{"id":13197,"date":"2025-08-21T11:47:13","date_gmt":"2025-08-21T03:47:13","guid":{"rendered":"https:\/\/ihower.tw\/blog\/?p=13197"},"modified":"2025-12-27T03:20:41","modified_gmt":"2025-12-26T19:20:41","slug":"aie-openai-gpt-5","status":"publish","type":"post","link":"https:\/\/ihower.tw\/blog\/13197-aie-openai-gpt-5","title":{"rendered":"\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 OpenAI GPT-5 \u63a8\u51fa #31"},"content":{"rendered":"\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" src=\"https:\/\/listmonk.aihao.tw\/uploads\/gpt-5.jpg\" alt=\"\" style=\"width:682px;height:auto\"\/><\/figure>\n\n\n\n<p>Hello! \u5404\u4f4d AI \u958b\u767c\u8005\u5927\u5bb6\u597d \ud83d\udc4b<\/p>\n\n\n\n<p>\u6211\u662f ihower\uff0c\u9019\u671f\u4e0d\u5c0f\u5fc3\u8b8a\u6210\u6708\u520a\u4e86\uff0c\u6691\u5047\u771f\u662f\u904e\u592a\u5feb\u4e86\u3002<\/p>\n\n\n\n<p>\u5e6b\u5206\u4eab\u4eca\u5e74\u7684 <a href=\"https:\/\/tw.pycon.org\/2025\/zh-hant\">PyCon Taiwan<\/a> \u5728\u81fa\u5317\u6587\u5275\uff0c\u7e3d\u5171\u6709 3 \u7a2e\u5f62\u5f0f\u7684\u6f14\u8b1b\u8207 6 \u7a2e\u4e0d\u540c\u6027\u8cea\u7684\u4ea4\u6d41\u6d3b\u52d5\u3002<br>\u6642\u9593\u662f 2025\/9\/5 &#8211; 9\/7 \ud83d\udc49 <a href=\"https:\/\/lihi.cc\/ZNeRz\/k35\">\u6d3b\u52d5\u8cc7\u8a0a\u8207\u8cfc\u7968<\/a><\/p>\n\n\n\n<!--more-->\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\ude80 <a href=\"https:\/\/ihower.tw\/blog\/13083-openai-gpt-5-api\">OpenAI GPT-5 API \u66f4\u65b0\u91cd\u9ede\u6574\u7406<\/a><\/h3>\n\n\n\n<p>OpenAI \u65bc 2025\/8\/7 \u63a8\u51fa GPT-5 \u5566\uff0c\u5305\u62ec ChatGPT \u548c API \u90fd\u540c\u6642\u4e0a\u7dda\u4e86\u3002\u9019\u7bc7\u662f\u6211\u91dd\u5c0d AI \u958b\u767c\u8005\u5feb\u901f\u89e3\u60d1\u8207\u6574\u7406\u91cd\u9ede\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udd16 <a href=\"https:\/\/ihower.tw\/blog\/13058-agentic-retrieval-vs-rag\">Agent \u8b93 RAG \u904e\u6642\u4e86\u55ce? \u8ac7 AI Coding \u7684\u6aa2\u7d22\u7b56\u7565<\/a><\/h3>\n\n\n\n<p>\u770b\u4e86\u4e00\u5834 Augment Code (\u4e5f\u662f\u4e00\u5bb6\u505a AI IDE \u7684\u5ee0\u5546) \u4f86\u8b1b \u201cAgentic \u6aa2\u7d22\u201d \u5c0d\u6bd4 \u201c\u50b3\u7d71 RAG \u6aa2\u7d22\u201d \u7684\u6f14\u8b1b\uff0c\u883b\u6709\u555f\u767c\u7684\u3002<br>\u5728 AI Coding \u9818\u57df\uff0c\u7c21\u55ae\u7684\u5de5\u5177\u6b63\u5728\u64ca\u6557\u8907\u96dc\u7684 RAG \u7cfb\u7d71\u3002\u9019\u7bc7\u662f\u6211\u7684\u89e3\u8b80\u6574\u7406\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcca <a href=\"https:\/\/ihower.tw\/blog\/13048-ai-pm\">\u5982\u4f55\u7ba1\u7406 AI \u5c08\u6848? AI PM \u5f9e\u78ba\u5b9a\u6027\u5de5\u7a0b\u5230\u61c9\u7528\u7814\u7a76<\/a><\/h3>\n\n\n\n<p>\u6700\u8fd1\u770b\u4e86\u5e7e\u7bc7\u8a0e\u8ad6 AI \u7522\u54c1\u7d93\u7406\u548c AI \u5c08\u6848\u7ba1\u7406\u7684\u5167\u5bb9\uff0c\u6700\u6709\u611f\u7684\u662f\u9019\u53e5\u8a71:\u300c\u50b3\u7d71\u8edf\u9ad4\u958b\u767c\u662f\u78ba\u5b9a\u6027\u7684\uff0c\u4f46 AI \u958b\u767c\u672c\u8cea\u4e0a\u662f\u61c9\u7528\u7814\u7a76\u300d\uff0c\u9019\u6839\u672c\u6027\u7684\u5dee\u7570\u6539\u8b8a\u4e86\u4e00\u5207\u3002<br>\u9019\u7bc7\u662f\u6211\u7684\u89e3\u8b80\u6574\u7406\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udde9 <a href=\"https:\/\/ihower.tw\/blog\/13093-agent-prompting-design\">\u5f9e Prompting \u57fa\u672c\u7d50\u69cb\u5230 Agent Prompting \u8a2d\u8a08\u539f\u5247<\/a><\/h3>\n\n\n\n<p>Anthropic \u6700\u8fd1\u624d\u91cb\u51fa\u4e86\u4ed6\u5011\u5728 2025\/5\/22 \u958b\u767c\u8005\u5927\u6703\u7684<a href=\"https:\/\/www.youtube.com\/playlist?list=PLf2m23nhTg1P5BsOHUOXyQz5RhfUSSVUi\">\u5b8c\u6574\u5f71\u7247<\/a>\uff0c\u7576\u6642\u7684\u91cd\u982d\u6232\u662f Claude 4 \u6a21\u578b\u767c\u5e03\u3002\u5176\u4e2d\u6709\u5169\u5834\u95dc\u65bc prompting \u6559\u5b78\u7684\u6f14\u8b1b\u5167\u5bb9\u5f88\u4e0d\u932f\uff0c\u9019\u5169\u5834\u6f14\u8b1b\u5f9e\u57fa\u790e Prompt \u5230\u91dd\u5c0d\u7684 Agent \u7684 prompting \uff0c\u5c55\u73fe\u4e86 prompt engineering \u7684\u4e0d\u540c\u5c64\u6b21\uff0c\u63a8\u85a6\u5927\u5bb6\u4e00\u770b\u3002\u9019\u7bc7\u662f\u6211\u7684\u89e3\u8b80\u6574\u7406\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udfd7\ufe0f <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162797956103971\">Shopify \u7684\u5167\u90e8\u5de5\u7a0b\u7d93\u9a57<\/a><\/h3>\n\n\n\n<p>\u5728 Anthropic \u958b\u767c\u8005\u6d3b\u52d5\u7684\u9304\u5f71\u4e2d\uff0c\u9084\u6709\u597d\u5e7e\u5834\u662f\u5ba2\u6236\u516c\u53f8\u4f86\u5c55\u793a\u4ed6\u5011\u7528 Claude \u505a\u7684\u7522\u54c1\uff0c\u5305\u62ec:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Canva: \u63a8\u51fa Canva Code\uff0c\u8b93\u975e\u6280\u8853\u7528\u6236\u4e5f\u80fd\u5efa\u7acb\u4e92\u52d5\u5f0f\u7db2\u9801\u539f\u578b<\/li>\n\n\n\n<li>Databricks: \u6574\u5408 Claude \u5230\u4ed6\u5011\u7684\u8cc7\u6599\u5e73\u53f0\uff0c\u7528\u65bc\u8655\u7406\u4f01\u696d\u7d1a AI \u61c9\u7528\u7684\u6cbb\u7406\u548c\u8a55\u4f30\u554f\u984c<\/li>\n\n\n\n<li>Manus AI: \u5efa\u7acb\u901a\u7528 AI Agent\uff0c\u53ef\u4ee5\u5728\u96f2\u7aef\u865b\u64ec\u6a5f\u5668\u4e2d\u57f7\u884c\u9577\u6642\u9593\u4efb\u52d9\uff08\u5982\u627e\u8fa6\u516c\u5ba4\u3001\u898f\u5283\u884c\u7a0b\uff09<\/li>\n\n\n\n<li>Shopify: \u4e0b\u8ff0<\/li>\n\n\n\n<li>Tempo Labs: \u6253\u9020\u300c\u7d66 PM \u548c\u8a2d\u8a08\u5e2b\u7528\u7684 Cursor\u300d\uff0c\u8b93\u975e\u5de5\u7a0b\u5e2b\u4e5f\u80fd\u5354\u4f5c\u5beb\u7a0b\u5f0f\u78bc<\/li>\n\n\n\n<li>Zencoder: \u63a8\u51fa ZAN agents\uff0c\u652f\u63f4 MCP \u7684\u81ea\u8a02 Agent\uff0c\u53ef\u90e8\u7f72\u5728\u6574\u500b\u8edf\u9ad4\u958b\u767c\u751f\u547d\u9031\u671f<\/li>\n\n\n\n<li>Gamma: \u7528 Claude \u751f\u6210\u7c21\u5831\u548c\u6587\u4ef6<\/li>\n\n\n\n<li>Biddo: AI \u7a0b\u5f0f\u78bc\u5be9\u67e5\u5e73\u53f0<\/li>\n\n\n\n<li>Refusion: \u97f3\u6a02\u751f\u6210\u5e73\u53f0\uff0c\u7528 Claude \u7684 Ghost Writer \u5e6b\u52a9\u5275\u4f5c\u6b4c\u8a5e<\/li>\n\n\n\n<li>Create: AI Text-to-App \u5efa\u69cb\u5668\uff0c\u8b93\u4efb\u4f55\u4eba\u90fd\u80fd\u7528\u81ea\u7136\u8a9e\u8a00\u5efa\u7acb\u884c\u52d5\u61c9\u7528\u7a0b\u5f0f<\/li>\n\n\n\n<li>Stanford \u5b78\u751f\u7528 Claude \u5efa\u7acb\u6838\u6b66\u5075\u6e2c\u6a21\u64ec\u7cfb\u7d71<\/li>\n\n\n\n<li>UC Berkeley \u5b78\u751f 7 \u500b\u6708\u5f9e\u96f6\u5b78\u6703\u5beb\u7a0b\u5f0f\uff0c\u5efa\u7acb\u591a\u500b\u5be6\u7528\u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<p>\u4f46\u6700\u8b93\u6211\u611f\u8208\u8da3\u7684\u662f Shopify \u9996\u5e2d\u5de5\u7a0b\u5e2b <a href=\"https:\/\/www.youtube.com\/watch?v=xlEQ6Y3WNNI&amp;list=PLf2m23nhTg1P5BsOHUOXyQz5RhfUSSVUi&amp;index=14\">Obie Fernandez \u7684\u5206\u4eab<\/a>\uff0c\u9019\u5834\u6211\u8a8d\u70ba\u6bd4\u8f03\u7279\u5225\u662f\u5728\u8b1b\u5167\u90e8\u5de5\u7a0b\u5de5\u5177\uff0c\u4e0d\u662f\u8b1b\u7522\u54c1\u3002<br>Shopify \u662f\u5168\u7403\u6700\u5927\u7684 Ruby on Rails \u61c9\u7528\uff0c\u958b\u767c\u8fd1 20 \u5e74\uff0c\u6709\u6578\u767e\u842c\u884c\u7a0b\u5f0f\u78bc\u3002\u5728\u9019\u7a2e\u898f\u6a21\u4e0b\uff0c\u4ed6\u5011\u600e\u9ebc\u5584\u7528 AI \u63d0\u5347\u958b\u767c\u6548\u7387?