{"id":6423,"date":"2025-05-15T12:49:31","date_gmt":"2025-05-15T12:49:31","guid":{"rendered":"https:\/\/www.myshirtai.com\/archives\/6423"},"modified":"2025-05-15T12:49:31","modified_gmt":"2025-05-15T12:49:31","slug":"%e6%b7%b1%e5%85%a5%e7%90%86%e8%a7%a3langgraph%ef%bc%9a%e6%9e%84%e5%bb%ba%e6%99%ba%e8%83%bdai%e5%b7%a5%e4%bd%9c%e6%b5%81%e7%9a%84%e6%96%b0%e8%8c%83%e5%bc%8f","status":"publish","type":"post","link":"https:\/\/www.myshirtai.com\/en\/archives\/6423","title":{"rendered":"A deeper understanding of LangGraph: a new paradigm for building intelligent AI workflows"},"content":{"rendered":"<p>In today's rapid development of AI technology, handling complex AI tasks has become an important challenge for enterprises and developers. Traditional chain invocation frameworks are overwhelmed when facing scenarios such as multi-step reasoning, dynamic decision making, and multi-intelligence collaboration.LangGraph, a revolutionary AI framework, provides us with a new solution for building intelligent workflows through the graph mindset model.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/\u5fae\u4fe1\u56fe\u7247_2025-05-15_180727_416_cleanup-realesr-animevideov3-x2-x2.png\" alt=\"\" class=\"wp-image-1230\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-langgraph\u7684\u6838\u5fc3\u7406\u5ff5\u4e0e\u8bbe\u8ba1\u54f2\u5b66\">LangGraph's core concept and design philosophy<\/h2>\n\n\n\n<p>The core concept of LangGraph is to treat complex AI tasks as a directed graph structure, where each node represents an execution unit and edges define the flow and conditions of execution. This design philosophy stems from a deep understanding of the complexity of real-world problems.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u4e3a\u4ec0\u4e48\u9700\u8981langgraph\">Why do you need LangGraph?<\/h3>\n\n\n\n<p>As businesses move towards smarter, data-driven organizations, the need for systems that can do more than just answer simple questions is growing rapidly. No longer satisfied with AI systems that can only respond to prompts, organizations need systems that can think, plan, and act. These next-generation systems must be able to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Coordination in a multi-step process<\/li>\n\n\n\n<li>Selecting the most appropriate technology or data source<\/li>\n\n\n\n<li>Retrieving and reasoning about contextual information<\/li>\n\n\n\n<li>Autonomous execution of decisions without continuous human intervention<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/\u5fae\u4fe1\u56fe\u7247_2025-05-15_193006_975_cleanup-scaled.jpg\" alt=\"\" class=\"wp-image-1242\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u56fe\u7ed3\u6784\u7684\u4e09\u5927\u8981\u7d20\">The three main elements of the graph structure<\/h3>\n\n\n\n<p>The core of LangGraph is built on three key elements:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Node<\/strong>: Represents an independent unit and can be:\n<ul class=\"wp-block-list\">\n<li>Agent nodes: encapsulate independent Agent capabilities<\/li>\n\n\n\n<li>Tool node: calling specific tools<\/li>\n\n\n\n<li>END node: identification of the end of the process<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Edge<\/strong>: Label the decision path of the state flow and decide which node to jump to next:\n<ul class=\"wp-block-list\">\n<li>Sequential execution (linear flow)<\/li>\n\n\n\n<li>Conditional jumps (state-based dynamic routing)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>State<\/strong>: Throughout the process, record data or interaction state, drive flow between nodes<\/li>\n<\/ol>\n\n\n\n<p>This design makes LangGraph highly modular and intuitive, making it particularly suitable for enterprise systems that need to follow program logic and conditional branching.