阿里云 OpenManus 实战：高效AI协作体系

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🌈你好呀！我是 是Yu欸 🚀 感谢你的陪伴与支持~ 欢迎添加文末好友 🌌 在所有感兴趣的领域扩展知识，不定期掉落福利资讯(*^▽^*)

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写在最前面

版权声明：本文为原创，遵循 CC 4.0 BY-SA 协议。转载请注明出处。

在多智能体（Multi-Agent）系统日益成为AI发展主流的背景下，阿里云推出的 OpenManus，
作为一款针对复杂任务自动化处理的多智能体良好平台，为实际应用落地提供了颇具吸引力的解决方案。

那么这个产品更适合哪些场景呢，让我们一起来试试OpenManus的云上表现吧！

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初体验：快速部署，开箱即用

阿里云提供免费的云资源和大模型 tokens，前往部署页面即可领取：https://www.aliyun.com/solution/tech-solution/open-manus?utm_content=g_1000403468

部署OpenManus整体体验很便捷，几乎是开箱即用的感受。阿里云官方提供的文档指引非常完善，即使是初次接触多智能体系统的开发者，也能轻松按照步骤完成操作。实例创建、环境初始化、智能体配置，总共花费了2分钟左右即可完成基本部署。

更令人惊喜的是，整个过程不仅速度快，而且异常稳定，没有遇到常见的连接超时、权限异常等问题，让人第一次接触就建立起对平台的信任感。

整体来说，OpenManus的部署过程对无基础的开发者来说也几乎无基础，真正实现了“一键起步”，即使是小团队或者个人开发者，也能快速搭建起一套功能强大的多智能体良好的系统，极大地降低了AI系统基础设施的基础。

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真实案例分享：从单体开发到智能良好

我们尝试将OpenManus应用于一个实际场景。项目背景如下：

在日常跨境电商运营中，不同电商平台（如Amazon、eBay、Shopee）对商品标题、描述、图片文案等要求各有差异，传统手动撰写、修改效率低下，且容易遗漏平台规范。
为了提升发布速度并保证质量，我们基于阿里云OpenManus，构建了一个多平台内容自动生成与审核系统。

• 痛点：传统自动化脚本只能完成任务，遇到流程简单的复杂任务（如数据收集、初稿撰写、内容审校）时容易失效，效率低下。
• 目标：希望通过多智能体协作，自动完成跨步骤的内容生成与审核流程。希望通过多智能体协作，自动完成跨步骤的内容生成与审核流程。

经过试运行，发现人工干预减少至最低限度，真正实现了高效和谐。

提示词

背景设定：

• 商品：蓝牙耳机（无线降噪蓝牙耳机）
• 目标平台：Amazon美国站、eBay全球站、Shopee马来西亚站
• 需求：针对不同平台，自动撰写符合要求的商品描述文案‘

过程展示

这里可以看到，智能体首先分析了我的需求，并且自动化选择合适的模型去运行实现每一个功能，体现出系统极强的自主整体理解和规划能力。

> ✨ Manus's thoughts: 为了完成这个任务，我们需要为不同的平台撰写符合要求的商品描述文案。我们可以使用QwQ-32B工具来生成这些描述。我们将为每个平台分别生成描述。
> ### 第一步：为Amazon美国站生成商品描述
> 让我们先为Amazon美国站生成蓝牙降噪耳机的商品描述。

每个生成过程都细致入微，比如在撰写Amazon商品描述时，智能体主动分析了目标受众，思考了应避免的敏感词（如"best"等），并且用英文完成了推理，再用中文为我解释。这种"双语推理+中文回显"的设计，极大地降低了用户理解难度，体验非常贴心。

