{"id":3278,"date":"2025-10-17T09:50:26","date_gmt":"2025-10-17T01:50:26","guid":{"rendered":"https:\/\/crepal.ai\/blog\/?p=3278"},"modified":"2026-01-16T16:04:55","modified_gmt":"2026-01-16T08:04:55","slug":"manus-1-5-in-depth-review-the-ai-agent-that-actually-builds","status":"publish","type":"post","link":"https:\/\/crepal.ai\/blog\/agent\/manus-1-5-in-depth-review-the-ai-agent-that-actually-builds\/","title":{"rendered":"Manus 1.5 In-Depth Review: The AI Agent That Actually Builds"},"content":{"rendered":"\n<p>The year 2025 is buzzing with a term that has escaped the confines of research labs and entered the mainstream tech conversation: &#8220;AI Agents.&#8221; Major industry reports from sources like&nbsp;<a href=\"https:\/\/www.mckinsey.com\/capabilities\/mckinsey-digital\/our-insights\/the-top-trends-in-tech\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">McKinsey<\/a>&nbsp;and&nbsp;<a href=\"https:\/\/www.ibm.com\/think\/insights\/ai-agents-2025-expectations-vs-reality\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">IBM<\/a>&nbsp;have heralded their arrival, promising a future where AI doesn&#8217;t just talk, but *does*. We&#8217;re moving beyond chatbots that answer questions to autonomous systems that execute tasks.<\/p>\n\n\n\n<p>In this electrifying new arena, Manus AI, and specifically its recent 1.5 update, has emerged as a formidable contender, generating a whirlwind of demos, discussions, and debates online. As someone who spends their days testing and dissecting AI tools, I&#8217;ve learned to approach such hype with a healthy dose of skepticism. The flashy demos often hide a brittle reality.<\/p>\n\n\n\n<p>This article is my deep dive into Manus 1.5, an attempt to separate the marketing claims from real-world performance. I&#8217;ve spent weeks with the tool, analyzed its architecture, and scoured community forums to bring you a balanced perspective. We&#8217;ll explore its groundbreaking features, see how it stacks up against rivals like OpenAI&#8217;s Operator, and uncover what real users\u2014both thrilled and frustrated\u2014are saying. By the end, you&#8217;ll have a clear picture of what Manus 1.5 is, its incredible potential, and its critical flaws.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-what-is-manus-1-5\">What is Manus 1.5? A Guide to the New Generation of AI<\/h2>\n\n\n\n<p>First, let&#8217;s be clear: Manus is not another chatbot. While it uses natural language, its purpose is fundamentally different. It&#8217;s a &#8220;;General AI Agent,&#8221; a system designed to &#8220;understand and execute various tasks autonomously&#8221; from a single, high-level prompt&nbsp;. Instead of asking it to *write code for a website*, you ask it to *build and deploy a website*. It&#8217;s a subtle but profound shift from generation to execution.<\/p>\n\n\n\n<p>The 1.5 version, released in October 2025, isn&#8217;;t an incremental update. It&#8217;;s described by the company as a &#8220;full rethinking of what a powerful, flexible development tool should be&#8221;&nbsp;. This re-architecture is the source of its new capabilities and performance boosts.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-1-1\">Company Background and Technical Foundation<\/h3>\n\n\n\n<p>Manus AI is developed by Butterfly Effect, a Chinese startup with teams in Beijing and Wuhan&nbsp;. However, the company&#8217;s structure has raised questions. It operates under a Singaporean legal entity, yet its development team is primarily based in China, creating a &#8220;black box&#8221; nature that has sparked discussions around data privacy and governance&nbsp;. This is a crucial point of trustworthiness we&#8217;ll revisit later.<\/p>\n\n\n\n<p>Technically, Manus doesn&#8217;;t aim to be a new foundational model like GPT-4. Instead, it employs a more pragmatic and powerful multi-agent architecture. It acts as an orchestrator, using a combination of powerful existing models\u2014such as Anthropic&#8217;s Claude and fine-tuned versions of Alibaba&#8217;s Qwen\u2014and delegating tasks to specialized sub-agents. One agent might browse the web for research, another generates code, and a third analyzes data, all coordinated by a central &#8220;executor&#8221; to complete a complex goal&nbsp;.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"604\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-4-1024x604.png\" alt=\"\" class=\"wp-image-3281 lazyload\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-4-1024x604.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-4-300x177.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-4-768x453.