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/\u5fae\u4fe1\u56fe\u7247_2025-05-15_173024_065.png\" alt=\"\" class=\"wp-image-1226\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-langgraph\u7684\u72b6\u6001\u7ba1\u7406\u4e0e\u5de5\u4f5c\u6d41\u6784\u5efa\">LangGraph's state management and workflow construction<\/h2>\n\n\n\n<p>State management is one of the core features of LangGraph, which defines and maintains the shared state of the entire workflow through a Pydantic model.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u72b6\u6001\u5b9a\u4e49\u4e0e\u7ba1\u7406\">State Definition and Management<\/h3>\n\n\n\n<p>LangGraph uses TypedDict or Pydantic to define the state structure, and each node can access and modify this shared state:<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">class AgentState(TypedDict).\n    messages: List[BaseMessage] # ConversationHistory\n    agent_outcome: str # Next Decision\n    tool_response: str # result of tool call\n<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/accesswximg_cleanup-realesr-animevideov3-x2-x2_C.jpg\" alt=\"\" class=\"wp-image-1231\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u8282\u70b9\u7684\u5b9e\u73b0\">Node implementation<\/h3>\n\n\n\n<p>Nodes are processing units that perform specific functions, they receive the current state and return the updated state:<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">def agent_decision_node(state: AgentState) -&gt; dict.\n    # Analyze user intent and make a decision\n    last_message = state[\"messages\"][-1].content\n    # Return next action based on intent\n    return {\"agent_outcome\": decision}\n<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/640-2.png\" alt=\"\" class=\"wp-image-1237\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u5de5\u4f5c\u6d41\u7684\u7ec4\u88c5\">Workflow assembly<\/h3>\n\n\n\n<p>With the StateGraph class, we can assemble nodes and edges into complete workflows:<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">workflow = StateGraph(AgentState)\nworkflow.add_node(\"agent\", agent_decision_node)\nworkflow.add_edge(\"agent\", \"tool\")\nworkflow.set_entry_point(\"agent\")\n<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/1745583376202-realesr-animevideov3-x2-x2.jpg\" alt=\"\" class=\"wp-image-1240\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-langgraph\u7684\u9ad8\u7ea7\u7279\u6027\u4e0e\u6700\u4f73\u5b9e\u8df5\">LangGraph Advanced Features and Best Practices<\/h2>\n\n\n\n<p>LangGraph offers a number of advanced features that allow it to handle more complex scenarios.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u6761\u4ef6\u8def\u7531\u4e0e\u52a8\u6001\u51b3\u7b56\">Conditional Routing and Dynamic Decision Making<\/h3>\n\n\n\n<p>LangGraph supports conditional edges, which can dynamically determine the execution path based on the state:<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">def router(state).\n    if state[\"intent\"] == \"technical\".\n        return \"expert_agent\"\n    else: if state[\"intent\"] == \"technical\": return \"expert_agent\n        return \"review_agent\"\n\nworkflow.add_conditional_edges(\"intent_agent\", router)\n<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u5faa\u73af\u63a7\u5236\u4e0e\u8fed\u4ee3\u4f18\u5316\">Cyclic control and iterative optimization<\/h3>\n\n\n\n<p>Unlike traditional DAGs (directed acyclic graphs), LangGraph supports a cyclic structure, which makes it possible to implement multiple rounds of decision-making and retry mechanisms:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Validation-correction cycle: continually improve the output until it meets quality standards<\/li>\n\n\n\n<li>Self-reflective model: continuous optimization of results through feedback loops<\/li>\n\n\n\n<li>Tree search decision: supports depth-first or breadth-first search strategies<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/640-1_cleanup.png\" alt=\"\" class=\"wp-image-1236\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u53ef\u89c6\u5316\u4e0e\u8c03\u8bd5\">Visualization and Debugging<\/h3>\n\n\n\n<p>LangGraph provides powerful visualization capabilities to intuitively display workflow structures:<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\"># Generate a Mermaid Graph\nmermaid_code = graph.get_graph().draw_mermaid()\n# Save as PNG image\napp.get_graph().draw_mermaid_png(output_file_path=\"workflow_graph.png\")\n<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/\u5fae\u4fe1\u56fe\u7247_2025-05-15_173423_785_cleanup.png\" alt=\"\" class=\"wp-image-1228\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-langgraph\u5b9e\u6218\u5e94\u7528\u573a\u666f\">LangGraph Application Scenarios<\/h2>\n\n\n\n<p>LangGraph has a wide range of application scenarios in real business, let's go through a few real-life examples to understand its power.