第一步：为亚马逊美国站生成商品描述

生成的文案内容不仅丰富、结构清晰，而且准确匹配不同平台的规范与用户期待，大大节省了人工润色时间。

🔧 Activating tool: 'QwQ-32B'...
🚀
[
12:35:38 AM
] Taking Action
🎯 Tool 'QwQ-32B' completed it...
🎯 Tool 'QwQ-32B' completed its mission! Result: Observed output of cmd `QwQ-32B` executed:
{"reasoning": "Okay, I need to create a product description for wireless noise-canceling Bluetooth headphones for the Amazon US site. Let me start by thinking about the key features that customers usually look for in such products. \n\nFirst, the main selling points are probably the noise cancellation, battery life, sound quality, comfort, and design. I should highlight each of these. Maybe start with a catchy product name. Something like \"Premium Wireless Noise-Canceling Headphones\" sounds good. \n\nThe first paragraph should grab attention. Maybe mention the immersive sound experience and the key features. I should include the advanced noise cancellation technology, like adaptive or hybrid, since that's a big deal. Also, the battery life is important—maybe up to 30 hours? That's a common number, but I should check if that's realistic. \n\nNext, I need to break down each feature into bullet points. Let's see: \n\n- Noise cancellation: Explain how it works, maybe mention ambient sound control. \n- Sound quality: High-resolution audio, drivers size? Maybe 40mm drivers? \n- Comfort: Memory foam ear cushions, lightweight design. \n- Battery life: 30 hours with ANC on, quick charge. \n- Connectivity: Bluetooth 5.0 for stability, easy pairing. \n- Design: Foldable, durable materials, sleek look. \n- Additional features: Touch controls, voice assistant compatibility, microphone quality. \n\nWait, maybe also include a quick charge feature, like 10 minutes for 2 hours of playtime. That's a nice touch. \n\nUnder the product highlights section, I can elaborate on each point with a bit more detail. For example, the noise cancellation section can explain how it blocks external noise while still allowing ambient sound when needed. The sound quality can mention clarity in highs and mids, deep bass. \n\nComfort is important for long listening sessions, so memory foam and adjustable headband are good points. Battery life with and without ANC, maybe a case for portability. \n\nConnectivity features like hands-free calls and multipoint pairing could be useful. Design-wise, foldable and compact for travel. \n\nIn the usage scenarios, maybe list commuting, workouts, travel, office, etc. \n\nThe product specifications should list technical details like Bluetooth version, frequency response, impedance, driver size, battery specs, etc. \n\nI should also add a call to action at the end, encouraging the customer to buy. Maybe mention a satisfaction guarantee. \n\nWait, do I need to include any certifications or standards? Maybe IPX rating for sweat resistance if it's for workouts. That's a good point. \n\nAlso, make sure the language is engaging and persuasive, using active verbs and positive adjectives. Avoid jargon but still sound professional. \n\nLet me structure it step by step. Start with a product name, then a brief intro, followed by bullet points, then detailed sections, usage scenarios, specs, and a conclusion. \n\nHmm, maybe start with the product name and a tagline. Then the first paragraph summarizing the main features. Then bullet points for quick highlights. Then expand each feature in paragraphs. \n\nCheck for any missing features. Maybe talk about the microphone quality for calls, and touch controls. Also, maybe the case has a charging port? \n\nWait, the user didn't mention any specific brand or model, so I can use generic terms. \n\nI should also make sure to comply with Amazon's guidelines, so no markdown, just plain text with clear sections. \n\nLet me start drafting the description now, following these points.", "answer": "**Premium Wireless Noise-Canceling Headphones**  \n**Experience Unmatched Audio Clarity and Comfort**  \n\nDiscover the ultimate listening experience with our **Premium Wireless Noise-Cancelling Headphones**, designed to immerse you in crystal-clear sound while blocking out the world. Perfect for commutes, workouts, travel, or relaxation, these headphones combine advanced noise cancellation, premium sound quality, and all-day comfort for seamless connectivity on the go.  \n\n---\n\n**Key Features:**  \n✅ **Powerful Noise Cancellation**: Active Noise Cancellation (ANC) technology eliminates background noise, while the Ambient Sound Mode lets you stay aware of your surroundings with a touch.  \n✅ **Rich, High-Resolution Audio**: 40mm dynamic drivers deliver deep bass, clear mids, and vibrant highs, supporting aptX and AAC codecs for lossless streaming.  \n✅ **30-Hour Playtime**: Enjoy marathon listening with ANC on, or recharge quickly—just 10 minutes of charge provides 2 hours of playback.  \n✅ **Comfort Meets Style**: Ergonomic design with plush memory foam ear cushions and a lightweight, adjustable headband for all-day comfort.  \n✅ **Bluetooth 5.0 Connectivity**: Stable, long-range connections with effortless pairing and multipoint pairing for seamless switching between devices.  \n✅ **Durable & Portable**: Foldable design fits into the included premium carrying case, perfect for travel. Sweat-resistant build (IPX4 rating) withstands workouts.  \n✅ **Smart Controls**: Intuitive touch controls for playback, calls, and voice assistant access (Google Assistant/Siri). Crystal-clear calls with dual-mic noise suppression.  \n\n---\n\n**Why Choose These Headphones?**  \n🎧 **Advanced Noise Cancellation**: Our hybrid ANC system uses dual microphones to capture and cancel ambient noise, while the Ambient Sound Mode lets you toggle external awareness with a simple tap. Ideal for flights, busy offices, or crowded gyms.  \n🎧 **Studio-Quality Sound**: Engineered for audiophiles, these headphones deliver balanced, immersive audio whether you’re streaming music, watching movies, or gaming.  \n🎧 **All-Day Comfort**: The lightweight build (only 240g) and breathable memory foam earpads ensure comfort even during extended use. The adjustable headband fits all head sizes.  \n🎧 **Convenience at Your Fingertips**: Control music, answer calls, or activate your voice assistant without reaching for your phone. The built-in microphone ensures crystal-clear calls.  \n\n---\n\n**Perfect for:**  \n- Commuters seeking peace on trains/buses.  \n- Fitness enthusiasts needing sweat-resistant, secure headphones.  \n- Travelers wanting ANC and portability.  \n- Office workers needing focus in noisy environments.  \n- Music lovers craving rich, detailed sound.  \n\n---\n\n**Product Specifications:**  \n- **Driver Size**: 40mm dynamic drivers  \n- **Noise Cancellation**: Hybrid ANC & Ambient Sound Mode  \n- **Battery Life**: Up to 30 hours (ANC on) / 40 hours (ANC off)  \n- **Charging**: Fast charge (10 mins = 2 hrs), USB-C port  \n- **Connectivity**: Bluetooth 5.0, Multipoint Pairing  \n- **Frequency Response**: 20Hz–40kHz  \n- **Impedance**: 32Ω  \n- **Water Resistance**: IPX4 (sweat and splash-proof)  \n- **Weight**: 240g  \n- **Includes**: Premium carrying case, USB-C cable, 3.5mm audio adapter  \n\n---\n\n**Ready to Elevate Your Audio Experience?**  \nInvest in headphones that prioritize performance, comfort, and style. With our **30-Day Satisfaction Guarantee** and **12-Month Warranty**, you can listen worry-free.  \n\n**Click ‘Add to Cart’ and transform your listening journey today!**  \n\n---  \n*Note: Compatible with all Bluetooth-enabled devices. Batteries not included—uses rechargeable lithium-ion battery.*  \n\nLet the world fade away, and let the music speak. 🎧✨", "search_results": []}