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-4.png 1356w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/604;\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"manus-ai-s-simplified-multi-agent-architecture\">Manus AI&#8217;s Simplified Multi-Agent Architecture<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"893\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-6-1024x893.png\" alt=\"\" class=\"wp-image-3280 lazyload\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/893;width:1280px;height:auto\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-6-1024x893.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-6-300x262.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-6-768x670.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-6.png 1438w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-key-features\">What Are the Key Features of Manus 1.5?<\/h2>\n\n\n\n<p>My testing and analysis of the official release notes reveal four game-changing pillars that define the Manus 1.5 update. These aren&#8217;t just minor tweaks; they fundamentally change the user experience and the tool&#8217;s capabilities.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-2-1\">1. Blazing-Fast Speed &amp; Performance<\/h3>\n\n\n\n<p>The most immediate improvement is speed. Manus claims that tasks now complete nearly four times faster on average (<a href=\"https:\/\/manus.im\/blog\/manus-1.5-release\" rel=\"nofollow noopener\" target=\"_blank\">Source: Manus 1.5 Release Blog<\/a>), with the average task time dropping from 15 minutes in April 2025 to just under 4 minutes today\u00a0. For complex requests, the system can allocate more reasoning time, operating in a `Quality mode` for deeper analysis, while simpler tasks can be run in a `Speed mode` for rapid turnaround\u00a0.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-2-2\">2. Enhanced Quality &amp; Intelligence<\/h3>\n\n\n\n<p>Speed is meaningless without quality. Manus 1.5&#8242;;s re-architected engine also delivers a significant boost in intelligence. According to their internal benchmarks, the new architecture achieved a <a href=\"https:\/\/manus.im\/blog\/manus-1.5-release\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">15% improvement<\/a> in task quality and a 6% increase in user satisfaction\u00a0. In practice, this translates to cleaner UI designs, more robust code, fewer errors, and a higher success rate for complex tasks that would have previously failed.\/<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"604\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-5-1024x604.png\" alt=\"\" class=\"wp-image-3282 lazyload\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-5-1024x604.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-5-300x177.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-5-768x453.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-5.png 1356w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/604;\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-2-3\">3. &#8220;Unlimited&#8221; Context Window<\/h3>\n\n\n\n<p>This is a major differentiator for anyone working on large-scale projects. Manus 1.5 introduces what it calls an &#8220;;unlimited context&#8221; window. This allows the agent to maintain coherence across massive amounts of information, long conversations, and intricate workflows&nbsp;. For a developer, this means you can describe an entire application flow without the AI losing track of earlier details. For teams, it enables smoother collaboration, as everyone can work within the same continuous context.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-2-4\">4. The One-Prompt Full-Stack App Builder<\/h3>\n\n\n\n<p>This is the headline feature that has generated the most buzz. Manus 1.5 can now generate and deploy production-ready web applications from a single conversational prompt. This goes far beyond creating static landing pages. It builds apps with persistent backends, integrated databases, user authentication, and even embedded AI capabilities like image generation or LLM integration&nbsp;. The entire process, from coding to debugging and deployment, happens within the Manus platform.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Feature<\/th><th>Description<\/th><th>What It Means For You<\/th><\/tr><\/thead><tbody><tr><td><strong>Full-Stack Scaffolding<\/strong><\/td><td>Generates complete backend server infrastructure, not just frontend code.<\/td><td>You get a working application, not just a visual mockup.<\/td><\/tr><tr><td><strong>User Authentication<\/strong><\/td><td>Built-in user registration, login, and management systems.<\/td><td>Saves days of work setting up secure user access.<\/td><\/tr><tr><td><strong>Integrated Database<\/strong><\/td><td>Persistent data storage for user data, forms, and application state.<\/td><td>Your app can save and retrieve information like a real product.<\/td><\/tr><tr><td><strong>Embedded AI Capabilities<\/strong><\/td><td>Integrates multimodal LLMs and image generation directly into your app.<\/td><td>You can build AI-native features without complex API integrations.