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\">Intelligent Customer Service System<\/h3>\n\n\n\n<p>In an intelligent customer service scenario, LangGraph can build a complex decision-making process:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Intent recognition<\/strong>: Analyze user input to identify problem types<\/li>\n\n\n\n<li><strong>Expert Routing<\/strong>: Assignment to different expert Agents based on question type<\/li>\n\n\n\n<li><strong>many rounds of dialogue<\/strong>: Support for contextual understanding and multi-round interaction<\/li>\n\n\n\n<li><strong>human-machine collaboration<\/strong>: Introduce manual review at key points<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u6587\u672c\u5904\u7406\u6d41\u6c34\u7ebf\">Text Processing Pipeline<\/h3>\n\n\n\n<p>Create a three-step intelligent text processing process:<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\"># Text classification node\ndef classification_node(state):\n    # Classify text as news, blog, research, or other.\n    return {\"classification\": classification}\n\n# Entity extraction node\ndef entity_extraction_node(state).\n    # Extract entities such as people, organizations, places, etc.\n    return {\"entities\": entities}\n\n# Summary generation node\ndef summarization_node(state):\n    # Generate a text summary\n    return {\"summary\": summary}\n<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u591a\u667a\u80fd\u4f53\u534f\u4f5c\">Multi-Intelligence Collaboration<\/h3>\n\n\n\n<p>In complex enterprise scenarios, multiple AI Agents need to work together:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>parallel processing<\/strong>: Multiple experts analyzing the problem simultaneously<\/li>\n\n\n\n<li><strong>Convergence of results<\/strong>: Synthesize multiple views into a final decision<\/li>\n\n\n\n<li><strong>Cascade decision-making<\/strong>: Dynamically call different experts based on the results of the preliminary analysis<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/640.png\" alt=\"\" class=\"wp-image-1227\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-langgraph\u4e0e\u5176\u4ed6\u6846\u67b6\u7684\u5bf9\u6bd4\u4e0e\u9009\u62e9\">LangGraph vs. other frameworks and choices<\/h2>\n\n\n\n<p>When choosing an AI framework, it is crucial to understand the characteristics of different tools and the scenarios in which they are applicable.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-langgraph-vs-langchain\">LangGraph vs LangChain<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>take<\/th><th>LangChain<\/th><th>LangGraph<\/th><\/tr><\/thead><tbody><tr><td>simple linear task<\/td><td>\u2705Fit (e.g. Q&amp;A chain)<\/td><td>\u26a0\ufe0f overdesign<\/td><\/tr><tr><td>complex process<\/td><td>\u274c Requires manual status management<\/td><td>\u2705 Native support for loops\/branches<\/td><\/tr><tr><td>Multi-Agent Collaboration<\/td><td>\u274c Dependency on shared variables or callbacks<\/td><td>\u2705Visualization routing<\/td><\/tr><tr><td>dynamic decision-making<\/td><td>\u274c Hard-coded conditions<\/td><td>\u2705Real-time Conditional Jump<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u9009\u62e9\u5efa\u8bae\">Selection Recommendations<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Using LangChain<\/strong>: When the task flow is fixed, e.g., a simple chained task such as \"search \u2192 summarize\".