🎯 Tool 'QwQ-32B' completed its mission! Result: Observed output of cmd `QwQ-32B` executed:
{"reasoning": "Okay, I need to create a product description for wireless noise-canceling Bluetooth headphones for the Amazon US site. Let me start by thinking about the key features that customers usually look for in such products. \n\nFirst, the main selling points are probably the noise cancellation, battery life, sound quality, comfort, and design. I should highlight each of these. Maybe start with a catchy product name. Something like \"Premium Wireless Noise-Canceling Headphones\" sounds good. \n\nThe first paragraph should grab attention. Maybe mention the immersive sound experience and the key features. I should include the advanced noise cancellation technology, like adaptive or hybrid, since that's a big deal. Also, the battery life is important—maybe up to 30 hours? That's a common number, but I should check if that's realistic. \n\nNext, I need to break down each feature into bullet points. Let's see: \n\n- Noise cancellation: Explain how it works, maybe mention ambient sound control. \n- Sound quality: High-resolution audio, drivers size? Maybe 40mm drivers? \n- Comfort: Memory foam ear cushions, lightweight design. \n- Battery life: 30 hours with ANC on, quick charge. \n- Connectivity: Bluetooth 5.0 for stability, easy pairing. \n- Design: Foldable, durable materials, sleek look. \n- Additional features: Touch controls, voice assistant compatibility, microphone quality. \n\nWait, maybe also include a quick charge feature, like 10 minutes for 2 hours of playtime. That's a nice touch. \n\nUnder the product highlights section, I can elaborate on each point with a bit more detail. For example, the noise cancellation section can explain how it blocks external noise while still allowing ambient sound when needed. The sound quality can mention clarity in highs and mids, deep bass. \n\nComfort is important for long listening sessions, so memory foam and adjustable headband are good points. Battery life with and without ANC, maybe a case for portability. \n\nConnectivity features like hands-free calls and multipoint pairing could be useful. Design-wise, foldable and compact for travel. \n\nIn the usage scenarios, maybe list commuting, workouts, travel, office, etc. \n\nThe product specifications should list technical details like Bluetooth version, frequency response, impedance, driver size, battery specs, etc. \n\nI should also add a call to action at the end, encouraging the customer to buy. Maybe mention a satisfaction guarantee. \n\nWait, do I need to include any certifications or standards? Maybe IPX rating for sweat resistance if it's for workouts. That's a good point. \n\nAlso, make sure the language is engaging and persuasive, using active verbs and positive adjectives. Avoid jargon but still sound professional. \n\nLet me structure it step by step. Start with a product name, then a brief intro, followed by bullet points, then detailed sections, usage scenarios, specs, and a conclusion. \n\nHmm, maybe start with the product name and a tagline. Then the first paragraph summarizing the main features. Then bullet points for quick highlights. Then expand each feature in paragraphs. \n\nCheck for any missing features. Maybe talk about the microphone quality for calls, and touch controls. Also, maybe the case has a charging port? \n\nWait, the user didn't mention any specific brand or model, so I can use generic terms. \n\nI should also make sure to comply with Amazon's guidelines, so no markdown, just plain text with clear sections. \n\nLet me start drafting the description now, following these points.", "answer": "**Premium Wireless Noise-Canceling Headphones**  \n**Experience Unmatched Audio Clarity and Comfort**  \n\nDiscover the ultimate listening experience with our **Premium Wireless Noise-Cancelling Headphones**, designed to immerse you in crystal-clear sound while blocking out the world. Perfect for commutes, workouts, travel, or relaxation, these headphones combine advanced noise cancellation, premium sound quality, and all-day comfort for seamless connectivity on the go.  \n\n---\n\n**Key Features:**  \n✅ **Powerful Noise Cancellation**: Active Noise Cancellation (ANC) technology eliminates background noise, while the Ambient Sound Mode lets you stay aware of your surroundings with a touch.  \n✅ **Rich, High-Resolution Audio**: 40mm dynamic drivers deliver deep bass, clear mids, and vibrant highs, supporting aptX and AAC codecs for lossless streaming.  \n✅ **30-Hour Playtime**: Enjoy marathon listening with ANC on, or recharge quickly—just 10 minutes of charge provides 2 hours of playback.  \n✅ **Comfort Meets Style**: Ergonomic design with plush memory foam ear cushions and a lightweight, adjustable headband for all-day comfort.  \n✅ **Bluetooth 5.0 Connectivity**: Stable, long-range connections with effortless pairing and multipoint pairing for seamless switching between devices.  \n✅ **Durable & Portable**: Foldable design fits into the included premium carrying case, perfect for travel. Sweat-resistant build (IPX4 rating) withstands workouts.  \n✅ **Smart Controls**: Intuitive touch controls for playback, calls, and voice assistant access (Google Assistant/Siri). Crystal-clear calls with dual-mic noise suppression.  \n\n---\n\n**Why Choose These Headphones?**  \n🎧 **Advanced Noise Cancellation**: Our hybrid ANC system uses dual microphones to capture and cancel ambient noise, while the Ambient Sound Mode lets you toggle external awareness with a simple tap. Ideal for flights, busy offices, or crowded gyms.  \n🎧 **Studio-Quality Sound**: Engineered for audiophiles, these headphones deliver balanced, immersive audio whether you’re streaming music, watching movies, or gaming.  \n🎧 **All-Day Comfort**: The lightweight build (only 240g) and breathable memory foam earpads ensure comfort even during extended use. The adjustable headband fits all head sizes.  \n🎧 **Convenience at Your Fingertips**: Control music, answer calls, or activate your voice assistant without reaching for your phone. The built-in microphone ensures crystal-clear calls.  \n\n---\n\n**Perfect for:**  \n- Commuters seeking peace on trains/buses.  \n- Fitness enthusiasts needing sweat-resistant, secure headphones.  \n- Travelers wanting ANC and portability.  \n- Office workers needing focus in noisy environments.  \n- Music lovers craving rich, detailed sound.  \n\n---\n\n**Product Specifications:**  \n- **Driver Size**: 40mm dynamic drivers  \n- **Noise Cancellation**: Hybrid ANC & Ambient Sound Mode  \n- **Battery Life**: Up to 30 hours (ANC on) / 40 hours (ANC off)  \n- **Charging**: Fast charge (10 mins = 2 hrs), USB-C port  \n- **Connectivity**: Bluetooth 5.0, Multipoint Pairing  \n- **Frequency Response**: 20Hz–40kHz  \n- **Impedance**: 32Ω  \n- **Water Resistance**: IPX4 (sweat and splash-proof)  \n- **Weight**: 240g  \n- **Includes**: Premium carrying case, USB-C cable, 3.5mm audio adapter  \n\n---\n\n**Ready to Elevate Your Audio Experience?**  \nInvest in headphones that prioritize performance, comfort, and style. With our **30-Day Satisfaction Guarantee** and **12-Month Warranty**, you can listen worry-free.  \n\n**Click ‘Add to Cart’ and transform your listening journey today!**  \n\n---  \n*Note: Compatible with all Bluetooth-enabled devices. Batteries not included—uses rechargeable lithium-ion battery.*  \n\nLet the world fade away, and let the music speak. 🎧✨", "search_results": []}

