5e2e\u52a9\u51cf\u5c11\u91cd\u590d\u4efb\u52a1\u4e2d\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8c03\u7528\uff0c\u4ece\u800c\u63d0\u9ad8\u8fd0\u884c\u901f\u5ea6\u3001\u964d\u4f4e\u53d8\u5f02\u6027\u5e76\u8282\u7701\u6210\u672c\u3002&#8230;<\/p>\n","protected":false},"author":1,"featured_media":62335,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,478],"tags":[230,201],"class_list":["post-31367","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-professional","category-memory-system","tag-aikaiyuanxiangmu","tag-aizhinengti"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/31367","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=31367"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/31367\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/62335"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=31367"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=31367"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=31367"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}