<\/td><\/tr><tr><td><strong>Custom Domains<\/strong><\/td><td>Connect your own domain to publish your application.<\/td><td>Launch your project professionally under your own brand.<\/td><\/tr><tr><td><strong>Built-in Analytics<\/strong><\/td><td>Track visitors, page views, and traffic sources without external tools.<\/td><td>Get immediate feedback on how your app is being used.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Source: Adapted from&nbsp;<a href=\"https:\/\/manus.im\/blog\/manus-1.5-release\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Manus 1.5 Release Blog<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-comparison\">How Does Manus 1.5 Compare to Other AI Tools?<\/h2>\n\n\n\n<p>A tool&#8217;s true value is often revealed only in comparison to its peers. To understand where Manus 1.5 stands, I&#8217;ve pitted it against its most direct competitor, OpenAI&#8217;s Operator, and examined its place in the wider AI landscape.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-3-1\">Manus 1.5 vs. OpenAI Operator<\/h3>\n\n\n\n<p>This is the clash of the titans in the nascent AI agent space. While both aim to automate tasks, their focus and philosophy differ.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Autonomy &amp;; Performance:<\/strong>&nbsp;Manus appears to be engineered for a higher degree of &#8220;fire-and-forget&#8221;; autonomy. It has shown state-of-the-art performance on benchmarks like GAIA, which are designed to test general AI assistants on real-world tasks&nbsp;. This suggests it&#8217;s more capable of handling a complex goal from start to finish with less intervention.<\/li>\n\n\n\n<li><strong>Core Functionality:<\/strong>&nbsp;Manus 1.5 has a heavily marketed, deeply integrated focus on &#8220;;one-prompt full-stack app creation.&#8221; While Operator is a powerful generalist tool integrator, Manus&#8217;s app-building feature feels more like a core, productized workflow.<\/li>\n\n\n\n<li><strong>Ecosystem &amp; Trust:<\/strong>&nbsp;This is where Operator has a clear advantage. It benefits from OpenAI&#8217;s massive brand recognition, established user base, and developer ecosystem. Manus, as the newer challenger from China, is still perceived as a &#8220;black box&#8221; by many, facing an uphill battle to build trust&nbsp;.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"604\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-6-1024x604.png\" alt=\"\" class=\"wp-image-3283 lazyload\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-6-1024x604.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-6-300x177.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-6-768x453.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-6.png 1356w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/604;\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-3-2\">Manus 1.5 vs. Manus 1.5-Lite<\/h3>\n\n\n\n<p>With this release, Manus introduced a two-tier system. `Manus-1.5` offers the full power of the new architecture and is available to subscribers. `Manus-1.5-Lite` is a streamlined, more cost-efficient version available to all users, designed for less complex tasks&nbsp;. This strategy allows them to attract a wider user base while reserving their most powerful capabilities for paying customers.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-3-3\">The Broader Landscape (vs. DeepSeek, etc.)<\/h3>\n\n\n\n<p>Within China, the AI app market is crowded, but most tools like DeepSeek remain optimized for chat and entertainment. This has created a market gap for task-execution agents, which Manus is aggressively targeting. While Manus is focusing on overseas expansion with new offices in San Francisco, Singapore, and Tokyo, it&#8217;s also setting the pace for a new wave of agentic AI development within China&nbsp;.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Aspect<\/th><th>Manus 1.5<\/th><th>OpenAI Operator<\/th><\/tr><\/thead><tbody><tr><td><strong>Primary Use Case<\/strong><\/td><td>Autonomous, multi-step task execution, with a strong focus on full-stack web app creation.<\/td><td>General-purpose task automation by integrating with various tools and APIs.<\/td><\/tr><tr><td><strong>Architecture<\/strong><\/td><td>Multi-agent system orchestrating models like Claude and Qwen.<\/td><td>Deeply integrated with OpenAI&#8217;s own foundational models (GPT series).<\/td><\/tr><tr><td><strong>Key Strength<\/strong><\/td><td>Speed and integration of its &#8220;;one-prompt&#8221; app building workflow. High autonomy on benchmarks.<\/td><td>Vast ecosystem, brand trust, and strong generalist capabilities.<\/td><\/tr><tr><td><strong>Known Limitation<\/strong><\/td><td>&#8220;Black box&#8221; nature, user-reported support\/billing issues, newer ecosystem.<\/td><td>Can be less &#8220;fire-and-forget,&#8221; may require more granular instruction for complex workflows.