第二步：为eBay全球站生成商品描述

在eBay、Shopee阶段，智能体也分别根据各自的平台风格，灵活调整语气、关键词密度、文案布局，打造出极高的近似和细腻的执行力。

🎯 Tool 'QwQ-32B' completed its mission! Result: Observed output of cmd `QwQ-32B` executed:
{"reasoning": "Okay, the user wants me to generate a product description for Wireless Noise Cancelling Bluetooth Headphones for Shopee Malaysia. Let me start by understanding what they need. Shopee is a popular e-commerce platform in Malaysia, so the description should be engaging and tailored to their audience. \n\nFirst, I need to highlight the key features of the headphones. Wireless and noise cancellation are the main selling points. I should mention Bluetooth connectivity, probably the version like 5.0 or 5.2 since those are common and offer better range and stability. Noise cancelling is crucial, so explaining how it works and its benefits would be good.\n\nBattery life is another important factor. Users want to know how long they can use the headphones without charging. Maybe 30 hours with ANC on, and a quick charge feature would be a plus. Comfort is also key, so mentioning ergonomic design, lightweight materials, and maybe sweat resistance if it's suitable for workouts.\n\nAudio quality is a big deal. Highlighting high-fidelity sound, maybe the driver size like 40mm, and if there's a customizable equalizer via an app, that's a nice touch. Additional features like touch controls, voice assistant compatibility (Google Assistant/Siri), and a charging case for portability would add value.\n\nI should also consider the Malaysian market. Maybe mention that it's suitable for commuting in busy cities, which is common there. Including some local references could make it relatable. The tone should be enthusiastic and persuasive, using emojis to catch attention on Shopee. \n\nNeed to structure it with a catchy headline, bullet points for features, and a call to action. Also, include some persuasive phrases like \"Don’t miss out!\" and \"Limited-time discount\" to encourage quick purchases. Make sure to use keywords that Malaysians might search for, like \"noise cancelling headphones Malaysia\" or \"wireless headphones Shopee.\"\n\nCheck if there are any local promotions or common phrases used on Shopee. Maybe add something about free shipping or easy returns if applicable. Ensure the description is concise but covers all necessary points without being too technical. Use emojis to break up text and make it visually appealing on the platform.\n\nWait, the user didn't mention specific technical specs, so I'll have to keep them general but realistic. Maybe use \"up to 30 hours\" for battery life, which is a common claim. Also, include a note about compatibility with iOS and Android devices since that's important for buyers. \n\nIncluding the use cases like commuting, traveling, workouts, and studying can help different customer segments see the product's value. Maybe end with a sense of urgency to prompt action. Alright, putting it all together now.", "answer": "🎧 **Wireless Noise Cancelling Bluetooth Headphones** 🎧  \n**Ultimate Sound Experience | Perfect for Commuting, Travel, & Workouts!**  \n\n---\n\n**Why Choose Our Noise Cancelling Headphones?**  \n✅ **Powerful Noise Cancellation**: Advanced ANC technology blocks out background noise (traffic, crowds, office chatter) for immersive audio. Perfect for your daily commute or studying!  \n✅ **Crystal-Clear Sound**: 40mm high-quality drivers deliver rich bass, clear mids, and crisp highs. Enjoy your music, podcasts, or calls like never before!  \n✅ **Long-Lasting Battery**: Up to **30 hours playback** (with ANC on) and a quick **10-minute charge for 2 hours of music**! Ideal for all-day use or long flights.  \n\n---\n\n**Key Features**:  \n🔥 **Wireless Freedom**: Bluetooth 5.0 with stable, lag-free connectivity up to 10 meters. Pair effortlessly with smartphones, tablets, or laptops!  \n🔥 **Ergonomic Design**: Lightweight, sweat-resistant build with plush ear cushions – perfect for marathon listening sessions.  \n🔥 **Touch Controls**: Swipe, tap, or hold to play/pause, skip tracks, adjust volume, or activate **Google Assistant/Siri** hands-free!  \n🔥 **Compact & Portable**: Sleek charging case fits in your bag – ideal for gym sessions, road trips, or traveling.  \n\n---\n\n**Perfect for Malaysians!**  \n🎧 **Commuting in KL’s traffic?** Block out honking and engine noise.  \n🎧 **Working from home?** Drown out distractions and focus better.  \n🎧 **Weekend workouts?** Sweat-proof design and secure fit keep up with your routine.  \n\n---\n\n**What’s in the Box?**  \n✅ Wireless Headphones ×1  \n✅ Charging Case ×1  \n✅ 3 Sizes of Ear Tips ×3  \n✅ USB-C Charging Cable ×1  \n✅ User Manual ×1  \n\n---\n\n**Special Shopee Malaysia Offer!**  \n🛒 **Limited-Time Discount!** Save **20% OFF** with promo code **SHOPEEANC20** (T&C apply).  \n📦 **Free Standard Shipping** across Malaysia.  \n🌟 **Fast & Friendly Support** – 24/7 customer service!  \n\n---\n\n**Don’t miss out on premium sound quality at an unbeatable price!**  \n**Click “Add to Cart” Now & Enjoy Your Noise-Free World!**  \n\n---  \n#Headphones #NoiseCancelling #BluetoothHeadphones #WirelessAudio #ShopeeDeals #Malaysia  \n\n---  \n*Offer valid until [Date]. Limited stock available! Act fast!*  \n\n---\n\nThis description combines key features, local relevance, urgency, and Shopee-friendly keywords to attract Malaysian shoppers. Use emojis and bullet points for scannability, and highlight benefits that resonate with daily life in Malaysia!", "search_results": []}