<\/li>\n\n\n\n<li><strong>Using LangGraph<\/strong>: When dealing with complex scenarios such as dynamic decision-making, multi-intelligence collaboration, loop optimization, etc.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-langgraph\u7684\u72ec\u7279\u4f18\u52bf\">LangGraph's Unique Advantages<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>State persistence<\/strong>: Support for breakpoint recovery and time travel features<\/li>\n\n\n\n<li><strong>Deep integration with LangChain<\/strong>: reuse all components of the LangChain ecosystem<\/li>\n\n\n\n<li><strong>Enterprise Features<\/strong>: Provide monitoring, logging, version control, and other essential enterprise features.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u7ed3\u8bed\">concluding remarks<\/h2>\n\n\n\n<p>LangGraph provides a new way to approach complex AI tasks by bringing graph thinking to AI workflow building. It not only solves the limitations of traditional chaining frameworks, but also provides a powerful tool for building enterprise-grade intelligent systems. With the deepening of AI application scenarios, mastering advanced frameworks like LangGraph will become an essential skill for AI developers.<\/p>\n\n\n\n<p>Whether it is building intelligent customer service systems, data analysis pipelines, or realizing multi-intelligence collaboration, LangGraph has demonstrated its unique value. By reasonably utilizing its state management, conditional routing and loop control features, we can build more intelligent, flexible and reliable AI applications.<\/p>\n\n\n\n<table style=\"width: 100%;border-collapse: collapse;border: 1px solid #ddd\">\r\n<thead>\r\n<tr style=\"height: 48px;background-color: #f5f5f5\">\r\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\r\n<h4 style=\"margin: 0\">For more products, please check out<\/h4>\r\n<\/th>\r\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\r\n<h4 style=\"margin: 0\">See more at<\/h4>\r\n<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr style=\"height: 63px\">\r\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/en\/\" data-linktype=\"2\">ShirtAI - Penetrating Intelligence<\/a><\/td>\r\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/en\/archives\/4425\/\" data-linktype=\"2\">The AIGC Big Model: ushering in an era of dual revolution in engineering and science - Penetrating Intelligence<\/a><\/td>\r\n<\/tr>\r\n<tr style=\"height: 61px\">\r\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/en\/\" data-linktype=\"2\">1:1 Restoration of Claude and GPT Official Website - AI Cloud Native<\/a><\/td>\r\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bluelsqkj.com\/archives\/2876\" data-linktype=\"2\">Live Match App Global HD Sports Viewing Player (Recommended) - BlueShirt.com<\/a><\/td>\r\n<\/tr>\r\n<tr style=\"height: 54px\">\r\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/api.mygptmeta.com\/\" data-linktype=\"2\">Transit service based on official API - GPTMeta API<\/a><\/td>\r\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.zhihu.com\/question\/621055223\/answer\/3633615705\" data-linktype=\"2\">Help, can anyone of you provide some tips on how to ask questions on GPT? - Knowing<\/a><\/td>\r\n<\/tr>\r\n<tr style=\"height: 70px\">\r\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/shop.blueshirtmap.com\/\" data-linktype=\"2\">Global Virtual Goods Digital Store - Global SmarTone (Feng Ling Ge)<\/a><\/td>\r\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bilibili.com\/video\/BV1efpneYE54\/?spm_id_from=333.1387.homepage.video_card.click\" data-linktype=\"2\">How powerful is Claude airtfacts feature that GPT instantly doesn't smell good? -BeepBeep<\/a><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>","protected":false},"excerpt":{"rendered":"<p>LangGraph is a revolutionary AI framework for processing complex tasks through graph structures that support multi-step reasoning, dynamic decision-making, and multi-intelligence collaboration. Its core includes node, edge and state management, suitable for building intelligent workflows. Compared with traditional chaining frameworks, LangGraph is equipped with conditional routing, loop control and visualization features, and has a wide range of applications in intelligent customer service, text processing and other fields.