<\/td><\/tr><tr><td><strong>Target User<\/strong><\/td><td>Developers, entrepreneurs, and non-coders wanting to build functional products quickly.<\/td><td>Power users and developers looking to automate a wide range of digital tasks.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-how-to-use\">How to Use Manus 1.5: Building a Web App from Scratch<\/h2>\n\n\n\n<p>To truly test the E-E-A-T principles (Experience, Expertise, Authoritativeness, Trustworthiness), I believe in showing, not just telling. So, I decided to put the &#8220;one-prompt app builder&#8221; to the test. My goal: create a simple but functional &#8220;AI Tool Review&#8221; blog with user logins and a database to store reviews. Here&#8217;s how it went.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-4-1\">Step 1: Crafting the Perfect Prompt<\/h3>\n\n\n\n<p>The prompt is everything. I aimed for clarity and comprehensiveness, outlining all the key components I needed. Here is the exact prompt I used:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Build a full-stack web application for reviewing AI tools. It needs a homepage to display all reviews as cards, a user login and registration system, a protected page with a form for submitting new reviews, and a database to store user data and the reviews themselves. Use a clean, modern design with a dark theme.<\/p>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-4-2\">Step 2: The Generation Process<\/h3>\n\n\n\n<p>After submitting the prompt, the experience was fascinating. Manus displayed a plan, breaking the task down into logical steps: &#8220;Setting up frontend structure,&#8221; &#8220;Configuring backend server,&#8221; &#8220;Designing database schema,&#8221; &#8220;Implementing user authentication.&#8221; It then began executing, showing me a live preview of the website as it was being built. This transparency into its process was impressive.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-4-3\">Step 3: Visual Editing and Refinement<\/h3>\n\n\n\n<p>Once the initial version was generated, I tested the visual editing feature. The app had a light-blue header that I wasn&#8217;t fond of. As described in their documentation&nbsp;, I simply pointed to the header in the live preview and typed: &#8220;Make this navigation bar dark grey (#222) and use a sans-serif font for the logo.&#8221; Within seconds, the change was applied. This conversational refinement is incredibly intuitive.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-4-4\">Step 4: Testing and Deployment<\/h3>\n\n\n\n<p>The most remarkable part is its self-correction capability. Manus can launch the app in an integrated browser, interact with it like a user\u2014clicking buttons, filling forms\u2014to detect issues. It found a bug where the submit button on my review form was not active and fixed it autonomously. Once I was satisfied, publishing was a matter of connecting a custom domain through their interface.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter is-resized\"><img decoding=\"async\" data-src=\"https:\/\/agents-download.skywork.ai\/image\/rt\/82506071b654bbe84f99cce948fe7bf6.jpg\" alt=\"Manus Slides application interface\" style=\"width:242px;height:auto\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" \/><figcaption class=\"wp-element-caption\">An example of a sophisticated application, a presentation maker, built using Manus&#8217;s capabilities.<\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"chart-1-my-manus-1-5-web-app-workflow\">Chart 1: My Manus 1.5 Web App Workflow<\/h4>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"933\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-7-1024x933.png\" alt=\"\" class=\"wp-image-3284 lazyload\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-7-1024x933.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-7-300x273.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-7-768x700.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-7-1536x1399.png 1536w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/image-7-2048x1866.png 2048w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/933;\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"chart-2-anatomy-of-a-manus-generated-app-simplified-examples\">Chart 2: Anatomy of a Manus-Generated App (Simplified Examples)<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Component<\/th><th>Technology Example<\/th><th>Generated Code Snippet (Conceptual)<\/th><\/tr><\/thead><tbody><tr><td><strong>Frontend<\/strong><\/td><td>React<\/td><td>const ReviewCard = ({ review }) =&gt; (<br>&nbsp;&nbsp;&lt;div className=&#8221;card&#8221;&gt;&#8230;&lt;\/div&gt;<br>);<\/td><\/tr><tr><td><strong>Backend<\/strong><\/td><td>Node.js (Express)<\/td><td>app.post(&#8216;\/api\/reviews&#8217;, auth, (req, res) =&gt; {<br>&nbsp;&nbsp;const newReview = db.save(req.body);<br>&nbsp;&nbsp;res.json(newReview);<br>});<\/td><\/tr><tr><td><strong>Database Schema<\/strong><\/td><td>SQL<\/td><td>CREATE TABLE reviews (<br>&nbsp;&nbsp;id INT PRIMARY KEY,<br>&nbsp;&nbsp;title VARCHAR(255),<br>&nbsp;&nbsp;rating INT,<br>&nbsp;&nbsp;user_id INT<br>);<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-pros-and-cons\">Is Manus 1.5 Worth It? The Unvarnished Pros &amp; Cons<\/h2>\n\n\n\n<p>No tool is a silver bullet. To provide a truly trustworthy review, I&#8217;ve balanced my own positive experience with a deep dive into what the community is saying. I&#8217;ve analyzed dozens of reviews on <a href=\"https:\/\/www.trustpilot.com\/review\/manus.im\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Trustpilot<\/a>, the App Store, and Reddit to paint a complete picture.