<\/p>\n\n\n\n<p>\u4ed6\u5011\u7684\u95dc\u9375\u6d1e\u5bdf\u662f: \u78ba\u5b9a\u6027 vs \u975e\u78ba\u5b9a\u6027\u5de5\u4f5c\u6d41\u7a0b\u7684\u7d50\u5408\uff0c\u4ed6\u8a8d\u70ba AI \u5de5\u5177\u6709\u5169\u7a2e\u622a\u7136\u4e0d\u540c\u7684\u4f7f\u7528\u65b9\u5f0f:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Agentic \u5de5\u5177 (\u5982 Claude Code): \u9069\u5408\u63a2\u7d22\u6027\u3001\u6a21\u7cca\u7684\u4efb\u52d9\uff0c\u9700\u8981\u9069\u61c9\u6027\u6c7a\u7b56\u548c\u8fed\u4ee3<\/li>\n\n\n\n<li>\u7d50\u69cb\u5316\u5de5\u4f5c\u6d41\u7a0b: \u9069\u5408\u6709\u660e\u78ba\u6b65\u9a5f\u3001\u9700\u8981\u4e00\u81f4\u6027\u548c\u53ef\u91cd\u8907\u6027\u7684\u4efb\u52d9<\/li>\n<\/ol>\n\n\n\n<p>\u4ed6\u5011\u767c\u73fe\uff0c\u50cf\u82b1\u751f\u91ac\u914d\u5de7\u514b\u529b\u4e00\u6a23\uff0c\u53ef\u4ee5\u5c07\u9019\u5169\u7a2e\u65b9\u5f0f\u7d50\u5408\u8d77\u4f86\u3002\u4ed6\u5011\u9664\u4e86\u5927\u91cf\u4f7f\u7528 Claude Code\uff0c\u540c\u6642\u4e5f\u958b\u767c\u4e86 <a href=\"https:\/\/github.com\/Shopify\/roast\">Roast<\/a> \u4e00\u5957\u7528 Ruby \u5beb\u7684\u7d50\u69cb\u5316 AI \u5de5\u4f5c\u6d41\u7a0b\u6846\u67b6\u3002<\/p>\n\n\n\n<p>\u5be6\u969b\u61c9\u7528\u6848\u4f8b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81ea\u52d5\u5316\u6e2c\u8a66\u751f\u6210\u548c\u512a\u5316<\/li>\n\n\n\n<li>\u7a0b\u5f0f\u78bc\u9077\u79fb<\/li>\n\n\n\n<li>\u985e\u578b\u6aa2\u67e5\u6539\u9032<\/li>\n<\/ul>\n\n\n\n<p>\u6700\u5de7\u5999\u7684\u662f\u53ef\u4ee5\u96d9\u5411\u6574\u5408:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ef\u4ee5\u5728 Claude Code \u4e2d\u547c\u53eb Roast \u5de5\u4f5c\u6d41\u7a0b<\/li>\n\n\n\n<li>\u4e5f\u53ef\u4ee5\u5728 Roast \u5de5\u4f5c\u6d41\u7a0b\u4e2d\u547c\u53eb Claude Code SDK<\/li>\n<\/ul>\n\n\n\n<p>\u5be6\u52d9\u597d\u8655:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ef\u4ee5\u5feb\u53d6 function \u547c\u53eb\u7d50\u679c\uff0c\u4e0d\u7528\u6bcf\u6b21\u91cd\u8dd1<\/li>\n\n\n\n<li>\u53ef\u4ee5\u5f9e\u7279\u5b9a\u6b65\u9a5f\u91cd\u65b0\u958b\u59cb\uff0c\u4e0d\u7528\u5f9e\u982d\u8dd1<\/li>\n\n\n\n<li>5-6 \u9031\u5167\u5728\u5167\u90e8\u74b0\u5883\u63a8\u51fa\u5f8c\uff0c\u5df2\u7d93\u5728\u516c\u53f8\u5167\u90e8 &#8220;\u50cf\u91ce\u706b\u822c\u8513\u5ef6&#8221;<\/li>\n<\/ul>\n\n\n\n<p>Obie \u8aaa: \u7121\u8ad6\u6700\u5148\u9032\u7684\u6a21\u578b\u5728\u9075\u5faa\u6307\u4ee4\u65b9\u9762\u8b8a\u5f97\u591a\u9ebc\u512a\u79c0\uff0c\u5b83\u5011\u672c\u8cea\u4e0a\u4ecd\u7136\u662f\u975e\u78ba\u5b9a\u6027\u7684\u3002\u9019\u7a2e\u6df7\u5408\u65b9\u6cd5\u8b93 Shopify \u80fd\u5728\u4fdd\u6301\u9748\u6d3b\u6027\u7684\u540c\u6642\uff0c\u78ba\u4fdd\u5927\u898f\u6a21\u5de5\u7a0b\u7d44\u7e54\u9700\u8981\u7684\u53ef\u9810\u6e2c\u6027\u548c\u53ef\u91cd\u8907\u6027\u3002<br>Ruby \u7a0b\u5f0f\u8a9e\u8a00\u662f\u6211\u7684\u8001\u672c\u884c\uff0c\u6211\u9032\u4e00\u6b65\u7814\u7a76\u4e86\u9019\u500b Roast \u5c08\u6848\uff0c\u4ed6\u7684\u6838\u5fc3\u539f\u7406\u662f\u5728\u5efa\u69cb\u4e00\u500b\u9023\u7e8c\u5c0d\u8a71\u6d41\u7a0b\uff0c\u9019\u500b workflow \u63a1\u7528 yaml \u683c\u5f0f\u5b9a\u7fa9\uff0c\u4f8b\u5982:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>name: analyze_tests\nmodel: gpt-4o-mini\ntools:\n  - Roast::Tools::ReadFile\n  - Roast::Tools::Grep\nsteps:\n  - read_test_file\n  - analyze_coverage\n  - generate_report<\/code><\/pre>\n\n\n\n<p>\u6bcf\u500b\u6b65\u9a5f\u90fd\u53ef\u4ee5\u5b9a\u7fa9\u81ea\u5df1\u7684 prompt\uff0c\u5f8c\u7e8c\u6b65\u9a5f\u80fd\u53c3\u8003\u524d\u9762\u5c0d\u8a71\u7684\u6240\u6709\u4e0a\u4e0b\u6587\u3002\u9019\u7a2e\u8a2d\u8a08\u8b93\u5de5\u4f5c\u6d41\u7a0b\u65e2\u7d50\u69cb\u5316\u53c8\u4fdd\u6301\u5f48\u6027\u3002<br>\u9019\u5957\u8ddf\u4e00\u822c\u6559\u7684\u56fa\u5b9a\u5f0f prompt chaining \u6d41\u7a0b\u4e0d\u592a\u4e00\u6a23\u7684\u5730\u65b9\u5728\u65bc<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u9019\u6709\u8ce6\u4e88\u5de5\u5177\u4f7f\u7528\uff0c\u56e0\u6b64\u4e00\u500bstep\u5be6\u969b\u4e0a\u662f\u4e00\u8f2aagent\u5167\u90e8\u57f7\u884c<\/li>\n\n\n\n<li>\u63a1\u7528\u6a21\u578b API \u539f\u751f\u7684\u5c0d\u8a71\u4e32\u683c\u5f0f\u4f86\u7dad\u6301 context<\/li>\n<\/ol>\n\n\n\n<p>\u500b\u4eba\u89ba\u5f97\u7b97\u662f\u883b\u7279\u5225\u7684\u8a2d\u8a08\uff0c\u6709\u9ede\u50cf\u662f\u56fa\u5b9a\u4ea4\u63a5\u6d41\u7a0b\u7684 multi-agent \u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udf10 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162738966963971\">\u8fd1\u671f MCP \u6f14\u8b1b\u6574\u7406\u548c\u8da8\u52e2<\/a><\/h3>\n\n\n\n<p>\u770b\u4e86 <a href=\"https:\/\/www.youtube.com\/@MCPDevSummit\">MCP Developer Summit<\/a> \u548c <a href=\"https:\/\/www.youtube.com\/playlist?list=PLcfpQ4tk2k0UqhUyxuMMMmDwyiApd4sDw\">AI Engineer World&#8217;s Fair<\/a> \u4e2d\u95dc\u65bc MCP \u7684 50+ \u5834\u6f14\u8b1b(\u7576\u7136\u53ea\u662f\u770b\u9010\u5b57\u7a3f AI \u6458\u8981\u5566\uff0c\u4e0d\u7136\u770b\u9304\u5f71\u6703\u670920+\u5c0f\u6642)\uff0c\u6574\u7406\u51fa MCP \u751f\u614b\u7cfb\u7684\u5e7e\u500b\u91cd\u8981\u767c\u5c55\u8da8\u52e2:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>MCP \u5354\u5b9a\u6301\u7e8c\u9032\u5316<\/li>\n\n\n\n<li>\u4f01\u696d\u7d1a\u5c0e\u5165\u6848\u4f8b<\/li>\n\n\n\n<li>MCP Gateway \u6709\u8d85\u9ad8\u9700\u6c42<\/li>\n\n\n\n<li>\u5de5\u5177\u592a\u591a\u6210\u70ba\u6838\u5fc3\u6311\u6230<\/li>\n\n\n\n<li>\u5f9e\u5de5\u5177\u601d\u7dad\u5230 Agent \u601d\u7dad<\/li>\n\n\n\n<li>\u6a19\u6e96\u5316\u4e4b\u722d<\/li>\n<\/ol>\n\n\n\n<p>\u4ee5\u4e0b\u5206\u5225\u5c55\u958b:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. MCP \u5354\u5b9a\u6301\u7e8c\u9032\u5316<\/h4>\n\n\n\n<p>MCP \u65b0\u63a8\u51fa\u5169\u500b\u91cd\u8981\u65b0\u529f\u80fd:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Elicitation: \u8b93 MCP server \u53ef\u4ee5\u5411 MCP client \u8acb\u6c42\u7528\u6236\u7684\u984d\u5916\u8cc7\u8a0a<\/li>\n\n\n\n<li>Tool Structured Output: \u53ef\u4ee5\u5b9a\u7fa9\u5de5\u5177\u7684\u7d50\u69cb\u5316\u8f38\u51fa\u683c\u5f0f<\/li>\n<\/ul>\n\n\n\n<p>\u76f8\u95dc\u6f14\u8b1b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MCP Project Update with Jerome Swannack, Member of Technical Staff at Anthropic<\/li>\n\n\n\n<li>MCP Registry: Designing For Server Discovery Tadas A. (PulseMCP) Alex H.(Block), and Toby P.(GitHub) \u9019\u5834\u8a0e\u8ad6\u5b98\u65b9 MCP Registry \u7684\u767c\u5c55\u60c5\u6cc1<\/li>\n<\/ul>\n\n\n\n<p>\u9664\u4e86\u65b0\u529f\u80fd\uff0c\u4e5f\u6709\u4e00\u4e9b\u65e9\u5c31\u5b58\u5728\u4f46\u88ab\u5ffd\u8996\u7684\u898f\u683c\u53d7\u5230\u95dc\u6ce8\u3002\u4f8b\u5982 Sampling \u529f\u80fd(\u6211\u5728\u4e94\u6708\u7684 MCP talk \u6709\u8b1b\u5230\uff0c\u53ef\u8b93 MCP server \u4f7f\u7528 MCP client \u7684 LLM)<br>\u76f8\u95dc\u6f14\u8b1b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MCP201: The Protocol in Depth with David Soria Parra at Anthropic<\/li>\n\n\n\n<li>Resources: Building the Next Wave of MCP Apps with Shaun Smith, LLMindset<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u4f01\u696d\u7d1a\u5c0e\u5165\u6848\u4f8b<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Block \u7684\u5168\u516c\u53f8\u5c0e\u5165: \u5206\u4eab\u5168\u516c\u53f8\u5c0e\u5165 MCP \u7684\u7d93\u9a57\uff0c\u6700\u6709\u8da3\u7684\u767c\u73fe\u662f\u300c\u975e\u6280\u8853\u4eba\u54e1\u6bd4\u5de5\u7a0b\u5e2b\u66f4\u6709\u5275\u610f\uff01\u300d\u751a\u81f3\u6709\u975e\u5de5\u7a0b\u5e2b\u81ea\u5df1 vibe code \u4e86\u4e00\u500b MCP server (\u9023 GitHub \u5e33\u865f\u90fd\u6c92\u6709)\u3002<\/li>\n\n\n\n<li>Bloomberg \u7684\u5927\u898f\u6a21\u63a1\u7528: \u5c55\u793a\u5982\u4f55\u7528 MCP \u9023\u63a5\u5167\u90e8\u5404\u7a2e\u7cfb\u7d71\uff0c\u8b93 AI \u80fd\u5920\u5b89\u5168\u5b58\u53d6\u4f01\u696d\u8cc7\u6599\u3002\u4ed6\u5011\u7279\u5225\u5f37\u8abf\u8cc7\u6599\u5b89\u5168\u548c\u5408\u898f\u6027\u7684\u91cd\u8981\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u76f8\u95dc\u6f14\u8b1b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>From