<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[76],"tags":[77,78],"class_list":["post-6423","post","type-post","status-publish","format-standard","hentry","category-depthknowledge","tag-ai-framework","tag-workflow"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.3 (Yoast SEO v25.2) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6df1\u5165\u7406\u89e3LangGraph\uff1a\u6784\u5efa\u667a\u80fdAI\u5de5\u4f5c\u6d41\u7684\u65b0\u8303\u5f0f - \u6e17\u900f\u667a\u80fd<\/title>\n<meta name=\"description\" content=\"LangGraph\u662f\u4e00\u4e2a\u9769\u547d\u6027AI\u6846\u67b6\uff0c\u901a\u8fc7\u56fe\u7ed3\u6784\u5904\u7406\u590d\u6742\u4efb\u52a1\uff0c\u652f\u6301\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u52a8\u6001\u51b3\u7b56\u548c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3002\u5176\u6838\u5fc3\u5305\u62ec\u8282\u70b9\u3001\u8fb9\u548c\u72b6\u6001\u7ba1\u7406\uff0c\u9002\u7528\u4e8e\u6784\u5efa\u667a\u80fd\u5de5\u4f5c\u6d41\u3002\u76f8\u6bd4\u4f20\u7edf\u94fe\u5f0f\u6846\u67b6\uff0cLangGraph\u5177\u5907\u6761\u4ef6\u8def\u7531\u3001\u5faa\u73af\u63a7\u5236\u548c\u53ef\u89c6\u5316\u529f\u80fd\uff0c\u5728\u667a\u80fd\u5ba2\u670d\u3001\u6587\u672c\u5904\u7406\u7b49\u9886\u57df\u6709\u5e7f\u6cdb\u5e94\u7528\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.myshirtai.com\/en\/archives\/6423\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u6df1\u5165\u7406\u89e3LangGraph\uff1a\u6784\u5efa\u667a\u80fdAI\u5de5\u4f5c\u6d41\u7684\u65b0\u8303\u5f0f\" \/>\n<meta property=\"og:description\" content=\"LangGraph\u662f\u4e00\u4e2a\u9769\u547d\u6027AI\u6846\u67b6\uff0c\u901a\u8fc7\u56fe\u7ed3\u6784\u5904\u7406\u590d\u6742\u4efb\u52a1\uff0c\u652f\u6301\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u52a8\u6001\u51b3\u7b56\u548c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3002\u5176\u6838\u5fc3\u5305\u62ec\u8282\u70b9\u3001\u8fb9\u548c\u72b6\u6001\u7ba1\u7406\uff0c\u9002\u7528\u4e8e\u6784\u5efa\u667a\u80fd\u5de5\u4f5c\u6d41\u3002\u76f8\u6bd4\u4f20\u7edf\u94fe\u5f0f\u6846\u67b6\uff0cLangGraph\u5177\u5907\u6761\u4ef6\u8def\u7531\u3001\u5faa\u73af\u63a7\u5236\u548c\u53ef\u89c6\u5316\u529f\u80fd\uff0c\u5728\u667a\u80fd\u5ba2\u670d\u3001\u6587\u672c\u5904\u7406\u7b49\u9886\u57df\u6709\u5e7f\u6cdb\u5e94\u7528\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.myshirtai.com\/en\/archives\/6423\/\" \/>\n<meta property=\"og:site_name\" content=\"\u6e17\u900f\u667a\u80fd\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-15T12:49:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/accesswximg_cleanup-realesr-animevideov3-x2-x2_C.jpg\" \/>\n<meta name=\"author\" content=\"IvesFeng666\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"IvesFeng666\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.myshirtai.com\/archives\/6423#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.myshirtai.com\/archives\/6423\"},\"author\":{\"name\":\"IvesFeng666\",\"@id\":\"https:\/\/www.myshirtai.com\/#\/schema\/person\/793ffae65b0212a937f22250e83b51e2\"},\"headline\":\"\u6df1\u5165\u7406\u89e3LangGraph\uff1a\u6784\u5efa\u667a\u80fdAI\u5de5\u4f5c\u6d41\u7684\u65b0\u8303\u5f0f\",\"datePublished\":\"2025-05-15T12:49:31+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.myshirtai.com\/archives\/6423\"},\"wordCount\":80,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.myshirtai.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.myshirtai.com\/archives\/6423#primaryimage\"},\"thumbnailUrl\":\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/accesswximg_cleanup-realesr-animevideov3-x2-x2_C.jpg\",\"keywords\":[\"AI\u6846\u67b6\",\"\u5de5\u4f5c\u6d41\"],\"articleSection\":[\"\u6df1\u5ea6\u5185\u5bb9\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.myshirtai.com\/archives\/6423#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.myshirtai.com\/archives\/6423\",\"url\":\"https:\/\/www.myshirtai.com\/archives\/6423\",\"name\":\"\u6df1\u5165\u7406\u89e3LangGraph\uff1a\u6784\u5efa\u667a\u80fdAI\u5de5\u4f5c\u6d41\u7684\u65b0\u8303\u5f0f - \u6e17\u900f\u667a\u80fd\",\"isPartOf\":{\"@id\":\"https:\/\/www.myshirtai.