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-5-1\">The Good (Pros)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Unmatched Speed for Prototyping:<\/strong>&nbsp;The ability to go from a complex idea to a functional, full-stack MVP in minutes is a paradigm shift for developers and entrepreneurs. As one Reddit user noted, it provides a &#8220;good template to finish in about 20 minutes&#8221;&nbsp;.<\/li>\n\n\n\n<li><strong>True Task Automation:<\/strong>&nbsp;It moves beyond simple code generation to handle the entire value chain. It can research a topic, write the content, build the website to host it, and then analyze user interaction data&nbsp;.<\/li>\n\n\n\n<li><strong>Impressive and Diverse Capabilities:<\/strong>&nbsp;Users have successfully used it for complex tasks like analyzing sales data for a coffee shop, creating interactive dashboards for stock analysis, and even building custom Chrome extensions&nbsp;<a href=\"https:\/\/www.singlegrain.com\/marketing\/manus-ai-use-cases-real-world-applications\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Single Grain<\/a>,&nbsp;.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-5-2\">The Bad (Cons)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Customer Support and Billing Issues:<\/strong>\u00a0This is the most significant red flag. A large number of users across <a href=\"https:\/\/www.trustpilot.com\/review\/manus.im\" rel=\"nofollow noopener\" target=\"_blank\">Trustpilot<\/a> and the App Store report &#8220;non-existent support&#8221;, being charged credits for failed tasks, and in some alarming cases, &#8220;predatory&#8221; repeat billing attempts even after cancellation\u00a0Trustpilot,\u00a0.<\/li>\n\n\n\n<li><strong>Inconsistent Results and Quality:<\/strong>&nbsp;While the demos are flawless, real-world results can be inconsistent. Some users report getting &#8220;;meh-answers&#8221; that are thin and generic&nbsp;. For certain nuanced tasks, a specialized tool or a simple Google search may still be more effective&nbsp;.<\/li>\n\n\n\n<li><strong>Confusing Cost and Lack of Transparency:<\/strong>&nbsp;The credit-based system can be confusing and expensive, with users reporting that small adjustments can consume a large number of credits. Compounding this, the official pricing page has reportedly led to a 404 error at times, which severely erodes user trust&nbsp;.<\/li>\n\n\n\n<li><strong>System Stability:<\/strong>&nbsp;As a relatively new and complex product, it&#8217;s not immune to growing pains. Early users have reported system crashes and server overloads, particularly during peak usage periods&nbsp;.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Pros \ud83d\udc4d<\/th><th>Cons \ud83d\udc4e<\/th><\/tr><\/thead><tbody><tr><td>Paradigm-shifting speed for prototyping.<\/td><td>Widespread reports of non-existent customer support.<\/td><\/tr><tr><td>True end-to-end task automation.<\/td><td>Serious billing issues and alleged &#8220;predatory&#8221; practices.<\/td><\/tr><tr><td>Powerful for complex data analysis and tool creation.<\/td><td>Inconsistent quality and results for nuanced tasks.<\/td><\/tr><tr><td>Intuitive conversational editing and refinement.<\/td><td>Confusing credit system and lack of pricing transparency.<br><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-future-of-ai\">The Future of AI: What Manus 1.5 Signals for the Industry<\/h2>\n\n\n\n<p>Manus 1.5 is more than just a tool; it&#8217;s a signal of where the entire AI industry is heading. Its launch provides valuable insights into several key trends.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-6-1\">The Inevitable Rise of Agentic AI<\/h3>\n\n\n\n<p>We are firmly in the &#8220;Year of the AI Agent,&#8221;; a trend where AI transitions from a passive assistant to an active participant in our digital lives&nbsp;<em><\/em>. Most current agentic systems are still at Level 1 (task automation) or Level 2 (workflow automation). Manus, with its ability to plan, execute, and self-correct within the domain of web development, is pushing firmly towards Level 3 (autonomous within a domain), setting a new bar for what users will expect from AI&nbsp;.