🎯 Tool 'QwQ-32B' completed its mission! Result: Observed output of cmd `QwQ-32B` executed:
{"reasoning": "Okay, I need to create a product description for wireless noise-canceling Bluetooth headphones for the Amazon US site. Let me start by thinking about the key features that customers usually look for in such products. \n\nFirst, the main selling points are probably the noise cancellation, battery life, sound quality, comfort, and design. I should highlight each of these. Maybe start with a catchy product name. Something like \"Premium Wireless Noise-Canceling Headphones\" sounds good. \n\nThe first paragraph should grab attention. Maybe mention the immersive sound experience and the key features. I should include the advanced noise cancellation technology, like adaptive or hybrid, since that's a big deal. Also, the battery life is important—maybe up to 30 hours? That's a common number, but I should check if that's realistic. \n\nNext, I need to break down each feature into bullet points. Let's see: \n\n- Noise cancellation: Explain how it works, maybe mention ambient sound control. \n- Sound quality: High-resolution audio, drivers size? Maybe 40mm drivers? \n- Comfort: Memory foam ear cushions, lightweight design. \n- Battery life: 30 hours with ANC on, quick charge. \n- Connectivity: Bluetooth 5.0 for stability, easy pairing. \n- Design: Foldable, durable materials, sleek look. \n- Additional features: Touch controls, voice assistant compatibility, microphone quality. \n\nWait, maybe also include a quick charge feature, like 10 minutes for 2 hours of playtime. That's a nice touch. \n\nUnder the product highlights section, I can elaborate on each point with a bit more detail. For example, the noise cancellation section can explain how it blocks external noise while still allowing ambient sound when needed. The sound quality can mention clarity in highs and mids, deep bass. \n\nComfort is important for long listening sessions, so memory foam and adjustable headband are good points. Battery life with and without ANC, maybe a case for portability. \n\nConnectivity features like hands-free calls and multipoint pairing could be useful. Design-wise, foldable and compact for travel. \n\nIn the usage scenarios, maybe list commuting, workouts, travel, office, etc. \n\nThe product specifications should list technical details like Bluetooth version, frequency response, impedance, driver size, battery specs, etc. \n\nI should also add a call to action at the end, encouraging the customer to buy. Maybe mention a satisfaction guarantee. \n\nWait, do I need to include any certifications or standards? Maybe IPX rating for sweat resistance if it's for workouts. That's a good point. \n\nAlso, make sure the language is engaging and persuasive, using active verbs and positive adjectives. Avoid jargon but still sound professional. \n\nLet me structure it step by step. Start with a product name, then a brief intro, followed by bullet points, then detailed sections, usage scenarios, specs, and a conclusion. \n\nHmm, maybe start with the product name and a tagline. Then the first paragraph summarizing the main features. Then bullet points for quick highlights. Then expand each feature in paragraphs. \n\nCheck for any missing features. Maybe talk about the microphone quality for calls, and touch controls. Also, maybe the case has a charging port? \n\nWait, the user didn't mention any specific brand or model, so I can use generic terms. \n\nI should also make sure to comply with Amazon's guidelines, so no markdown, just plain text with clear sections. \n\nLet me start drafting the description now, following these points.", "answer": "**Premium Wireless Noise-Canceling Headphones**  \n**Experience Unmatched Audio Clarity and Comfort**  \n\nDiscover the ultimate listening experience with our **Premium Wireless Noise-Cancelling Headphones**, designed to immerse you in crystal-clear sound while blocking out the world. Perfect for commutes, workouts, travel, or relaxation, these headphones combine advanced noise cancellation, premium sound quality, and all-day comfort for seamless connectivity on the go.  \n\n---\n\n**Key Features:**  \n✅ **Powerful Noise Cancellation**: Active Noise Cancellation (ANC) technology eliminates background noise, while the Ambient Sound Mode lets you stay aware of your surroundings with a touch.  \n✅ **Rich, High-Resolution Audio**: 40mm dynamic drivers deliver deep bass, clear mids, and vibrant highs, supporting aptX and AAC codecs for lossless streaming.  \n✅ **30-Hour Playtime**: Enjoy marathon listening with ANC on, or recharge quickly—just 10 minutes of charge provides 2 hours of playback.  \n✅ **Comfort Meets Style**: Ergonomic design with plush memory foam ear cushions and a lightweight, adjustable headband for all-day comfort.  \n✅ **Bluetooth 5.0 Connectivity**: Stable, long-range connections with effortless pairing and multipoint pairing for seamless switching between devices.  \n✅ **Durable & Portable**: Foldable design fits into the included premium carrying case, perfect for travel. Sweat-resistant build (IPX4 rating) withstands workouts.  \n✅ **Smart Controls**: Intuitive touch controls for playback, calls, and voice assistant access (Google Assistant/Siri). Crystal-clear calls with dual-mic noise suppression.  \n\n---\n\n**Why Choose These Headphones?**  \n🎧 **Advanced Noise Cancellation**: Our hybrid ANC system uses dual microphones to capture and cancel ambient noise, while the Ambient Sound Mode lets you toggle external awareness with a simple tap. Ideal for flights, busy offices, or crowded gyms.  \n🎧 **Studio-Quality Sound**: Engineered for audiophiles, these headphones deliver balanced, immersive audio whether you’re streaming music, watching movies, or gaming.  \n🎧 **All-Day Comfort**: The lightweight build (only 240g) and breathable memory foam earpads ensure comfort even during extended use. The adjustable headband fits all head sizes.  \n🎧 **Convenience at Your Fingertips**: Control music, answer calls, or activate your voice assistant without reaching for your phone. The built-in microphone ensures crystal-clear calls.  \n\n---\n\n**Perfect for:**  \n- Commuters seeking peace on trains/buses.  \n- Fitness enthusiasts needing sweat-resistant, secure headphones.  \n- Travelers wanting ANC and portability.  \n- Office workers needing focus in noisy environments.  \n- Music lovers craving rich, detailed sound.  \n\n---\n\n**Product Specifications:**  \n- **Driver Size**: 40mm dynamic drivers  \n- **Noise Cancellation**: Hybrid ANC & Ambient Sound Mode  \n- **Battery Life**: Up to 30 hours (ANC on) / 40 hours (ANC off)  \n- **Charging**: Fast charge (10 mins = 2 hrs), USB-C port  \n- **Connectivity**: Bluetooth 5.0, Multipoint Pairing  \n- **Frequency Response**: 20Hz–40kHz  \n- **Impedance**: 32Ω  \n- **Water Resistance**: IPX4 (sweat and splash-proof)  \n- **Weight**: 240g  \n- **Includes**: Premium carrying case, USB-C cable, 3.5mm audio adapter  \n\n---\n\n**Ready to Elevate Your Audio Experience?**  \nInvest in headphones that prioritize performance, comfort, and style. With our **30-Day Satisfaction Guarantee** and **12-Month Warranty**, you can listen worry-free.  \n\n**Click ‘Add to Cart’ and transform your listening journey today!**  \n\n---  \n*Note: Compatible with all Bluetooth-enabled devices. Batteries not included—uses rechargeable lithium-ion battery.*  \n\nLet the world fade away, and let the music speak. 🎧✨", "search_results": []}