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.myshirtai.com\/archives\/6423#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.myshirtai.com\/archives\/6423#primaryimage\"},\"thumbnailUrl\":\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/accesswximg_cleanup-realesr-animevideov3-x2-x2_C.jpg\",\"datePublished\":\"2025-05-15T12:49:31+00:00\",\"description\":\"LangGraph\u662f\u4e00\u4e2a\u9769\u547d\u6027AI\u6846\u67b6\uff0c\u901a\u8fc7\u56fe\u7ed3\u6784\u5904\u7406\u590d\u6742\u4efb\u52a1\uff0c\u652f\u6301\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u52a8\u6001\u51b3\u7b56\u548c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3002\u5176\u6838\u5fc3\u5305\u62ec\u8282\u70b9\u3001\u8fb9\u548c\u72b6\u6001\u7ba1\u7406\uff0c\u9002\u7528\u4e8e\u6784\u5efa\u667a\u80fd\u5de5\u4f5c\u6d41\u3002\u76f8\u6bd4\u4f20\u7edf\u94fe\u5f0f\u6846\u67b6\uff0cLangGraph\u5177\u5907\u6761\u4ef6\u8def\u7531\u3001\u5faa\u73af\u63a7\u5236\u548c\u53ef\u89c6\u5316\u529f\u80fd\uff0c\u5728\u667a\u80fd\u5ba2\u670d\u3001\u6587\u672c\u5904\u7406\u7b49\u9886\u57df\u6709\u5e7f\u6cdb\u5e94\u7528\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/www.myshirtai.com\/archives\/6423#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.myshirtai.com\/archives\/6423\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.myshirtai.com\/archives\/6423#primaryimage\",\"url\":\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/accesswximg_cleanup-realesr-animevideov3-x2-x2_C.jpg\",\"contentUrl\":\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/accesswximg_cleanup-realesr-animevideov3-x2-x2_C.jpg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.myshirtai.com\/archives\/6423#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.myshirtai.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u6df1\u5165\u7406\u89e3LangGraph\uff1a\u6784\u5efa\u667a\u80fdAI\u5de5\u4f5c\u6d41\u7684\u65b0\u8303\u5f0f\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.myshirtai.com\/#website\",\"url\":\"https:\/\/www.myshirtai.com\/\",\"name\":\"\u6e17\u900f\u667a\u80fd\",\"description\":\"ShirtAI\",\"publisher\":{\"@id\":\"https:\/\/www.myshirtai.com\/#organization\"},\"alternateName\":\"ShirtAI\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.myshirtai.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.myshirtai.com\/#organization\",\"name\":\"ShirtAI\",\"alternateName\":\"ShirtAI\",\"url\":\"https:\/\/www.myshirtai.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.myshirtai.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.myshirtai.com\/wp-content\/uploads\/2023\/11\/ShirtAI1279\u00d7675.png\",\"contentUrl\":\"https:\/\/www.myshirtai.com\/wp-content\/uploads\/2023\/11\/ShirtAI1279\u00d7675.png\",\"width\":1200,\"height\":675,\"caption\":\"ShirtAI\"},\"image\":{\"@id\":\"https:\/\/www.myshirtai.com\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.myshirtai.com\/#\/schema\/person\/793ffae65b0212a937f22250e83b51e2\",\"name\":\"IvesFeng666\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.myshirtai.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/0e40122f3ea588c331477d2b5778ab521f0ef9275880700b47f592c999e721b7?