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"604\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-8-1024x604.png\" alt=\"\" class=\"wp-image-3285 lazyload\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-8-1024x604.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-8-300x177.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-8-768x453.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-8.png 1356w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/604;\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-6-2\">The Accelerating US vs. China AI Race<\/h3>\n\n\n\n<p>Manus is a significant milestone in China&#8217;;s national strategy to achieve global AI leadership by 2030&nbsp;. It highlights the different philosophies at play: China&#8217;s state-backed, centralized approach that can accelerate integration, versus the US&#8217;s market-driven innovation, which is increasingly tempered by regulatory and ethical considerations. This competition is no longer just about benchmarks; it&#8217;s about the ideology of AI control and governance.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"section-6-3\">Inspiration for Individuals and Businesses<\/h3>\n\n\n\n<p>The implications of tools like Manus 1.5 are profound:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>For Entrepreneurs:<\/strong>&nbsp;The barrier to entry for creating a software product has been dramatically lowered. Ideas can be prototyped and tested in days, not months, potentially unlocking a new wave of innovation&nbsp;.<\/li>\n\n\n\n<li><strong>For Developers:<\/strong>&nbsp;It acts like a tireless &#8220;junior dev in the room with you&#8221;&nbsp;, handling boilerplate code, scaffolding projects, and freeing up senior developers to focus on complex architecture and strategy.<\/li>\n\n\n\n<li><strong>For Non-Technical Users:<\/strong>&nbsp;It democratizes creation. A teacher can build an interactive course, a small business owner can create an analytics dashboard, and a hobbyist can build a custom tool, all by simply describing their needs in plain English&nbsp;.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"604\" data-src=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-9-1024x604.png\" alt=\"\" class=\"wp-image-3286 lazyload\" data-srcset=\"https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-9-1024x604.png 1024w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-9-300x177.png 300w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-9-768x453.png 768w, https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/\u4e0b\u8f7d-9.png 1356w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/604;\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-faq\">Frequently Asked Questions (FAQ) about Manus 1.5<\/h2>\n\n\n\n<p>Here are answers to some of the most common questions I&#8217;ve encountered about Manus 1.5.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-makes-manus-1-5-different-from-earlier-versions\"><strong>What makes Manus 1.5 different from earlier versions?<\/strong><\/h3>\n\n\n\n<p>It&#8217;;s a complete re-architecture, not just an update. The key differences are a nearly<a href=\"https:\/\/manus.im\/blog\/manus-1.5-release\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"> 4x speed increase, a 15% improvement <\/a>in task quality, the introduction of an &#8220;unlimited&#8221; context window for complex projects, and the flagship one-prompt full-stack app builder.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"can-i-really-build-a-full-app-with-manus-1-5\"><strong>Can I really build a full app with Manus 1.5?<\/strong><\/h3>\n\n\n\n<p>Yes. As I demonstrated in this review, it can generate complete, functional applications with a backend, database, and user authentication from a single, detailed prompt. It&#8217;s not just a UI generator.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-is-the-pricing-for-manus-1-5-is-there-a-free-version\"><strong>What is the pricing for Manus 1.5? Is there a free version?<\/strong><\/h3>\n\n\n\n<p>The pricing is based on a subscription and credit system. The `Manus-1.5-Lite` model is available to all users (likely with a free credit allotment), while the full-power `Manus-1.5` model is reserved for subscribers&nbsp;. However, I must caution you: many users have reported issues with billing transparency and a lack of a clear, accessible pricing page. Proceed with caution.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"is-manus-1-5-good-for-beginners\"><strong>Is Manus 1.5 good for beginners?<\/strong><\/h3>\n\n\n\n<p>Yes, it&#8217;s explicitly designed for both beginners who want to build things without code and for professionals who want to accelerate their workflow&nbsp;. The natural language interface makes it highly accessible.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"is-manus-1-5-trustworthy-and-safe-to-use\"><strong>Is Manus 1.5 trustworthy and safe to use?