Experiment to Enterprise: How Block Operationalized MCP at Scale &#8211; Angie Jones, Block<\/li>\n\n\n\n<li>Pragmatic Scaling of Enterprise GenAI with MCP with Sambhav Kothari at Bloomberg<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. MCP Gateway \u6709\u8d85\u9ad8\u9700\u6c42<\/h4>\n\n\n\n<p>\u4f01\u696d\u4e00\u65e6\u958b\u59cb\u5c0e\u5165 MCP\uff0c\u99ac\u4e0a\u5c31\u6703\u767c\u73fe\u9700\u8981 Gateway \u4f86\u89e3\u6c7a\u5404\u7a2e\u554f\u984c\uff0c\u5982\u4f55\u7ba1\u7406\u5167\u90e8\u773e\u591a MCP server \u548c\u5de5\u5177\uff0c\u7279\u5225\u662f\u5b89\u5168\u8207\u6388\u6b0a\u6311\u6230\u3002\u56e0\u6b64\u5e0c\u671b\u80fd\u6709\u55ae\u4e00\u7684 MCP server \u4f5c\u70ba Gateway \u89d2\u8272\uff0c\u7d71\u4e00\u5165\u53e3\u7ba1\u7406\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>WorkOS \u5206\u4eab\u5f9e localhost \u5230\u4f01\u696d\u7d1a\u7684\u8840\u6dda\u53f2\u3002\u8eab\u4efd\u9a57\u8b49\u53ea\u662f\u7b2c\u4e00\u6b65\uff0c\u66f4\u96e3\u7684\u662f\u300cAI workload \u4e4b\u9593\u7684\u6388\u6b0a\u50b3\u905e\u300d\u3002\u9084\u6709\u5404\u5bb6\u63a8\u51fa Gateway \u65b9\u6848\u767e\u82b1\u9f4a\u653e:<\/li>\n\n\n\n<li>UCL \u628a MCP \u5305\u6210\u4f01\u696d\u7d1a Gateway<\/li>\n\n\n\n<li>Pomerium \u7528\u96f6\u4fe1\u4efb\u67b6\u69cb\u5305\u88dd\u6240\u6709\u670d\u52d9<\/li>\n\n\n\n<li>A16Z \u63d0\u51fa Service Proxy \u6982\u5ff5<\/li>\n\n\n\n<li>Smithery\u3001Fastn\u3001Natoma \u90fd\u63a8\u51fa\u8a17\u7ba1\u65b9\u6848<\/li>\n\n\n\n<li>MCP Defender \u7684\u5b89\u5168\u65b9\u6848: \u4f7f\u7528 Proxy \u6514\u622a\u6240\u6709\u6d41\u91cf\uff0c\u7528 LLM \u4f86\u4fdd\u8b77 LLM<\/li>\n\n\n\n<li>ScaleKit \u63d0\u51fa Auth \u8a17\u7ba1\u65b9\u6848<\/li>\n\n\n\n<li>Anthropic \u5de5\u7a0b\u5e2b\u4e5f\u5206\u4eab\u4e86\u4ed6\u5011\u5167\u90e8 MCP gateway \u7684\u7d93\u9a57<\/li>\n<\/ul>\n\n\n\n<p>\u76f8\u95dc\u6f14\u8b1b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What MCP Middleware Could Look Like with Yoko Li from A16Z<\/li>\n\n\n\n<li>Fastn UCL: Secure &amp; Scalable MCP for Enterprise AI Deployments | Khalid Muaydh, Fastn<\/li>\n\n\n\n<li>Agentic Access: OAuth Isn&#8217;t Enough | Zero Trust for AI Agents w\/ Nick Taylor (Pomerium + MCP)<\/li>\n\n\n\n<li>Tool Calls Are the New Clicks: Henry Mao on Building Smarter AI Agents with MCP<\/li>\n\n\n\n<li>Enterprise-Ready MCP: Hosted Solutions for Scale, Security &amp; Real-World Use | Paresh Bhaya, Natoma<\/li>\n\n\n\n<li>How to Add OAuth to MCP Servers in 4 Steps \u2014 Ravi Madabhushi, Scalekit<\/li>\n\n\n\n<li>Securing AI Apps with MCP Defender \u2014 Sundeep Gottipati<\/li>\n\n\n\n<li>What does Enterprise Ready MCP mean? \u2014 Tobin South, WorkOS<\/li>\n\n\n\n<li>Remote MCPs: What we learned from shipping \u2014 John Welsh, Anthropic<\/li>\n<\/ul>\n\n\n\n<p>\u975e\u5e38\u591a\u516c\u53f8\u90fd\u5728\u505a Gateway \u9019\u500b\u984c\u76ee\uff0c\u986f\u793a\u9019\u662f\u771f\u5be6\u4e14\u8feb\u5207\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u5de5\u5177\u592a\u591a\u6210\u70ba\u6838\u5fc3\u6311\u6230<\/h4>\n\n\n\n<p>\u7576\u4f60\u6709\u5e7e\u767e\u751a\u81f3\u5e7e\u5343\u500b\u5de5\u5177\u6642\uff0cAI \u6703\u9078\u64c7\u56f0\u96e3\u3002\u5404\u5bb6\u63d0\u51fa\u4e0d\u540c\u89e3\u6cd5:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>VS Code \u7684\u5de5\u5177\u7ba1\u7406\u7b56\u7565: \u52d5\u614b\u4f7f\u7528\u8005\u5728\u6bcf\u500b\u5c0d\u8a71\u4e2d\u6709\u4e0d\u540c\u5de5\u5177\u5b50\u96c6\uff0c\u9084\u80fd\u81ea\u8a02\u5de5\u5177\u7d44\u5408\uff08toolsets\uff09<\/li>\n\n\n\n<li>Block \u7684\u6d0b\u8525\u5f0f\u67b6\u69cb: \u628a\u5de5\u5177\u5206\u6210\u4e09\u5c64 &#8211; \u767c\u73fe\u5c64\u3001\u898f\u5283\u5c64\u3001\u57f7\u884c\u5c64\u3002\u5148\u7528\u4e00\u500b\u5de5\u5177\u4f86\u63a2\u7d22\u6709\u54ea\u4e9b API \u53ef\u7528\uff0c\u518d\u7528\u53e6\u4e00\u500b\u5de5\u5177\u53d6\u5f97\u8a73\u7d30\u53c3\u6578\uff0c\u6700\u5f8c\u624d\u57f7\u884c\u3002\u6709\u9ede\u50cf\u662f\u300c\u5148\u554f\u6709\u4ec0\u9ebc\u83dc \u2192 \u518d\u554f\u600e\u9ebc\u505a \u2192 \u6700\u5f8c\u624d\u9ede\u83dc\u300d\u7684\u6982\u5ff5\u3002<\/li>\n\n\n\n<li>Appify \u7684\u52d5\u614b\u8f09\u5165: \u4ed6\u5011\u6709 4000+ \u500b\u5de5\u5177\uff01\u89e3\u6cd5\u662f\u7528 MCP \u7684 toolListChanged \u901a\u77e5\u6a5f\u5236\uff0c\u6839\u64da\u4f7f\u7528\u8005\u9700\u6c42\u52d5\u614b\u8f09\u5165\u5de5\u5177\u3002\u6bd4\u5982\u8aaa\u4f7f\u7528\u8005\u60f3\u722c LinkedIn\uff0c\u7cfb\u7d71\u624d\u53bb\u627e\u76f8\u95dc\u7684\u722c\u87f2\u5de5\u5177\u52a0\u9032\u4f86\u3002<\/li>\n\n\n\n<li>\u5411\u91cf\u641c\u5c0b\u65b9\u6848: \u628a\u6240\u6709\u5de5\u5177\u63cf\u8ff0\u5148\u505a\u6210 embeddings\uff0c\u7576\u4f7f\u7528\u8005\u8f38\u5165 prompt \u6642\uff0c\u7528\u76f8\u4f3c\u5ea6\u641c\u5c0b\u627e\u51fa\u6700\u76f8\u95dc\u7684\u5de5\u5177\uff0c\u518d\u7528 reranker \u6392\u5e8f\u3002\u9019\u6a23\u5c31\u4e0d\u7528\u4e00\u6b21\u8f09\u5165\u6240\u6709\u5de5\u5177\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u76f8\u95dc\u6f14\u8b1b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Too Many Tools? How LLMs Struggle at Scale | MCP Talk w\/ Matthew Lenhard<\/li>\n\n\n\n<li>Full Spec MCP: Hidden Capabilities of the MCP spec \u2014 Harald Kirschner, Microsoft \/ VSCode<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5. \u5f9e\u5de5\u5177\u601d\u7dad\u5230 Agent \u601d\u7dad<\/h4>\n\n\n\n<p>\u9019\u662f\u91cd\u8981\u7684\u958b\u767c\u5178\u7bc4\u8f49\u79fb: \u4e0d\u8981\u53ea\u662f\u628a API \u7aef\u9ede\u4e00\u5c0d\u4e00\u8b8a\u6210 MCP\u5de5\u5177\uff01\u4f60\u6703\u6709\u4e09\u500b\u7528\u6236: \u7d42\u7aef\u7528\u6236\u3001client app \u958b\u767c\u8005\uff0c\u9084\u6709 AI \u672c\u8eab\u3002\u8981\u601d\u8003\u4f7f\u7528\u8005\u6703\u554f\u4ec0\u9ebc\u554f\u984c\uff0c\u7136\u5f8c\u8a2d\u8a08\u9069\u5408\u7684\u5de5\u5177\u4ecb\u9762\u3002<br>MCP-first \u958b\u767c: \u8207\u5176\u5148\u505a REST API \u518d\u5305\u88dd\u6210 MCP\uff0c\u4e0d\u5982\u4e00\u958b\u59cb\u5c31\u70ba AI \u8a2d\u8a08\u3002\u7576 AI \u6210\u70ba\u4e3b\u8981\u4f7f\u7528\u8005\u6642\uff0c\u7cfb\u7d71\u8a2d\u8a08\u7684\u601d\u7dad\u8981\u5b8c\u5168\u6539\u8b8a\u3002<\/p>\n\n\n\n<p>\u76f8\u95dc\u6f14\u8b1b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Scaling Enterprise MCP: Best Practices, Nexuses, and Security with Pat White<\/li>\n\n\n\n<li>MCP Is Not Good Yet \u2014 David Cramer, Sentry<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">6. \u6a19\u6e96\u5316\u4e4b\u722d<\/h4>\n\n\n\n<p>LlamaIndex \u7684 Laurie Voss \u6bd4\u8f03\u4e86 14 \u500b Agent \u901a\u8a0a\u5354\u8b70\u3002Google \u7684 A2A (Agent-to-Agent) \u5df2\u7d93\u52a0\u5165 Linux Foundation\uff0c\u78ba\u4fdd\u6280\u8853\u4e2d\u7acb\u6027\u3002<br>\u95dc\u9375\u554f\u984c: \u300c\u547c\u53eb\u5de5\u5177\u300d\u548c\u300c\u547c\u53eb Agent\u300d\u5230\u5e95\u6709\u4ec0\u9ebc\u5dee\u5225\uff1fA2A \u8aaa\u5dee\u5225\u5728\u65bc Agent \u53ef\u80fd\u9700\u8981\u5f88\u9577\u6642\u9593\u56de\u61c9\uff08\u751a\u81f3\u5e7e\u5929\uff09\uff0c\u6240\u4ee5\u5167\u5efa\u4e86\u975e\u540c\u6b65\u6a5f\u5236\u3002\u4f46\u8b1b\u8005\u8a8d\u70ba\u9019\u5dee\u7570\u4e26\u4e0d\u5927\uff0c\u800c\u4e14 MCP \u4e5f\u5373\u5c07\u652f\u63f4\u975e\u540c\u6b65\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u7de8\u6309: \u4f60\u53ef\u4ee5\u5c07 Agent \u5305\u5728 Tool \u88e1\u9762\uff0c\u547c\u53eb\u5de5\u5177\u5c31\u662f\u50b3\u8a0a\u606f\u7d66\u88e1\u9762\u7684 Agent\u3002\u6211\u5728\u6211\u4e4b\u524d\u7684 <a href=\"https:\/\/ihower.tw\/blog\/12717-mcp\">MCP