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/0e40122f3ea588c331477d2b5778ab521f0ef9275880700b47f592c999e721b7?s=96&d=mm&r=g\",\"caption\":\"IvesFeng666\"},\"sameAs\":[\"http:\/\/www.myshirtai.com\"],\"url\":\"https:\/\/www.myshirtai.com\/en\/archives\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"\u6df1\u5165\u7406\u89e3LangGraph\uff1a\u6784\u5efa\u667a\u80fdAI\u5de5\u4f5c\u6d41\u7684\u65b0\u8303\u5f0f - \u6e17\u900f\u667a\u80fd","description":"LangGraph\u662f\u4e00\u4e2a\u9769\u547d\u6027AI\u6846\u67b6\uff0c\u901a\u8fc7\u56fe\u7ed3\u6784\u5904\u7406\u590d\u6742\u4efb\u52a1\uff0c\u652f\u6301\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u52a8\u6001\u51b3\u7b56\u548c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3002\u5176\u6838\u5fc3\u5305\u62ec\u8282\u70b9\u3001\u8fb9\u548c\u72b6\u6001\u7ba1\u7406\uff0c\u9002\u7528\u4e8e\u6784\u5efa\u667a\u80fd\u5de5\u4f5c\u6d41\u3002\u76f8\u6bd4\u4f20\u7edf\u94fe\u5f0f\u6846\u67b6\uff0cLangGraph\u5177\u5907\u6761\u4ef6\u8def\u7531\u3001\u5faa\u73af\u63a7\u5236\u548c\u53ef\u89c6\u5316\u529f\u80fd\uff0c\u5728\u667a\u80fd\u5ba2\u670d\u3001\u6587\u672c\u5904\u7406\u7b49\u9886\u57df\u6709\u5e7f\u6cdb\u5e94\u7528\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.myshirtai.com\/en\/archives\/6423\/","og_locale":"en_US","og_type":"article","og_title":"\u6df1\u5165\u7406\u89e3LangGraph\uff1a\u6784\u5efa\u667a\u80fdAI\u5de5\u4f5c\u6d41\u7684\u65b0\u8303\u5f0f","og_description":"LangGraph\u662f\u4e00\u4e2a\u9769\u547d\u6027AI\u6846\u67b6\uff0c\u901a\u8fc7\u56fe\u7ed3\u6784\u5904\u7406\u590d\u6742\u4efb\u52a1\uff0c\u652f\u6301\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u52a8\u6001\u51b3\u7b56\u548c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3002\u5176\u6838\u5fc3\u5305\u62ec\u8282\u70b9\u3001\u8fb9\u548c\u72b6\u6001\u7ba1\u7406\uff0c\u9002\u7528\u4e8e\u6784\u5efa\u667a\u80fd\u5de5\u4f5c\u6d41\u3002\u76f8\u6bd4\u4f20\u7edf\u94fe\u5f0f\u6846\u67b6\uff0cLangGraph\u5177\u5907\u6761\u4ef6\u8def\u7531\u3001\u5faa\u73af\u63a7\u5236\u548c\u53ef\u89c6\u5316\u529f\u80fd\uff0c\u5728\u667a\u80fd\u5ba2\u670d\u3001\u6587\u672c\u5904\u7406\u7b49\u9886\u57df\u6709\u5e7f\u6cdb\u5e94\u7528\u3002","og_url":"https:\/\/www.myshirtai.com\/en\/archives\/6423\/","og_site_name":"\u6e17\u900f\u667a\u80fd","article_published_time":"2025-05-15T12:49:31+00:00","og_image":[{"url":"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/accesswximg_cleanup-realesr-animevideov3-x2-x2_C.jpg","type":"","width":"","height":""}],"author":"IvesFeng666","twitter_card":"summary_large_image","twitter_misc":{"Written by":"IvesFeng666","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.myshirtai.com\/archives\/6423#article","isPartOf":{"@id":"https:\/\/www.myshirtai.com\/archives\/6423"},"author":{"name":"IvesFeng666","@id":"https:\/\/www.myshirtai.com\/#\/schema\/person\/793ffae65b0212a937f22250e83b51e2"},"headline":"\u6df1\u5165\u7406\u89e3LangGraph\uff1a\u6784\u5efa\u667a\u80fdAI\u5de5\u4f5c\u6d41\u7684\u65b0\u8303\u5f0f","datePublished":"2025-05-15T12:49:31+00:00","mainEntityOfPage":{"@id":"https:\/\/www.myshirtai.com\/archives\/6423"},"wordCount":80,"commentCount":0,"publisher":{"@id":"https:\/\/www.myshirtai.com\/#organization"},"image":{"@id":"https:\/\/www.myshirtai.com\/archives\/6423#primaryimage"},"thumbnailUrl":"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/accesswximg_cleanup-realesr-animevideov3-x2-x2_C.jpg","keywords":["AI\u6846\u67b6","\u5de5\u4f5c\u6d41"],"articleSection":["\u6df1\u5ea6\u5185\u5bb9"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.myshirtai.com\/archives\/6423#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.myshirtai.com\/archives\/6423","url":"https:\/\/www.myshirtai.com\/archives\/6423","name":"\u6df1\u5165\u7406\u89e3LangGraph\uff1a\u6784\u5efa\u667a\u80fdAI\u5de5\u4f5c\u6d41\u7684\u65b0\u8303\u5f0f - \u6e17\u900f\u667a\u80fd","isPartOf":{"@id":"https:\/\/www.myshirtai.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.myshirtai.com\/archives\/6423#primaryimage"},"image":{"@id":"https:\/\/www.myshirtai.com\/archives\/6423#primaryimage"},"thumbnailUrl":"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/accesswximg_cleanup-realesr-animevideov3-x2-x2_C.jpg","datePublished":"2025-05-15T12:49:31+00:00","description":"LangGraph\u662f\u4e00\u4e2a\u9769\u547d\u6027AI\u6846\u67b6\uff0c\u901a\u8fc7\u56fe\u7ed3\u6784\u5904\u7406\u590d\u6742\u4efb\u52a1\uff0c\u652f\u6301\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u52a8\u6001\u51b3\u7b56\u548c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3002\u5176\u6838\u5fc3\u5305\u62ec\u8282\u70b9\u3001\u8fb9\u548c\