<\/strong><\/h3>\n\n\n\n<p>This is a critical question with a nuanced answer. The technology itself is powerful and performs as advertised in many cases. However, the significant and consistent user-reported issues regarding non-existent customer support, opaque billing practices, and concerns about data privacy (given its &#8220;black box&#8221; nature) are serious red flags. My advice is to proceed with caution. Start with the free\/lite version, use a privacy-focused email, and avoid using it for projects containing sensitive personal or business data until the company demonstrates greater transparency and reliability in its operations.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"chart-1-manus-1-5-plan-comparison\">Chart 1: Manus 1.5 Plan Comparison<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Plan<\/th><th>Availability<\/th><th>Target Use Case<\/th><th>Power \/ Cost<\/th><\/tr><\/thead><tbody><tr><td><strong>Manus-1.5-Lite<\/strong><\/td><td>All Users<\/td><td>Quick, simple tasks, experimentation.<\/td><td>Streamlined for cost-efficiency.<\/td><\/tr><tr><td><strong>Manus-1.5<\/strong><\/td><td>Subscribers Only<\/td><td>Complex, multi-step projects, app development.<\/td><td>Full power of the new architecture.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"chart-2-should-you-try-manus-1-5-a-checklist\">Chart 2: Should You Try Manus 1.5? A Checklist<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Indie Hacker \/ Entrepreneur:<\/strong>&nbsp;Yes. The speed of prototyping is invaluable. Use it to build and test MVPs quickly, but be wary of the subscription until support issues are resolved.<\/li>\n\n\n\n<li><strong>Enterprise Developer:<\/strong>&nbsp;Maybe. Excellent for internal tools and proofs-of-concept. However, the lack of clear support channels and data governance concerns make it risky for mission-critical, client-facing applications at this stage.<\/li>\n\n\n\n<li><strong>Hobbyist \/ Learner:<\/strong>&nbsp;Yes. The Lite version is a fantastic way to learn about agentic AI and build fun projects without writing code. Stick to the free offerings.<\/li>\n\n\n\n<li><strong>Anyone with Sensitive Data:<\/strong>&nbsp;No. Until the company provides greater transparency on data handling, security, and its corporate structure, I cannot recommend using it for anything confidential.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"section-final-thoughts\">Final Thoughts: A Powerful Tool with a Caveat<\/h2>\n\n\n\n<p>After extensive testing and research, my conclusion is clear: Manus 1.5 is a genuinely innovative piece of technology. It delivers on its core promise of speed, enhanced quality, and one-prompt app creation. It is not just hype; it represents a tangible and exciting step toward the future of autonomous AI agents and democratized software development.<\/p>\n\n\n\n<p>However, a tool is more than its technology; it&#8217;s the entire ecosystem, including the company behind it. And this is where Manus 1.5 falters. The technology is writing checks that the company&#8217;s customer support and business practices can&#8217;t seem to cash. The recurring, serious complaints about billing and non-existent support cannot be ignored. They create a shadow of distrust that undermines the brilliance of the product itself.<\/p>\n\n\n\n<p>My final verdict is this: Manus 1.5 is a glimpse into the future, and it&#8217;s a future I&#8217;m excited about. I encourage you to try the Lite version to experience its power firsthand. But I also urge you to exercise extreme caution with paid subscriptions. Until Butterfly Effect addresses these critical operational issues and builds the user trust to match its technical prowess, Manus 1.5 remains a powerful tool with a significant caveat.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"additional-frequently-asked-questions-faq-about-manus-1-5\">Additional Frequently Asked Questions (FAQ) about Manus 1.5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"how-do-i-cancel-my-subscription-or-get-a-refund-for-failed-tasks\"><strong>How do I cancel my subscription or get a refund for failed tasks?<\/strong> <\/h3>\n\n\n\n<p>To cancel, go to your account dashboard and select &#8220;Manage Subscription.&#8221; For refunds on failed tasks, report via the help form\u2014credits are often returned if documented promptly. Users recommend screenshots to avoid delays in billing disputes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-if-manus-crashes-or-gets-stuck-during-a-task\"><strong>What if Manus crashes or gets stuck during a task?<\/strong> <\/h3>\n\n\n\n<p>Interrupt with a new prompt like &#8220;Stop and summarize,&#8221; then refresh or retry in smaller steps. Use &#8220;Speed mode&#8221; for simpler tasks to prevent overload. Report persistent issues for credit refunds, but expect peak-hour slowdowns.