talk<\/a> \u5c31\u6709\u63d0\u5230\u9019\u62db\u3002<\/p>\n<\/blockquote>\n\n\n\n<p>\u73fe\u5be6\u5f88\u6b98\u9177: \u9019 14 \u500b\u5354\u8b70\u5927\u591a\u300c\u534a\u751f\u4e0d\u719f\u300d\uff0c\u771f\u6b63\u6709\u63a1\u7528\u7387\u7684\u53ea\u6709 MCP\u3002\u70ba\u4ec0\u9ebc\uff1f\u56e0\u70ba MCP \u9078\u64c7\u5148\u89e3\u6c7a\u4e00\u500b\u5c0f\u800c\u5177\u9ad4\u7684\u554f\u984c\uff0c\u8b49\u660e\u4e86\u81ea\u5df1\u7684\u50f9\u503c\u3002\u5c31\u50cf React \u7576\u5e74\u5f81\u670d\u524d\u7aef\u4e16\u754c\u4e00\u6a23\u3002\u7d50\u8ad6\u662f\u7280\u5229\u7684: \u300cMCP is all we need\u300d\u3002<\/p>\n\n\n\n<p>\u76f8\u95dc\u6f14\u8b1b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MCP vs ACP vs A2A: Comparing Agent Protocols with Laurie Voss from LlamaIndex<\/li>\n\n\n\n<li>A2A &amp; MCP Workshop: Automating Business Processes with LLMs \u2014 Damien Murphy, Bench<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udee0\ufe0f <a href=\"https:\/\/engineering.block.xyz\/blog\/blocks-playbook-for-designing-mcp-servers\">Block&#8217;s Playbook for Designing MCP Servers<\/a><\/h3>\n\n\n\n<p>\u9019\u7bc7\u6587\u7ae0\u662f MCP server \u7684\u958b\u767c\u7d93\u9a57\u8ac7\uff0c\u95dc\u9375\u6d1e\u5bdf\u662f: \u5225\u5f9e API \u7aef\u9ede\u958b\u59cb\u8a2d\u8a08\uff0c\u800c\u662f\u5f9e\u5de5\u4f5c\u6d41\u7a0b\u4f86\u8a2d\u8a08<\/p>\n\n\n\n<p>\u50b3\u7d71 API \u8a2d\u8a08\u662f bottom-up\uff0c\u4f46\u7d66 LLM \u7528\u7684\u5de5\u5177\u61c9\u8a72 top-down\uff0c\u5f9e\u300c\u7528\u6236\u60f3\u5b8c\u6210\u4ec0\u9ebc\u4efb\u52d9\u300d\u5012\u63a8\u56de\u53bb\u8a2d\u8a08\u3002<\/p>\n\n\n\n<p>\u8209\u500b\u4f8b\u5b50\uff0c\u4ed6\u5011\u7684 Google Calendar MCP \u7b2c\u4e00\u7248\u5c31\u72af\u4e86\u7d93\u5178\u932f\u8aa4:<\/p>\n\n\n\n<p>\u4e00\u958b\u59cb\u76f4\u63a5\u5305\u88dd API\uff0c\u4f8b\u5982 list_calendars(), list_events(), get_timezone()\u3002\u7d50\u679c\u554f\u300c\u6211\u4eca\u5929\u884c\u7a0b\u5982\u4f55?\u300d\u9700\u8981\u4e32\u63a5\u4e00\u5806 tool calls \u624d\u80fd\u56de\u7b54\u3002<\/p>\n\n\n\n<p>\u6539\u7248\u5f8c\u76f4\u63a5\u63d0\u4f9b query_database() \u8b93 AI \u8dd1 SQL\uff0c\u4e00\u6b21\u641e\u5b9a\u8907\u96dc\u67e5\u8a62\u3002\u8981\u627e\u4e09\u500b\u4eba\u7684\u5171\u540c\u7a7a\u6a94? \u4e00\u884c SQL \u5c31\u89e3\u6c7a:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>sql SELECT * FROM free_slots(&#91;'alice@example.com','bob@example.com','carol@example.com'], ...)<\/code><\/pre>\n\n\n\n<p>\u4ed6\u5011\u9084\u767c\u73fe\u5e7e\u500b\u95dc\u9375 Best Practices:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5584\u7528 LLM \u512a\u52e2: SQL \u67e5\u8a62\u3001Markdown \u5716\u8868\u662f\u5f37\u9805\uff0c\u4f46\u5225\u8b93\u5b83\u898f\u5283\u592a\u591a\u6b65\u9a5f\u6216\u8f38\u51fa\u8907\u96dc JSON<\/li>\n\n\n\n<li>\u5de5\u5177\u540d\u7a31\u5f88\u91cd\u8981: \u56e0\u70ba tool name \u548c description \u672c\u8eab\u5c31\u662f prompt\uff0c\u8981\u5beb\u5f97\u6e05\u695a\u660e\u78ba<\/li>\n\n\n\n<li>\u6b0a\u9650\u7ba1\u7406\u8981\u7c21\u55ae: \u6bcf\u500b\u5de5\u5177\u6700\u597d\u53ea\u6709\u4e00\u7a2e\u98a8\u96aa\u7b49\u7d1a(\u552f\u8b80 vs \u5beb\u5165)\uff0c\u5225\u6df7\u5728\u4e00\u8d77\u8b93\u7528\u6236\u56f0\u60d1<\/li>\n\n\n\n<li>Prompt \u8981\u5feb\u53d6\u53cb\u5584: \u907f\u514d\u5728\u6307\u4ee4\u4e2d\u653e\u52d5\u614b\u8cc7\u6599(\u5982\u7576\u524d\u6642\u9593\u6233)\uff0c\u6703\u8b93\u5feb\u53d6\u5931\u6548<\/li>\n<\/ul>\n\n\n\n<p>\u6700\u5f8c\u4ed6\u5011 Linear MCP \u7684\u6f14\u9032\uff0c\u5f9e 30+ \u500b\u5c0f\u5de5\u5177\u6700\u5f8c\u7cbe\u7c21\u5230 2 \u500b: execute_readonly_query \u548c execute_mutation_query\uff0c\u76f4\u63a5\u8b93 AI \u5beb GraphQL\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcc9 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162708169188971\">RAG Anti-Patterns in the Wild<\/a><\/h3>\n\n\n\n<p>\u770b\u4e86 Skylar Payne \u9019\u5834 &#8220;<a href=\"https:\/\/maven.com\/p\/35585d\/rag-anti-patterns-in-the-wild-and-how-to-fix-them\">RAG Anti-Patterns in the Wild<\/a>&#8221; \u6f14\u8b1b\uff0c\u5167\u5bb9\u883b\u8c50\u5bcc\u7684\u3002\u4ed6\u5f9e\u4e94\u500b\u5be6\u969b\u5ba2\u6236\u6848\u4f8b\u4e2d\u6574\u7406\u51fa RAG \u7cfb\u7d71\u5e38\u898b\u7684\u5751\u3002\u9019\u4e9b\u6848\u4f8b\u6db5\u84cb\u4e86\u4e0d\u540c\u9818\u57df\u7684 RAG \u61c9\u7528\uff0c\u5305\u62ec\u5ba2\u6236\u652f\u63f4\u77e5\u8b58\u5eab\u3001\u91ab\u7642\u5efa\u8b70\u804a\u5929\u6a5f\u5668\u4eba\u3001\u91d1\u878d\u65b0\u805e\u6458\u8981\u3001\u5b78\u8853\u7814\u7a76\u52a9\u624b\u3001\u96fb\u5546\u7522\u54c1\u6bd4\u8f03\u3002<br>\u7e3d\u5171 17 \u500b Anti-Patterns\uff0c\u6839\u64da RAG \u6d41\u7a0b\u7684\u516d\u500b\u968e\u6bb5\u5340\u5206:<\/p>\n\n\n\n<p>\ud83d\udcc1 \u8cc7\u6599\u6536\u96c6\u8207\u7b56\u5283 (Data Collection &amp; Curation)<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6587\u4ef6\u7de8\u78bc\u683c\u5f0f\u932f\u8aa4\u8655\u7406\u4e0d\u7576: \u4f8b\u5982\u5047\u8a2d\u6240\u6709\u6587\u4ef6\u90fd\u662f UTF-8\uff0c\u9047\u5230 Latin-1 \u5c31\u76f4\u63a5\u4e1f\u6389<\/li>\n\n\n\n<li>\u5305\u542b\u7121\u95dc\u6587\u4ef6\u96c6: \u7d22\u5f15\u5305\u542b\u8207\u67e5\u8a62\u7121\u95dc\u7684\u6587\u4ef6\uff0c\u50cf\u662f\u91d1\u878d\u65b0\u805e\u7d22\u5f15\u5305\u542b\u7e3d\u9ad4\u7d93\u6fdf\u6587\u7ae0<\/li>\n<\/ol>\n\n\n\n<p>\u2702\ufe0f \u64f7\u53d6\u8207\u5167\u5bb9\u5f37\u5316 (Extraction &amp; Enrichment)<\/p>\n\n\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li>\u8cc7\u8a0a\u64f7\u53d6\u4e0d\u6b63\u78ba: PDF \u8868\u683c\u64f7\u53d6\u5931\u6557\uff0c\u4f8b\u5982 LaTeX \u751f\u6210\u7684\u591a\u6b04\u6587\u4ef6<\/li>\n\n\n\n<li>Chunking \u592a\u5c0f: \u628a\u6587\u4ef6\u5207\u6210\u592a\u5c0f\u7247\u6bb5\uff0c\u5931\u53bb\u4e0a\u4e0b\u6587\u9020\u6210\u5e7b\u89ba\uff0c\u4f8b\u5982 \u96fb\u5546\u7522\u54c1\u898f\u683c\u8868\u5207\u6210 200 \u5b57\u5143<\/li>\n\n\n\n<li>\u4fdd\u7559\u5783\u573e Chunks: \u4f8b\u5982\u9801\u9996\u9801\u5c3e\u6709\u4e00\u5806\u7368\u7acb\u91cd\u8907\u7684 chunk\uff0c\u4f54\u7528\u6aa2\u7d22\u7a7a\u9593<\/li>\n<\/ol>\n\n\n\n<p>\ud83d\uddc2\ufe0f \u7d22\u5f15\u8207\u5132\u5b58 (Indexing &amp; Storage)<\/p>\n\n\n\n<ol start=\"7\" class=\"wp-block-list\">\n<li>\u5929\u771f\u4f7f\u7528 Embedding: \u6c92\u8003\u616e\u554f\u7b54\u8a9e\u7fa9\u5dee\u7570\uff0c\u554f\u984c\u5f62\u5f0f\u8207\u6587\u4ef6\u5f62\u5f0f\u4e0d\u540c<\/li>\n\n\n\n<li>\u6c92\u6aa2\u67e5\u7d22\u5f15\u904e\u671f: \u7d22\u5f15\u6c92\u5b9a\u671f\u66f4\u65b0\uff0c\u63d0\u4f9b\u904e\u6642\u8cc7\u8a0a\uff0c\u4f8b\u5982\u8ca1\u7d93\u65b0\u805e\u7d22\u5f15\u5169\u9031\u6c92\u66f4\u65b0<\/li>\n<\/ol>\n\n\n\n<p>\ud83d\udd0d \u6aa2\u7d22 (Retrieval)<\/p>\n\n\n\n<ol start=\"9\" class=\"wp-block-list\">\n<li>\u63a5\u53d7\u6a21\u7cca\u67e5\u8a62: \u4f8b\u5982\u63a5\u53d7\u300c\u5065\u5eb7\u5efa\u8b70\u300d\u9019\u7a2e\u592a\u5ee3\u6cdb\u7684\u67e5\u8a62\uff0c\u6aa2\u7d22\u7d50\u679c\u96dc\u4e82\u7121\u7ae0<\/li>\n\n\n\n<li>\u63a5\u53d7\u96e2\u984c\u67e5\u8a62: \u6c92\u6709\u904e\u6ffe\u7121\u95dc\u67e5\u8a62\uff0c\u5982\u96fb\u5546\u7db2\u7ad9\u56de\u7b54\u300c\u5beb\u4e00\u9996\u7368\u89d2\u7378\u7684\u8a69\u300d\uff0c\u9020\u6210\u5947\u602a\u7684\u751f\u6210\u7d50\u679c<\/li>\n\n\n\n<li>\u6240\u6709\u7528\u6236\u8a62\u554f\u90fd\u7528RAG\u8655\u7406: \u8b93\u6240\u6709\u7528\u6236\u67e5\u8a62\u90fd\u53bb\u8d70\u5b8c\u6574 RAG \u6d41\u7a0b\uff0c\u4f8b\u5982\u300c\u6211\u7684\u5e33\u55ae\u65e5\u671f\u300d\u53ef\u7528\u67e5\u8a62\u7d50\u69cb\u5316\u8cc7\u6599\u5eab\u89e3\u6c7a\u3002\u89e3\u6cd5\u662f\u9700\u8981\u505a\u610f\u5716\u5206\u985e\uff0c\u627e\u51fa\u5e38\u898b\u7528\u6236\u67e5\u8a62\u6539\u7528\u4e00\u822c\u8cc7\u6599\u5eab\u67e5\u8a62\u751a\u81f3\u7528\u5feb\u53d6\uff0c\u800c\u975e\u9032\u5230 RAG \u6d41\u7a0b<\/li>\n\n\n\n<li>\u6c92\u6709\u8a55\u4f30\u5047\u9670\u6027: \u53ea\u8a55\u4f30\u6aa2\u7d22\u5230\u7684\u6587\u4ef6\uff0c\u4e0d\u770b\u6f0f\u6389\u7684\u76f8\u95dc\u6587\u4ef6<\/li>\n\n\n\n<li>\u6c92\u6709\u8a55\u4f30\u6aa2\u7d22\u5145\u5206\u6027: \u53ea\u6a19\u8a18\u76f8\u95dc\u6027\uff0c\u4e0d\u6a19\u8a18\u662f\u5426\u8db3\u5920\u56de\u7b54\u554f\u984c\u3002\u7b54\u6848\u662f\u5426\u6b63\u78ba\u3001\u6aa2\u7d22\u662f\u5426\u5145\u5206\uff0c\u6709\u56db\u7a2e\u8c61\u9650\u53ef\u4ee5\u5206\u6790\u548c\u8655\u7406<\/li>\n<\/ol>\n\n\n\n<p>\ud83d\udcca \u91cd\u65b0\u6392\u5e8f (Reranking)<\/p>\n\n\n\n<ol start=\"14\" class=\"wp-block-list\">\n<li>\u904e\u5ea6\u4f7f\u7528 Boosting: \u52a0\u592a\u591a\u4eba\u5de5 boost \u5206\u6578\u63d0\u5347\u898f\u5247\uff0c\u7cfb\u7d71\u8b8a\u8106\u5f31\uff0c\u4f8b\u5982 10 \u500b boost \u898f\u5247\u8b93\u7121\u95dc\u6587\u4ef6\u6392\u540d\u8d85\u524d<\/li>\n\n\n\n<li>\u5141\u8a31\u96e2\u8b5c\u7d50\u679c (Face-Palm Results): \u4e0d\u904e\u6ffe\u660e\u986f\u932f\u8aa4\u7684\u7d50\u679c\uff0c\u4f8b\u5982\u67e5\u5e33\u55ae\u5730\u5740\u8b8a\u66f4\uff0c\u7b2c\u4e00\u540d\u662f\u670d\u52d9\u689d\u6b3e<\/li>\n\n\n\n<li>\u4e0d\u505a\u8a55\u4f30\u5c31\u589e\u52a0\u8907\u96dc\u5ea6: \u4f8b\u5982\u52a0\u5165\u591a\u500b\u6aa2\u7d22\u8def\u5f91\u537b\u6c92\u6709\u8a55\u4f30\u6548\u679c\uff0c\u9020\u6210\u5ef6\u9072\u5f9e 4 \u79d2\u589e\u5230 11 \u79d2\uff0c\u54c1\u8cea\u53cd\u800c\u8b8a\u5dee<\/li>\n<\/ol>\n\n\n\n<p>\ud83e\udd16 \u751f\u6210 (Generation)<\/p>\n\n\n\n<ol start=\"17\" class=\"wp-block-list\">\n<li>\u7c21\u55ae RAG \u662f\u7121\u6cd5\u8655\u7406\u63a8\u7406\u67e5\u8a62\u7684: \u53ea\u505a\u55ae\u6b21\u6aa2\u7d22\u7121\u6cd5\u9023\u7d50\u591a\u500b\u6982\u5ff5\uff0c\u78b0\u5230\u591a\u6b65\u63a8\u7406\u7684\u554f\u984c\u6703\u5931\u6557<\/li>\n\n\n\n<li>\u6c92\u6709\u8f38\u51fa\u9632\u8b77\u63aa\u65bd\u9632\u6b62\u5e7b\u89ba\uff0c\u4e0d\u8981\u6c42\u5f15\u7528\u4f86\u6e90\uff0c\u7121\u6cd5\u9a57\u8b49\u751f\u6210\u5167\u5bb9\uff0c\u6848\u4f8b\u662f \u91ab\u7642\u804a\u5929\u6a5f\u5668\u4eba\u6191\u7a7a\u751f\u6210\u85e5\u7269\u526f\u4f5c\u7528<\/li>\n<\/ol>\n\n\n\n<p>\u4ee5\u4e0a\u6bcf\u500b anti-pattern \u90fd\u6709\u5177\u9ad4\u7684\u5efa\u8b70\uff0c\u883b\u5be6\u7528\u7684\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/drive.google.com\/file\/d\/16U1r__CG2SdBTn7QwPYgj3XC5jsmQuCd\/view?ajs_uid=192428\">\u6295\u5f71\u7247<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/ihower.tw\/watch\/rag-anti-patterns\/\">\u6211\u64f7\u53d6\u7684\u9010\u5b57\u7a3f\u548c\u622a\u5716<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/claude.ai\/public\/artifacts\/0c55db95-fef8-4b72-90a5-e41dc3b28be1\">\u6211\u6574\u7406\u5f8c\u7684\u5167\u5bb9\u6587\u7ae0<\/a><\/li>\n<\/ul>\n\n\n\n<p>\u4f5c\u8005\u9084\u6709\u500b <a href=\"https:\/\/skylar-payne.kit.com\/rag\">The RAG Checklist<\/a> \u53ef\u4ee5\u8a02\u95b1\uff0c\u6703\u62ff\u5230\u4e00\u4efd checklist PDF (\u5c31\u662f\u6f14\u8b1b\u5167\u5bb9\u7684\u6458\u8981)\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcd1 <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162760644798971\">Startups to F500: Document Automation Lessons at Scale<\/a><\/h3>\n\n\n\n<p>\u5728\u4e00\u5834\u95dc\u65bc\u5927\u898f\u6a21\u6587\u4ef6\u81ea\u52d5\u5316\u8655\u7406\u7684\u6f14\u8b1b <a href=\"https:\/\/maven.com\/p\/da0487\/startups-to-f500-document-automation-lessons-at-scale\">Startups to F500: Document Automation Lessons at Scale<\/a>\uff0c\u8b93\u6211\u770b\u5230\u8ddf <a href=\"https:\/\/columns.chicken-house.net\/2025\/06\/28\/from-prompt-to-product\/\">91APP<\/a> \u5728 \u4eca\u5e74\u751f\u6210\u5f0f AI \u5e74\u6703\u4e00\u6a23\u7684\u300c\u6b63\u78ba\u7387 vs. \u8986\u84cb\u7387\u300d\u6982\u5ff5\u3002<br>Extend \u5718\u968a\u5206\u4eab\u4e86\u4e00\u500b\u8840\u6dcb\u6dcb\u7684\u6559\u8a13: \u4ed6\u5011\u7684\u5ba2\u6236\u4e00\u958b\u59cb\u5c31\u60f3\u8981\u4e00\u6b21\u6027\u81ea\u52d5\u5316\u6574\u500b SaaS \u5408\u7d04\u8655\u7406\u6d41\u7a0b\u3002\u7d50\u679c\u5462\uff1f\u5dee\u9ede\u6574\u500b\u5c08\u6848\u90fd\u8981\u653e\u68c4\uff0c\u62ff\u5230 AI \u5de5\u5177\u5c31\u60f3\u99ac\u4e0a\u81ea\u52d5\u5316\u4e00\u5207\uff0c\u628a\u6587\u4ef6\u4e1f\u7d66 ChatGPT\uff0c\u770b\u8d77\u4f86\u64f7\u53d6\u5f97\u5f88\u5b8c\u7f8e\uff0c\u5c31\u4ee5\u70ba\u53ef\u4ee5\u76f4\u63a5\u53d6\u4ee3\u6574\u500b\u4eba\u5de5\u6d41\u7a0b\u3002<br>\u73fe\u5be6\u662f\u6b98\u9177\u7684\uff0c\u5728\u7259\u79d1\u5e33\u55ae\u81ea\u52d5\u5c0d\u5e33\u6848\u4f8b\u4e2d\uff0c\u4ed6\u5011\u63d0\u51fa\u4e00\u500b\u95dc\u9375\u7684\u52d9\u5be6\u65b9\u6cd5\uff1a\u8207\u5176\u8ffd\u6c42 98% \u6e96\u78ba\u7387\u4f46\u4e0d\u77e5\u9053\u90a3 2% \u932f\u5728\u54ea\uff0c\u4e0d\u5982\u9054\u5230 85% \u7684\u300c\u771f\u5be6\u81ea\u52d5\u5316\u7387(true automation rate)\u300d- \u4e5f\u5c31\u662f\u7cfb\u7d71\u80fd 100% \u78ba\u5b9a\u54ea\u4e9b\u53ef\u4ee5\u81ea\u52d5\u8655\u7406\uff0c\u54ea\u4e9b\u9700\u8981\u4eba\u5de5\u4ecb\u5165\u3002<br>\u800c\u5728 91APP \u7684\u6848\u4f8b\uff0c\u4ed6\u5011\u5728\u505a\u5546\u54c1\u8cc7\u6599\u81ea\u52d5\u586b\u5145\u6642\uff0c\u9762\u81e8\u540c\u6a23\u7684\u9078\u64c7\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A \u65b9\u5f0f: \u6bcf\u500b\u5546\u54c1\u90fd\u6709\u7b54\u6848\uff0c\u4f46\u6b63\u78ba\u7387\u53ea\u6709 70%<\/li>\n\n\n\n<li>B \u65b9\u5f0f: \u53ea\u6709 50% \u7684\u5546\u54c1\u6709\u7b54\u6848\uff0c\u4f46\u6b63\u78ba\u7387 90% \u4ee5\u4e0a\u3002\u53e6\u5916 30% \u7684\u5546\u54c1\u53ea\u6709\u90e8\u5206\u7b54\u6848\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f60\u731c\u4ed6\u5011\u9078\u54ea\u500b? \u7b54\u6848\u662f B \u65b9\u5f0f\u3002\u70ba\u4ec0\u9ebc\uff1f\u56e0\u70ba A \u65b9\u5f0f\u90a3\u7a2e\u60c5\u6cc1\u6700\u75db\u82e6\u3002\u4f7f\u7528\u8005\u4e0d\u77e5\u9053\u54ea\u4e9b\u662f\u932f\u7684\uff0c\u53ea\u80fd\u5168\u90e8\u91cd\u65b0\u6aa2\u67e5\u3002\u9019\u6b63\u662f Extend \u8aaa\u7684\uff1a\u300c\u5728\u95dc\u9375\u696d\u52d9\u6587\u4ef6\u8655\u7406\u4e2d\uff08\u5982\u5408\u7d04\u3001\u91ab\u7642\u8a18\u9304\u3001\u8ca1\u52d9\u6587\u4ef6\uff09\uff0c\u932f\u8aa4\u7684\u4ee3\u50f9\u6975\u9ad8\u3002\u91cd\u9ede\u4e0d\u662f\u9054\u5230\u6700\u9ad8\u7684\u8655\u7406\u8986\u84cb\u7387\uff0c\u800c\u662f\u8981\u80fd\u300c\u660e\u78ba\u9a57\u8b49\u300d(declaratively validate)\u54ea\u4e9b\u8655\u7406\u662f\u6b63\u78ba\u7684\u3002\u53ea\u8981\u80fd\u505a\u5230\u9019\u9ede\uff0c\u5373\u4f7f\u53ea\u80fd\u81ea\u52d5\u5316\u90e8\u5206\u6d41\u7a0b\uff0c\u4e5f\u80fd\u5b89\u5168\u5730\u90e8\u7f72\u5230\u751f\u7522\u74b0\u5883\u300d<br>\u90a3\u8981\u600e\u9ebc\u505a\uff1f<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7b2c\u4e00\u6b65\uff1a\u5efa\u7acb\u4eba\u5de5\u6d41\u7a0b (Human-in-the-Loop)\uff0c\u5148\u6536\u96c6\u771f\u5be6\u6578\u64da\u3002Extend \u7684\u5ba2\u6236\u6539\u8b8a\u7b56\u7565\u5f8c\uff0c\u5373\u4f7f AI \u8655\u7406\u4e86\u6587\u4ef6\uff0c\u9084\u662f\u6709\u4ea4\u7d66\u4eba\u5de5\u5be9\u6838\uff0c\u85c9\u6b64\u4e86\u89e3\u771f\u5be6\u7684\u751f\u7522\u6578\u64da\u3002<\/li>\n\n\n\n<li>\u7b2c\u4e8c\u6b65\uff1a\u5efa\u7acb\u6587\u4ef6\u7279\u5fb5\u5206\u985e\u7cfb\u7d71\uff0c\u7406\u89e3\u6578\u64da\u6a21\u5f0f\u3002\u4ed6\u5011\u5728 20 \u842c\u4efd\u6587\u4ef6\u4e0a\u8dd1\u6279\u6b21\u8655\u7406\uff0c\u4e0d\u662f\u70ba\u4e86\u64f7\u53d6\u6578\u64da\uff0c\u800c\u662f\u70ba\u4e86\u7406\u89e3\u300c\u54ea\u4e9b\u4f9b\u61c9\u5546\u7684\u6587\u4ef6\u6709\u554f\u984c\u300d\u300c\u54ea\u4e9b\u7248\u9762\u914d\u7f6e\u6703\u51fa\u932f\u300d\u3002<\/li>\n\n\n\n<li>\u7b2c\u4e09\u6b65\uff1a\u91dd\u5c0d\u4e0d\u540c\u60c5\u6cc1\u8a2d\u8a08\u4e0d\u540c\u8655\u7406\u65b9\u5f0f\u3002\u4f8b\u5982 91APP \u7684\u65b9\u5f0f: \u9ad8\u4fe1\u5fc3\u6b63\u78ba\u7387\u7684\u60c5\u6cc1\uff0c\u5b8c\u6574\u586b\u5165\u7b54\u6848\u8b93\u4eba\u985e\u7c21\u55ae\u5be9\u6838\u5373\u53ef\u3002\u6c92\u4fe1\u5fc3\u7684\u4e0d\u8981\u586b\u7b54\u6848\uff0c\u8b93\u4eba\u985e\u88dc\u9f4a\u7b54\u6848\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7e3d\u4e4b\uff0c\u300c\u76e1\u53ef\u80fd\u81ea\u52d5\u5316\uff0c\u5426\u5247\u5c31\u589e\u5f37\u300d\u3002\u4e0d\u662f\u8981 AI \u5b8c\u5168\u53d6\u4ee3\u4eba\u985e\uff0c\u800c\u662f\u5efa\u7acb\u4e00\u500b\u8aa0\u5be6\u3001\u53ef\u4fe1\u8cf4\u7684\u4eba\u6a5f\u5354\u4f5c\u7cfb\u7d71\u3002\u7576 AI \u8aaa\u300c\u6211\u78ba\u5b9a\u300d\u7684\u6642\u5019\uff0c\u4f60\u53ef\u4ee5\u76f8\u4fe1\u5b83\uff1b\u7576 AI \u8aaa\u300c\u6211\u4e0d\u78ba\u5b9a\u300d\u7684\u6642\u5019\uff0c\u4f60\u77e5\u9053\u8981\u81ea\u5df1\u5224\u65b7\u3002<\/p>\n\n\n\n<p>\u5225\u60f3\u8457\u4e00\u6b21\u5230\u4f4d\uff0c\u5148\u5f9e\u80fd\u505a\u597d\u7684\u90e8\u5206\u958b\u59cb\uff0c\u9010\u6b65\u64f4\u5927\u81ea\u52d5\u5316\u7bc4\u570d\u3002\u771f\u5be6\u81ea\u52d5\u5316\u7387\u6bd4\u865b\u9ad8\u7684\u6e96\u78ba\u7387\u66f4\u6709\u50f9\u503c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udded <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162750004258971\">\u6a21\u578b\u662f\u5426\u5c31\u662f\u4f60\u7684\u7522\u54c1?<\/a><\/h3>\n\n\n\n<p>\u770b\u4e86\u5169\u5834\u6f14\u8b1b\u8ac7\u300cIs the Model The Product?\u300d\u6a21\u578b\u662f\u5426\u5c31\u662f\u4f60\u7684\u7522\u54c1\u3002\u8a0e\u8ad6 AI \u7522\u696d\u7684\u4e00\u500b\u6838\u5fc3\u554f\u984c: \u5230\u5e95\u4e00\u500b AI \u7522\u54c1\u771f\u6b63\u7684\u50f9\u503c\u5728\u65bc\u6a21\u578b\u9084\u662f\u7522\u54c1\u9ad4\u9a57\u3002<br>\u4ee5\u4e0b\u6574\u7406\u9019\u5169\u5834\u89c0\u9ede\u8ddf\u5fc3\u5f97\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u89c0\u9ede\u4e00: \u6a21\u578b\u5373\u7522\u54c1 <a href=\"https:\/\/www.youtube.com\/watch?v=4dUFIRj-BWo\">The Model is the Product<\/a><\/h4>\n\n\n\n<p>Han \u7684\u89c0\u9ede\u662f\u6a21\u578b\u7684\u6838\u5fc3\u667a\u6167\u624d\u662f\u552f\u4e00\u91cd\u8981\u7684\uff0c\u7522\u54c1\u7684\u6838\u5fc3\u50f9\u503c\u4f86\u81ea\u57fa\u790e\u6a21\u578b\u3002<br>\u6d1e\u5bdf\u6709:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6a21\u578b\u7684\u7a81\u7834\u6027\u80fd\u529b\u6703\u5275\u9020\u5168\u65b0\u7522\u54c1\u985e\u5225\uff0c\u4f8b\u5982 GPT-3.5 \u8a95\u751f ChatGPT\u3001Claude Sonnet 3.5 \u8a95\u751f AI Coding\uff0c\u6bcf\u6b21\u6a21\u578b\u80fd\u529b\u7684\u8e8d\u9032\uff0c\u90fd\u6703\u958b\u555f\u4e00\u500b\u65b0\u7684\u7522\u54c1\u8cfd\u9053\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u6703\u5438\u6536\u5468\u908a\u7684\u8907\u96dc\u5ea6\uff0c\u4f8b\u5982\u4ee5\u524d\u505a NLP \u8981\u624b\u52d5\u8655\u7406\u8a9e\u6cd5\u89e3\u6790\u3001\u8a9e\u610f\u7406\u89e3\u3001\u5be6\u9ad4\u8fa8\u8b58\u2026 \u73fe\u5728 Transformer \u628a\u6574\u500b stack \u90fd\u5403\u6389\u4e86\u3002\u7cfb\u7d71\u7684\u8907\u96dc\u6027\u548c\u7d50\u69cb\u8b8a\u5f97\u4e0d\u90a3\u9ebc\u91cd\u8981\uff0c\u6240\u6709\u7684\u667a\u6167\u90fd\u5c07\u805a\u5408\u5230\u6a21\u578b\u4e2d\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6bcf\u6b21\u6a21\u578b\u80fd\u529b\u7684\u8e8d\u5347\uff0c\u90fd\u6703\u8b93\u4e00\u6279\u5275\u696d\u516c\u53f8\u54ed\u558a\u300cOpenAI \u6bba\u6b7b\u4e86\u67d0\u67d0\u65b0\u5275\u300d\u3002\u5982\u679c\u4f60\u7684\u50f9\u503c\u5efa\u7acb\u5728\u7576\u524d\u6a21\u578b\u7684\u4e0d\u8db3\u4e4b\u8655\uff0c\u4e0b\u4e00\u500b\u6a21\u578b\u7248\u672c\u53ef\u80fd\u5c31\u6703\u8b93\u4f60\u7684\u8b77\u57ce\u6cb3\u6d88\u5931\u3002<br>\u5169\u7a2e\u751f\u5b58\u7b56\u7565: Model-First vs Product-First<\/p>\n\n\n\n<p>Model-First: \u4f8b\u5982 DeepSeek CEO \u8aaa:\u300c\u6211\u5011\u76f8\u4fe1\u7576\u524d\u968e\u6bb5\u662f\u6280\u8853\u5275\u65b0\u7684\u7206\u767c\uff0c\u800c\u4e0d\u662f\u61c9\u7528\u7684\u7206\u767c\u3002\u300d\u4e3b\u8981\u5be6\u9a57\u5ba4\u90fd\u8ffd\u6c42\u6700\u5148\u9032\u7684\u6a21\u578b\uff0c\u671d\u8457 AGI \u7af6\u8cfd\uff0c\u7121\u8ad6\u90a3\u662f\u5982\u4f55\u5b9a\u7fa9\u7684\u3002\u4f46\u9019\u4e26\u4e0d\u5bb9\u6613\u3002\u5373\u4f7f\u5c0d\u65bc\u50cf Elon Musk \u9019\u6a23\u7684\u4eba\uff0c\u4e5f\u82b1\u4e86\u5c07\u8fd1\u5169\u5e74\u6642\u9593\u548c\u4e09\u500b\u6a21\u578b\u767c\u5e03\uff0cGrok \u624d\u80fd\u63a5\u8fd1\u9818\u5148\u512a\u52e2\uff0c\u624d\u80fd\u6709\u7af6\u722d\u529b\u3002\u7576\u6a21\u578b\u9a45\u52d5\u50f9\u503c\u6642\uff0c\u6a21\u578b\u512a\u5148\u7d66\u4f60\u6700\u5f37\u7684\u724c\u3002\u4f46\u5c0d\u5927\u591a\u6578\u516c\u53f8\u4f86\u8aaa\uff0c\u9019\u975e\u5e38\u6602\u8cb4\u3001\u6709\u98a8\u96aa\uff0c\u4e26\u4e0d\u7e3d\u662f\u53ef\u884c\u7684\u3002<\/p>\n\n\n\n<p>Product-First: \u7522\u54c1\u512a\u5148\u6230\u7565\u7684\u672c\u8cea\u3002\u4f60\u5982\u4f55\u8a2d\u8a08\u3001\u6574\u5408\uff0c\u4ee5\u53ca\u5982\u4f55\u5206\u767c\u548c\u63d0\u4f9b\u4ee5\u7528\u6236\u70ba\u5148\u7684\u9ad4\u9a57\u3002\u4f46\u662f\u6838\u5fc3\u6311\u6230\u662f\uff0c\u8a31\u591a\u7522\u54c1\u512a\u5148\u516c\u53f8\uff0c\u4f60\u4f9d\u8cf4\u65bc\u5e02\u5834\u4e0a\u7684\u6a21\u578b\u512a\u5148\u5be6\u9a57\u5ba4\u4f86\u63d0\u4f9b\u9019\u4e9b\u65b0\u80fd\u529b\u3002\u4f60\u7121\u6cd5\u63a7\u5236\u5e95\u5c64\u7684\u7a81\u7834\u3002\u4f60\u5fc5\u9808\u7b49\u5f85\u5b83\u3002\u7576\u9019\u4e9b\u80fd\u529b\u88ab\u5438\u6536\u5230\u4e0b\u4e00\u500b\u6a21\u578b\u767c\u5e03\u4e2d\u6642\uff0c\u4f60\u7684\u5dee\u7570\u5316\u53ef\u80fd\u6703\u6d88\u5931\u3002\u90a3\u9ebc\u8b77\u57ce\u6cb3\u5728\u54ea\u88e1\uff1f<\/p>\n\n\n\n<p>\u8b1b\u8005\u8a8d\u70ba AI \u7522\u54c1\u7684\u751f\u5b58\u95dc\u9375\u662f\u300cdistribution \u5206\u767c\u300d\u5373\u8b77\u57ce\u6cb3\u3002<\/p>\n\n\n\n<p>\u6709\u53e5\u8a71\u8aaa\uff0c\u7b2c\u4e00\u6b21\u5275\u696d\u8005\u8457\u8ff7\u65bc\u7522\u54c1\uff0c\u7b2c\u4e8c\u6b21\u5275\u696d\u8005\u8457\u8ff7\u65bc\u5206\u767c\u3002\u5728 AI \u61c9\u7528\u7684\u4e16\u754c\u4e2d\uff0c\u5206\u767c\u7d66\u4f60\u6578\u64da\u3001\u7528\u6236\u884c\u70ba\u6578\u64da\u3001\u7522\u54c1\u53cd\u994b\u6578\u64da\uff0c\u4ee5\u53ca\u4e00\u4e9b\u771f\u5be6\u4e16\u754c\u7684\u4fe1\u865f\uff0c\u8b93\u4f60\u77e5\u9053\u4ec0\u9ebc\u6709\u6548\uff0c\u4ec0\u9ebc\u7121\u6548\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u5206\u767c\u4f86\u5efa\u7acb\u81ea\u5df1\u7684\u6578\u64da\uff0c\u5efa\u7acb\u81ea\u5df1\u7684\u8a55\u4f30\u6846\u67b6\uff0c\u5efa\u7acb\u81ea\u5df1\u7684\u57fa\u6e96\u6e2c\u8a66\u3002\u6240\u4ee5\u7576\u65b0\u7684\u6a21\u578b\u80fd\u529b\u51fa\u73fe\u6642\uff0c\u4f60\u5c07\u662f\u7b2c\u4e00\u500b\u9032\u5165\u5e02\u5834\u7684\u3002\u6216\u8005\u5982\u679c\u4f60\u9858\u610f\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u4f60\u7684\u6578\u64da\u4f86\u81ea\u5df1\u5275\u9020\u65b0\u8208\u80fd\u529b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u89c0\u9ede\u4e8c: \u7522\u54c1\u54c1\u5473(Product Sense)\u624d\u662f\u8b77\u57ce\u6cb3 <a href=\"https:\/\/www.youtube.com\/watch?v=EEw2PpL-_NM\">The Model is Not the Product<\/a><\/h4>\n\n\n\n<p>Hamel Husain \u8b1b\u8005\u7684\u53cd\u99c1\u662f: \u5982\u679c\u6a21\u578b\u662f\u4e00\u5207\uff0c\u70ba\u4ec0\u9ebc\u64c1\u6709\u6700\u5f37\u6a21\u578b\u7684\u516c\u53f8\u505a\u4e0d\u51fa\u597d\u7522\u54c1\uff1f<br>\u4ed6\u8a8d\u70ba\u4f60\u7684\u54c1\u5473\u548c\u7522\u54c1\u611f\u624d\u662f\u8b77\u57ce\u6cb3\uff0c\u4e0d\u662f\u6a21\u578b\u3002<br>\u5f88\u591a\u4eba\u8aaa\u57fa\u790e\u6a21\u578b\u5be6\u9a57\u5ba4\uff08OpenAI\u3001Google \u7b49\uff09\u6703\u5f80\u4e0a\u6e38\u8d70\uff0c\u81ea\u5df1\u505a\u7522\u54c1\uff0c\u628a\u6240\u6709\u50f9\u503c\u90fd\u5403\u6389\u3002\u4f46\u9019\u4e0d\u5c31\u662f\u8001\u6389\u7259\u7684\u300c\u70ba\u4ec0\u9ebc Amazon \u4e0d\u6703\u81ea\u5df1\u505a\uff1f\u300d\u7ffb\u7248\u55ce\uff1f\u628a Amazon \u63db\u6210 OpenAI\uff0c\u9053\u7406\u662f\u4e00\u6a23\u7684\u3002Google \u6709\u6700\u5148\u9032\u7684 LLM\u3001\u81ea\u5df1\u7684\u786c\u9ad4\u300150 \u5104\u7528\u6236\uff0c\u6309\u7406\u8aaa\u61c9\u8a72\u6a6b\u6383 AI \u7522\u54c1\u5e02\u5834\u5427\uff1f\u4f46\u662f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Google Docs \u4e0d\u80fd\u8655\u7406\u8a55\u8ad6\u3001\u4e0d\u80fd\u986f\u793a\u5dee\u7570<\/li>\n\n\n\n<li>Calendar \u4e0d\u80fd\u5b58\u53d6\u806f\u7d61\u4eba<\/li>\n\n\n\n<li>Gmail \u5e38\u5e38\u56de\u7b54\u300c\u6211\u7121\u6cd5\u5354\u52a9\u300d<\/li>\n<\/ul>\n\n\n\n<p>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u7b2c\u4e09\u65b9\u7522\u54c1 Lindy \u53cd\u800c\u80fd\u8f15\u9b06\u5e6b\u4f60\u5f9e\u806f\u7d61\u4eba\u627e\u5230 Brian \u4e26\u5b89\u6392\u6703\u8b70\u3002<br>AI \u5de5\u7a0b\u5176\u5be6\u5305\u542b\u5169\u4ef6\u4e8b:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8b93\u6a21\u578b\u505a\u4f60\u60f3\u505a\u7684\u4e8b\uff0c\u7528\u5230 prompt engineering\u3001RAG\u3001\u6846\u67b6\u7b49<\/li>\n\n\n\n<li>\u641e\u6e05\u695a\u4f60\u5230\u5e95\u60f3\u8981\u4ec0\u9ebc\uff0c\u9019\u9700\u8981\u54c1\u5473\u3001\u5224\u65b7\u529b\u3001\u8a2d\u8a08\u3001UX\uff0c\u8a2d\u8a08\u826f\u597d\u7684\u4f7f\u7528\u8005\u4ecb\u9762<br>\u5c31\u7b97\u672a\u4f86\u7b2c\u4e00\u4ef6\u4e8b\u8b8a\u7c21\u55ae\u4e86\uff0c\u7b2c\u4e8c\u4ef6\u4e8b\u6c38\u9060\u9003\u4e0d\u6389\u3002GitHub Copilot \u548c Cursor \u5728\u5f88\u9577\u4e00\u6bb5\u6642\u9593\u5167\u90fd\u53ef\u4ee5\u5b58\u53d6\u76f8\u540c\u7684\u6a21\u578b\u3002\u4e5f\u8a31\u73fe\u5728\u4e0d\u662f\uff0c\u4f46\u5728\u5f88\u9577\u4e00\u6bb5\u6642\u9593\u5167\u90fd\u53ef\u4ee5\u5b58\u53d6\u76f8\u540c\u7684\u6a21\u578b\u3002\u6211\u6703\u8aaa\u975e\u5e38\u3001\u975e\u5e38\u4e0d\u540c\u7684\u7522\u54c1\uff0c\u5177\u6709\u975e\u5e38\u4e0d\u540c\u7684\u80fd\u529b\u548c\u4f86\u81ea\u7528\u6236\u7684\u975e\u5e38\u4e0d\u540c\u7684\u53cd\u61c9\u3002\u6211\u6703\u8aaa\u4e0d\u662f\u6a21\u578b\u7684\u90e8\u5206\u6b63\u5728\u505a\u5927\u91cf\u7684\u5de5\u4f5c\u3002\u7522\u54c1\u9ad4\u9a57\u5929\u5dee\u5730\u9060\uff0c\u9019\u4e0d\u662f\u6a21\u578b\u7684\u529f\u52de\u3002<\/li>\n<\/ol>\n\n\n\n<p>\ud83d\udca1 \u7d50\u8ad6\u770b\u6cd5<\/p>\n\n\n\n<p>\u6a21\u578b\u80fd\u529b\u662f\u5fc5\u8981\u689d\u4ef6\u4f46\u975e\u5145\u5206\u689d\u4ef6\u3002\u5c31\u50cf Switch \u4e0d\u662f\u7528\u6700\u5148\u9032\u7684\u6676\u7247\u5806\u51fa\u4f86\u7684\uff0c\u800c\u662f\u4efb\u5929\u5802\u628a\u73fe\u6210\u7d44\u4ef6\u6574\u5408\u6210\u4ee4\u4eba\u6109\u6085\u7684\u9ad4\u9a57\u3002<br>\u6211\u5011\u90fd\u540c\u610f\u5206\u767c(distribution)\u662f\u4e00\u7a2e\u8b77\u57ce\u6cb3\uff0c\u7528\u6236\u6578\u64da\u8b93\u4f60\u6bd4\u6a21\u578b\u516c\u53f8\u66f4\u6709\u512a\u52e2\uff0c\u8acb\u5efa\u7acb\u81ea\u5df1\u7684\u8a55\u4f30\u67b6\u69cb\u3002<br>\u6a21\u578b\u6703\u8d8a\u4f86\u8d8a\u8070\u660e\uff0c\u4f46\u300c\u5f04\u6e05\u695a\u7528\u6236\u8981\u4ec0\u9ebc\u300d\u9019\u4ef6\u4e8b\uff0c\u9084\u662f\u9700\u8981\u4eba\u985e\u7684\u54c1\u5473\u548c\u6d1e\u5bdf\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2696\ufe0f <a href=\"https:\/\/www.facebook.com\/ihower\/posts\/10162805911793971\">\u9a57\u8b49\u7684\u4e0d\u5c0d\u7a31\u6027<\/a><\/h3>\n\n\n\n<p>\u525b\u88ab\u6316\u89d2\u53bb Meta \u8d85\u7d1a\u667a\u6167\u5be6\u9a57\u5ba4\u7684\u524d OpenAI \u7814\u7a76\u54e1 Jason Wei\uff0c\u4e5f\u662f\u8457\u540d Chain-of-Thought \u8ad6\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\uff0c\u6700\u8fd1\u5beb\u4e86\u5e7e\u7bc7\u77ed\u6587\uff0c\u8b1b\u5230\u7684\u6982\u5ff5\u883b\u4e0d\u932f\u7684\uff0c\u7d00\u9304\u4e00\u4e0b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u9a57\u8b49\u7684\u4e0d\u5c0d\u7a31\u6027(Asymmetry of verification) <a href=\"https:\/\/x.com\/_jasonwei\/status\/1945287045251052007\">1<\/a><\/h4>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"568\" data-attachment-id=\"13204\" data-permalink=\"https:\/\/ihower.tw\/blog\/13197-aie-openai-gpt-5\/image-25\" data-orig-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/08\/image-3.png\" data-orig-size=\"2048,1136\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/08\/image-3-300x166.png\" data-large-file=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/08\/image-3-1024x568.png\" src=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/08\/image-3-1024x568.png\" alt=\"\" class=\"wp-image-13204\" style=\"width:1096px;height:auto\" srcset=\"https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/08\/image-3-1024x568.png 1024w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/08\/image-3-300x166.png 300w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/08\/image-3-768x426.png 768w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/08\/image-3-1536x852.png 1536w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/08\/image-3-1568x870.png 1568w, https:\/\/ihower.tw\/blog\/wp-content\/uploads\/2025\/08\/image-3.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6709\u4e9b\u4efb\u52d9\u300c\u89e3\u6c7a\u5f88\u96e3\uff0c\u9a57\u8b49\u5f88\u7c21\u55ae\u300d\uff0c\u4f8b\u5982\u6578\u7368\u8981\u82b1\u5f88\u4e45\u89e3\uff0c\u4f46\u6aa2\u67e5\u7b54\u6848\u5c0d\u4e0d\u5c0d\u53ea\u8981\u5e7e\u79d2\u3002<\/p>\n\n\n\n<p>\u4f46\u4e5f\u6709\u4e9b\u4efb\u52d9\u300c\u9a57\u8b49\u6bd4\u89e3\u6c7a\u9084\u96e3\u300d\uff0c\u6bd4\u5982\u4e8b\u5be6\u67e5\u6838\u6709\u500b Brandolini \u5b9a\u5f8b: \u300c\u99c1\u65a5\u932f\u8aa4\u8cc7\u8a0a\u6240\u9700\u7684\u52aa\u529b\u6bd4\u88fd\u9020\u5b83\u591a\u51fa\u4e00\u500b\u6578\u91cf\u7d1a\u300d\u3002\u8a31\u591a\u79d1\u5b78\u5047\u8aaa\u4e5f\u662f\u5982\u6b64\uff0c\u63d0\u51fa\u4e00\u500b\u65b0\u98f2\u98df\u6cd5\u5f88\u7c21\u55ae\uff0c\u4f46\u8981\u9a57\u8b49\u662f\u5426\u771f\u7684\u6709\u76ca\u5065\u5eb7\uff0c\u53ef\u80fd\u8981\u82b1\u597d\u5e7e\u5e74\u8ffd\u8e64\u7814\u7a76\u3002<br>\u9019\u88e1 Jason \u63d0\u51fa\u300c\u9a57\u8b49\u8005\u5b9a\u5f8b\u300d(Verifier&#8217;s Law): AI \u8a13\u7df4\u7684\u96e3\u6613\u5ea6\uff0c\u8207\u4efb\u52d9\u7684\u53ef\u9a57\u8b49\u6027\u6210\u6b63\u6bd4\u3002\u6240\u6709\u53ef\u80fd\u89e3\u6c7a\u4e14\u80fd\u9a57\u8b49\u7684\u4efb\u52d9\uff0c\u6700\u7d42\u90fd\u6703\u88ab AI \u89e3\u6c7a\u3002<br>\u4e00\u500b\u91cd\u8981\u6d1e\u5bdf\u662f: \u6211\u5011\u53ef\u4ee5\u4e3b\u52d5\u6539\u5584\u9a57\u8b49\u7684\u4e0d\u5c0d\u7a31\u6027\u3002\u4ee5\u7a0b\u5f0f\u8a2d\u8a08\u70ba\u4f8b\uff0c\u96d6\u7136\u95b1\u8b80\u7a0b\u5f0f\u78bc\u4e26\u6aa2\u67e5\u6b63\u78ba\u6027\u5f88\u7e41\u7463\uff0c\u4f46\u5982\u679c\u6709\u6db5\u84cb\u5145\u5206\u7684\u6e2c\u8a66\u6848\u4f8b\uff0c\u5c31\u80fd\u5feb\u901f\u6aa2\u67e5\u4efb\u4f55\u89e3\u7b54\u3002<br>\u70ba\u4ec0\u9ebc\u9019\u500b\u5f88\u91cd\u8981\uff1f\u56e0\u70ba\u80fd\u5920\u9a57\u8b49\uff0c\u5c31\u80fd\u5efa\u7acb\u5f37\u5316\u5b78\u7fd2(RL)\u8a13\u7df4\u74b0\u5883\uff0c\u8b93 AI \u4e0d\u65b7\u5617\u8a66\u3001\u7372\u5f97\u56de\u994b\u3001\u6301\u7e8c\u6539\u9032\u3002\u672a\u4f86\u6211\u5011\u5f88\u53ef\u80fd\u6703\u6709\u500b\u53c3\u5dee\u4e0d\u9f4a\u7684\u667a\u6167\u908a\u7de3: AI \u5728\u53ef\u9a57\u8b49\u4efb\u52d9\u4e0a\u6703\u66f4\u8070\u660e\uff0c\u56e0\u70ba\u89e3\u6c7a\u53ef\u9a57\u8b49\u4efb\u52d9\u8981\u5bb9\u6613\u5f97\u591a\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u63cf\u8ff0-\u57f7\u884c\u843d\u5dee(description-execution gap\u201d) <a href=\"https:\/\/x.com\/_jasonwei\/status\/1935418236872335397\">2<\/a><\/h4>\n\n\n\n<p>\u63cf\u8ff0\u4efb\u52d9\u7684\u96e3\u5ea6\u8207\u5be6\u969b\u57f7\u884c\u8a72\u4efb\u52d9\u7684\u96e3\u5ea6\u76f8\u6bd4\uff0c\u54ea\u4e00\u500b\u66f4\u9ad8\uff1f\u5982\u679c\u63cf\u8ff0\u4efb\u52d9\u6bd4\u5be6\u969b\u57f7\u884c\u7c21\u55ae\u5f88\u591a\uff0c\u9019\u985e\u4efb\u52d9\u5c31\u5f88\u9069\u5408 AI \u81ea\u52d5\u5316\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\u300c\u4fee\u6b63\u6587\u7ae0\u4e2d\u7684\u8a9e\u6cd5\u932f\u8aa4\u300d\uff0c\u63cf\u8ff0\u8d77\u4f86\u7c21\u55ae\uff0c\u4f46\u5be6\u969b\u8981\u4eba\u5de5\u6aa2\u67e5\u6574\u7bc7\u6587\u7ae0\u5f88\u8cbb\u6642\u3002<br>\u53cd\u4e4b\uff0c\u50cf\u300c\u4ee5\u7279\u5b9a\u98a8\u683c\u526a\u8f2f\u5f71\u7247\u300d\uff0c\u901a\u5e38\u81ea\u5df1\u526a\u6bd4\u63cf\u8ff0\u6bcf\u500b\u7d30\u7bc0\u8a72\u600e\u9ebc\u505a\u9084\u5bb9\u6613\uff0c\u6216\u662f\u300c\u5e6b\u5abd\u5abd\u8cb7\u96dc\u8ca8\u300d\uff0c\u5979\u6709\u975e\u5e38\u7279\u5b9a\u7684\u54c1\u9805\u548c\u6578\u91cf\uff0c\u81ea\u5df1\u53bb\u8cb7\u6bd4\u8ddf\u6211\u63cf\u8ff0\u8981\u8cb7\u4ec0\u9ebc\u3001\u8981\u600e\u9ebc\u6311\u6c34\u679c\u9084\u7c21\u55ae\u3002<br>\u9019\u89e3\u91cb\u4e86\u70ba\u4ec0\u9ebc\u67d0\u4e9b\u770b\u4f3c\u7c21\u55ae\u7684\u4efb\u52d9 AI \u9084\u505a\u4e0d\u597d: \u4e0d\u662f\u6280\u8853\u554f\u984c\uff0c\u800c\u662f\u63cf\u8ff0\u6210\u672c\u592a\u9ad8\uff0c\u4eba\u6703\u61f6\u5f97\u8ddf AI \u8b1b\u6e05\u695a\u3002\u56e0\u6b64\u7576\u63cf\u8ff0\u4efb\u52d9\u7684\u6210\u672c\u63a5\u8fd1\u6216\u8d85\u904e\u57f7\u884c\u6210\u672c\u6642\uff0c\u4eba\u985e\u81ea\u5df1\u505a\u53cd\u800c\u66f4\u6709\u6548\u7387\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u5f9e RL \u5f37\u5316\u5b78\u7fd2\u5b78\u5230\u7684\u4eba\u751f\u54f2\u5b78: \u8d70\u81ea\u5df1\u7684\u8def <a href=\"https:\/\/x.com\/_jasonwei\/status\/1945294042138599722\">3<\/a><\/h4>\n\n\n\n<p>\u5f37\u5316\u5b78\u7fd2\u7684\u91cd\u8981\u6982\u5ff5\u662f\u59cb\u7d42\u4fdd\u6301\u300con-policy\u300d: \u8207\u5176\u6a21\u4eff\u4ed6\u4eba\u7684\u6210\u529f\u8ecc\u8de1\uff0c\u4e0d\u5982\u63a1\u53d6\u81ea\u5df1\u7684\u884c\u52d5\uff0c\u4e26\u5f9e\u74b0\u5883\u7d66\u4e88\u7684\u734e\u52f5\u4e2d\u5b78\u7fd2\u3002<\/p>\n\n\n\n<p>\u6a21\u4eff\u5b78\u7fd2\u53ea\u9069\u5408\u521d\u671f\u555f\u52d5\uff0c\u5c31\u50cf\u5728\u5b78\u6821\u5b78\u7fd2\u57fa\u790e\u77e5\u8b58\u3002\u4f46\u771f\u6b63\u8981\u8d85\u8d8a\u8001\u5e2b\uff0c\u5fc5\u9808\u505a on-policy RL: \u6839\u64da\u81ea\u5df1\u7684\u5f37\u9805\u548c\u5f31\u9ede\uff0c\u5f9e\u74b0\u5883\u4e2d\u7372\u5f97\u771f\u5be6\u56de\u994b\u4f86\u5b78\u7fd2\u3002<br>\u4ed6\u8209\u4e86\u500b\u4eba\u4f8b\u5b50: \u5225\u4eba\u53ef\u80fd\u64c5\u9577\u5feb\u901f\u5617\u8a66\uff0c\u4f46\u4ed6\u767c\u73fe\u81ea\u5df1\u66f4\u64c5\u9577\u300c\u6df1\u5165\u95b1\u8b80\u8cc7\u6599\u300d\u548c\u300c\u505a\u7d30\u7dfb\u7684\u5be6\u9a57\u300d\u3002\u9019\u4e9b\u770b\u4f3c\u300c\u6162\u300d\u7684\u65b9\u6cd5\uff0c\u53cd\u800c\u6210\u70ba\u4ed6\u7684\u7368\u7279\u512a\u52e2\u3002<br>\u8207\u5176\u6a21\u4eff\u5225\u4eba\u7684\u6210\u529f\u8def\u5f91\uff0c\u4e0d\u5982\u767c\u63ee\u81ea\u5df1\u7684\u7368\u7279\u512a\u52e2\u3002\u5c31\u50cf RL agent \u6700\u7d42\u8981\u627e\u5230\u81ea\u5df1\u7684\u7b56\u7565\uff0c\u800c\u4e0d\u662f\u6c38\u9060\u6a21\u4eff\u4eba\u985e\u7684\u89e3\u6cd5\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u88dc\u5145\u6709\u4eba\u6307\u6b63: \u6613\u9a57\u8b49\u4e0d\u7b49\u65bc AI \u4e00\u5b9a\u80fd\u8a13\u7df4\u5f97\u51fa\u89e3\uff0c\u539f\u6587\u4e2d\u9019\u500b Verifier\u2019s law \u9084\u6709\u4e00\u4e9b\u4f46\u66f8\u3002\u4f8b\u5982\u8cea\u56e0\u6578\u5206\u89e3\u9084\u662f\u5f88\u96e3\uff0c\u9a57\u8b49\u537b\u5f88\u7c21\u55ae\u3002\u6240\u4ee5\u9019\u66f4\u50cf\u662f\u5de5\u7a0b\u7d93\u9a57\u6cd5\u5247: \u8981\u9a57\u8b49\u5feb\u4e14\u80fd\u5bc6\u96c6\u56de\u994b\u6709\u6548\u8a0a\u865f\uff0cRL \u8fed\u4ee3\u624d\u6703\u6709\u6548\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udcbb <a href=\"https:\/\/www.deeplearning.ai\/short-courses\/claude-code-a-highly-agentic-coding-assistant\/\">Claude Code \u8ab2\u7a0b\u63a8\u85a6<\/a><\/h3>\n\n\n\n<p>Claude Code \u662f\u76ee\u524d\u6700\u706b\u7d05\u7684 AI Coding \u5de5\u5177\uff0c\u4e5f\u662f\u6211\u6700\u8fd1\u7684\u4e3b\u529b\u958b\u767c\u5de5\u5177\uff0c\u53ef\u8f14\u4ee5 <a href=\"https:\/\/cursor.com\/\">Cursor<\/a> \u4f7f\u7528\u3002\u9019\u88e1\u63a8\u85a6\u5169\u500b Anthropic \u5b98\u65b9\u63a8\u51fa\u7684\u8ab2\u7a0b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Anthropic Academy \u7684 <a href=\"https:\/\/anthropic.skilljar.com\/claude-code-in-action\">Claude Code in Action<\/a> \u9304\u88fd\u975e\u5e38\u7cbe\u7f8e\u7684\u7dda\u4e0a\u8ab2\u7a0b<\/li>\n\n\n\n<li>DeepLearning.AI \u7684 <a href=\"https:\/\/www.deeplearning.ai\/short-courses\/claude-code-a-highly-agentic-coding-assistant\/\">Claude Code: A Highly Agentic Coding Assistant<\/a> \u7528\u4e86\u4e09\u500b\u6848\u4f8b(RAG Chatbot\u3001Jupyter notebook\u3001Visual mockup) \u5be6\u969b\u793a\u7bc4\u958b\u767c\u904e\u7a0b\uff0c\u975e\u5e38\u63a8\u85a6<\/li>\n<\/ul>\n\n\n\n<p>\u66f4\u591a\u95dc\u65bc Claude Code \u7684\u8cc7\u6e90\u6574\u7406\uff0c\u53ef\u4ee5\u53c3\u8003<a href=\"https:\/\/ihower.tw\/notes\/%E6%8A%80%E8%A1%93%E7%AD%86%E8%A8%98-AI\/Claude+Code\">\u6211\u7684\u7b46\u8a18<\/a>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5e0c\u671b\u4f60\u6703\u559c\u6b61\u9019\u96c6\u5167\u5bb9\uff01<\/p>\n\n\n\n<p>\u2013 ihower<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hello! \u5404\u4f4d AI \u958b\u767c\u8005\u5927\u5bb6\u597d \ud83d\udc4b \u6211\u662f ihower\uff0c\u9019\u671f\u4e0d\u5c0f\u5fc3\u8b8a\u6210\u6708\u520a\u4e86\uff0c\u6691\u5047\u771f\u662f\u904e\u592a\u5feb\u4e86\u3002 \u5e6b\u5206 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/ihower.tw\/blog\/13197-aie-openai-gpt-5\" class=\"more-link\">\u95b1\u8b80\u5168\u6587<span class=\"screen-reader-text\">\u3008\u611b\u597d AI Engineer \u96fb\u5b50\u5831 \ud83d\ude80 OpenAI GPT-5 \u63a8\u51fa #31\u3009<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[91],"tags":[],"class_list":["post-13197","post","type-post","status-publish","format-standard","hentry","category-aie","entry"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p1q6tG-3qR","jetpack_sharing_enabled":true,"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13197","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/comments?post=13197"}],"version-history":[{"count":4,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13197\/revisions"}],"predecessor-version":[{"id":13588,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/posts\/13197\/revisions\/13588"}],"wp:attachment":[{"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/media?parent=13197"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/categories?post=13197"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ihower.tw\/blog\/wp-json\/wp\/v2\/tags?post=13197"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}