u72b6\u6001\u7ba1\u7406\uff0c\u9002\u7528\u4e8e\u6784\u5efa\u667a\u80fd\u5de5\u4f5c\u6d41\u3002\u76f8\u6bd4\u4f20\u7edf\u94fe\u5f0f\u6846\u67b6\uff0cLangGraph\u5177\u5907\u6761\u4ef6\u8def\u7531\u3001\u5faa\u73af\u63a7\u5236\u548c\u53ef\u89c6\u5316\u529f\u80fd\uff0c\u5728\u667a\u80fd\u5ba2\u670d\u3001\u6587\u672c\u5904\u7406\u7b49\u9886\u57df\u6709\u5e7f\u6cdb\u5e94\u7528\u3002","breadcrumb":{"@id":"https:\/\/www.myshirtai.com\/archives\/6423#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.myshirtai.com\/archives\/6423"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.myshirtai.com\/archives\/6423#primaryimage","url":"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/accesswximg_cleanup-realesr-animevideov3-x2-x2_C.jpg","contentUrl":"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/accesswximg_cleanup-realesr-animevideov3-x2-x2_C.jpg"},{"@type":"BreadcrumbList","@id":"https:\/\/www.myshirtai.com\/archives\/6423#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.myshirtai.com\/"},{"@type":"ListItem","position":2,"name":"\u6df1\u5165\u7406\u89e3LangGraph\uff1a\u6784\u5efa\u667a\u80fdAI\u5de5\u4f5c\u6d41\u7684\u65b0\u8303\u5f0f"}]},{"@type":"WebSite","@id":"https:\/\/www.myshirtai.com\/#website","url":"https:\/\/www.myshirtai.com\/","name":"\u6e17\u900f\u667a\u80fd","description":"ShirtAI","publisher":{"@id":"https:\/\/www.myshirtai.com\/#organization"},"alternateName":"ShirtAI","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.myshirtai.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.myshirtai.com\/#organization","name":"ShirtAI","alternateName":"ShirtAI","url":"https:\/\/www.myshirtai.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.myshirtai.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.myshirtai.com\/wp-content\/uploads\/2023\/11\/ShirtAI1279\u00d7675.png","contentUrl":"https:\/\/www.myshirtai.com\/wp-content\/uploads\/2023\/11\/ShirtAI1279\u00d7675.png","width":1200,"height":675,"caption":"ShirtAI"},"image":{"@id":"https:\/\/www.myshirtai.com\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.myshirtai.com\/#\/schema\/person\/793ffae65b0212a937f22250e83b51e2","name":"IvesFeng666","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.myshirtai.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/0e40122f3ea588c331477d2b5778ab521f0ef9275880700b47f592c999e721b7?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/0e40122f3ea588c331477d2b5778ab521f0ef9275880700b47f592c999e721b7?s=96&d=mm&r=g","caption":"IvesFeng666"},"sameAs":["http:\/\/www.myshirtai.com"],"url":"https:\/\/www.myshirtai.com\/en\/archives\/author\/admin"}]}},"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"trp-custom-language-flag":false},"uagb_author_info":{"display_name":"IvesFeng666","author_link":"https:\/\/www.myshirtai.com\/en\/archives\/author\/admin"},"uagb_comment_info":0,"uagb_excerpt":"LangGraph\u662f\u4e00\u4e2a\u9769\u547d\u6027AI\u6846\u67b6\uff0c\u901a\u8fc7\u56fe\u7ed3\u6784\u5904\u7406\u590d\u6742\u4efb\u52a1\uff0c\u652f\u6301\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u52a8\u6001\u51b3\u7b56\u548c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3002\u5176\u6838\u5fc3&hellip;","_links":{"self":[{"href":"https:\/\/www.myshirtai.com\/en\/wp-json\/wp\/v2\/posts\/6423","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.myshirtai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.myshirtai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.myshirtai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.myshirtai.com\/en\/wp-json\/wp\/v2\/comments?post=6423"}],"version-history":[{"count":0,"href":"https:\/\/www.myshirtai.com\/en\/wp-json\/wp\/v2\/posts\/6423\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.myshirtai.com\/en\/wp-json\/wp\/v2\/media?parent=6423"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.myshirtai.com\/en\/wp-json\/wp\/v2\/categories?post=6423"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.myshirtai.com\/en\/wp-json\/wp\/v2\/tags?post=6423"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}