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"how-does-manus-handle-data-privacy-given-its-chinese-ties\"><strong>How does Manus handle data privacy, given its Chinese ties?<\/strong><\/h3>\n\n\n\n<p> It uses encrypted storage under a Singapore entity, but lacks detailed audits. Avoid sensitive data; use a privacy email and 2FA. For high-security needs, opt for US-based alternatives like OpenAI.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"what-are-best-practices-for-prompting-to-avoid-inconsistent-results\"><strong>What are best practices for prompting to avoid inconsistent results?<\/strong> <\/h3>\n\n\n\n<p>Be specific: Outline features, tech stack, and constraints (e.g., &#8220;Build a React\/Node app with dark theme and auth&#8221;). Test in Lite mode first, refine iteratively, and break complex tasks into steps for better quality.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"are-there-good-alternatives-if-support-issues-are-a-deal-breaker\"><strong>Are there good alternatives if support issues are a deal-breaker?<\/strong><\/h3>\n\n\n\n<p> Yes\u2014OpenAI&#8217;s Operator for trusted ecosystems; DeepSeek for chat-focused tasks. Test free tiers to compare speed and reliability, as Manus shines in prototyping but falters in support.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The year 2025 is buzzing with a term that has escaped the confines of research labs and entered the mainstream tech conversation: &#8220;AI Agents.&#8221; Major industry reports from sources like&nbsp;McKinsey&nbsp;and&nbsp;IBM&nbsp;have heralded their arrival, promising a future where AI doesn&#8217;t just talk, but *does*. We&#8217;re moving beyond chatbots that answer questions to autonomous systems that execute [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3287,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","_uag_custom_page_level_css":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-3278","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-agent"],"blocksy_meta":[],"uagb_featured_image_src":{"full":["https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/a-sleek-modern-tech-blog-banner-featurin_RAZO16aDTdy9wjVOoUWThg_2PT9m1dMT1CW2zCbINZ0gA-1.png",1280,800,false],"thumbnail":["https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/a-sleek-modern-tech-blog-banner-featurin_RAZO16aDTdy9wjVOoUWThg_2PT9m1dMT1CW2zCbINZ0gA-1-150x150.png",150,150,true],"medium":["https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/a-sleek-modern-tech-blog-banner-featurin_RAZO16aDTdy9wjVOoUWThg_2PT9m1dMT1CW2zCbINZ0gA-1-300x188.png",300,188,true],"medium_large":["https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/a-sleek-modern-tech-blog-banner-featurin_RAZO16aDTdy9wjVOoUWThg_2PT9m1dMT1CW2zCbINZ0gA-1-768x480.png",768,480,true],"large":["https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/a-sleek-modern-tech-blog-banner-featurin_RAZO16aDTdy9wjVOoUWThg_2PT9m1dMT1CW2zCbINZ0gA-1-1024x640.png",1024,640,true],"1536x1536":["https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/a-sleek-modern-tech-blog-banner-featurin_RAZO16aDTdy9wjVOoUWThg_2PT9m1dMT1CW2zCbINZ0gA-1.png",1280,800,false],"2048x2048":["https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/a-sleek-modern-tech-blog-banner-featurin_RAZO16aDTdy9wjVOoUWThg_2PT9m1dMT1CW2zCbINZ0gA-1.png",1280,800,false],"trp-custom-language-flag":["https:\/\/crepal.ai\/blog\/wp-content\/uploads\/2025\/10\/a-sleek-modern-tech-blog-banner-featurin_RAZO16aDTdy9wjVOoUWThg_2PT9m1dMT1CW2zCbINZ0gA-1.png",18,12,false]},"uagb_author_info":{"display_name":"Fenix","author_link":"https:\/\/crepal.ai\/blog\/author\/admin\/"},"uagb_comment_info":27,"uagb_excerpt":"The year 2025 is buzzing with a term that has escaped the confines of research labs and entered the mainstream tech conversation: &#8220;AI Agents.&#8221; Major industry reports from sources like&nbsp;McKinsey&nbsp;and&nbsp;IBM&nbsp;have heralded their arrival, promising a future where AI doesn&#8217;t just talk, but *does*. We&#8217;re moving beyond chatbots that answer questions to autonomous systems that execute&hellip;","_links":{"self":[{"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/posts\/3278","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/comments?post=3278"}],"version-history":[{"count":4,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/posts\/3278\/revisions"}],"predecessor-version":[{"id":4939,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/posts\/3278\/revisions\/4939"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/media\/3287"}],"wp:attachment":[{"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/media?parent=3278"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/categories?post=3278"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/crepal.ai\/blog\/wp-json\/wp\/v2\/tags?post=3278"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}