Step 1: Observed output of cmd `QwQ-32B` executed:
{"reasoning": "Okay, I need to create a product description for wireless noise-canceling Bluetooth headphones for the Amazon US site. Let me start by thinking about the key features that customers usually look for in such products. \n\nFirst, the main selling points are probably the noise cancellation, battery life, sound quality, comfort, and design. I should highlight each of these. Maybe start with a catchy product name. Something like \"Premium Wireless Noise-Canceling Headphones\" sounds good. \n\nThe first paragraph should grab attention. Maybe mention the immersive sound experience and the key features. I should include the advanced noise cancellation technology, like adaptive or hybrid, since that's a big deal. Also, the battery life is important—maybe up to 30 hours? That's a common number, but I should check if that's realistic. \n\nNext, I need to break down each feature into bullet points. Let's see: \n\n- Noise cancellation: Explain how it works, maybe mention ambient sound control. \n- Sound quality: High-resolution audio, drivers size? Maybe 40mm drivers? \n- Comfort: Memory foam ear cushions, lightweight design. \n- Battery life: 30 hours with ANC on, quick charge. \n- Connectivity: Bluetooth 5.0 for stability, easy pairing. \n- Design: Foldable, durable materials, sleek look. \n- Additional features: Touch controls, voice assistant compatibility, microphone quality. \n\nWait, maybe also include a quick charge feature, like 10 minutes for 2 hours of playtime. That's a nice touch. \n\nUnder the product highlights section, I can elaborate on each point with a bit more detail. For example, the noise cancellation section can explain how it blocks external noise while still allowing ambient sound when needed. The sound quality can mention clarity in highs and mids, deep bass. \n\nComfort is important for long listening sessions, so memory foam and adjustable headband are good points. Battery life with and without ANC, maybe a case for portability. \n\nConnectivity features like hands-free calls and multipoint pairing could be useful. Design-wise, foldable and compact for travel. \n\nIn the usage scenarios, maybe list commuting, workouts, travel, office, etc. \n\nThe product specifications should list technical details like Bluetooth version, frequency response, impedance, driver size, battery specs, etc. \n\nI should also add a call to action at the end, encouraging the customer to buy. Maybe mention a satisfaction guarantee. \n\nWait, do I need to include any certifications or standards? Maybe IPX rating for sweat resistance if it's for workouts. That's a good point. \n\nAlso, make sure the language is engaging and persuasive, using active verbs and positive adjectives. Avoid jargon but still sound professional. \n\nLet me structure it step by step. Start with a product name, then a brief intro, followed by bullet points, then detailed sections, usage scenarios, specs, and a conclusion. \n\nHmm, maybe start with the product name and a tagline. Then the first paragraph summarizing the main features. Then bullet points for quick highlights. Then expand each feature in paragraphs. \n\nCheck for any missing features. Maybe talk about the microphone quality for calls, and touch controls. Also, maybe the case has a charging port? \n\nWait, the user didn't mention any specific brand or model, so I can use generic terms. \n\nI should also make sure to comply with Amazon's guidelines, so no markdown, just plain text with clear sections. \n\nLet me start drafting the description now, following these points.", "answer": "**Premium Wireless Noise-Canceling Headphones**  \n**Experience Unmatched Audio Clarity and Comfort**  \n\nDiscover the ultimate listening experience with our **Premium Wireless Noise-Cancelling Headphones**, designed to immerse you in crystal-clear sound while blocking out the world. Perfect for commutes, workouts, travel, or relaxation, these headphones combine advanced noise cancellation, premium sound quality, and all-day comfort for seamless connectivity on the go.  \n\n---\n\n**Key Features:**  \n✅ **Powerful Noise Cancellation**: Active Noise Cancellation (ANC) technology eliminates background noise, while the Ambient Sound Mode lets you stay aware of your surroundings with a touch.  \n✅ **Rich, High-Resolution Audio**: 40mm dynamic drivers deliver deep bass, clear mids, and vibrant highs, supporting aptX and AAC codecs for lossless streaming.  \n✅ **30-Hour Playtime**: Enjoy marathon listening with ANC on, or recharge quickly—just 10 minutes of charge provides 2 hours of playback.  \n✅ **Comfort Meets Style**: Ergonomic design with plush memory foam ear cushions and a lightweight, adjustable headband for all-day comfort.  \n✅ **Bluetooth 5.0 Connectivity**: Stable, long-range connections with effortless pairing and multipoint pairing for seamless switching between devices.  \n✅ **Durable & Portable**: Foldable design fits into the included premium carrying case, perfect for travel. Sweat-resistant build (IPX4 rating) withstands workouts.  \n✅ **Smart Controls**: Intuitive touch controls for playback, calls, and voice assistant access (Google Assistant/Siri). Crystal-clear calls with dual-mic noise suppression.  \n\n---\n\n**Why Choose These Headphones?**  \n🎧 **Advanced Noise Cancellation**: Our hybrid ANC system uses dual microphones to capture and cancel ambient noise, while the Ambient Sound Mode lets you toggle external awareness with a simple tap. Ideal for flights, busy offices, or crowded gyms.  \n🎧 **Studio-Quality Sound**: Engineered for audiophiles, these headphones deliver balanced, immersive audio whether you’re streaming music, watching movies, or gaming.  \n🎧 **All-Day Comfort**: The lightweight build (only 240g) and breathable memory foam earpads ensure comfort even during extended use. The adjustable headband fits all head sizes.  \n🎧 **Convenience at Your Fingertips**: Control music, answer calls, or activate your voice assistant without reaching for your phone. The built-in microphone ensures crystal-clear calls.  \n\n---\n\n**Perfect for:**  \n- Commuters seeking peace on trains/buses.  \n- Fitness enthusiasts needing sweat-resistant, secure headphones.  \n- Travelers wanting ANC and portability.  \n- Office workers needing focus in noisy environments.  \n- Music lovers craving rich, detailed sound.  \n\n---\n\n**Product Specifications:**  \n- **Driver Size**: 40mm dynamic drivers  \n- **Noise Cancellation**: Hybrid ANC & Ambient Sound Mode  \n- **Battery Life**: Up to 30 hours (ANC on) / 40 hours (ANC off)  \n- **Charging**: Fast charge (10 mins = 2 hrs), USB-C port  \n- **Connectivity**: Bluetooth 5.0, Multipoint Pairing  \n- **Frequency Response**: 20Hz–40kHz  \n- **Impedance**: 32Ω  \n- **Water Resistance**: IPX4 (sweat and splash-proof)  \n- **Weight**: 240g  \n- **Includes**: Premium carrying case, USB-C cable, 3.5mm audio adapter  \n\n---\n\n**Ready to Elevate Your Audio Experience?**  \nInvest in headphones that prioritize performance, comfort, and style. With our **30-Day Satisfaction Guarantee** and **12-Month Warranty**, you can listen worry-free.  \n\n**Click ‘Add to Cart’ and transform your listening journey today!**  \n\n---  \n*Note: Compatible with all Bluetooth-enabled devices. Batteries not included—uses rechargeable lithium-ion battery.*  \n\nLet the world fade away, and let the music speak. 🎧✨", "search_results": []}
Step 2: Observed output of cmd `QwQ-32B` executed:
{"reasoning": "Okay, I need to create a product description for Wireless Noise Cancelling Bluetooth Headphones for eBay's global site. Let me start by thinking about what customers look for in such products. They probably want to know the key features, benefits, and why this product is better than others. \n\nFirst, the title should be catchy and include important keywords like \"Wireless,\" \"Noise Cancelling,\" \"Bluetooth,\" maybe \"High-Resolution\" or \"Long Battery Life.\" Maybe something like \"Premium Wireless Noise Cancelling Headphones with Bluetooth 5.0 and 30-hour Playtime.\"\n\nThen the description should start with an engaging opening line. Something like \"Experience immersive sound and effortless connectivity with our Premium Wireless Noise Cancelling Headphones...\" That sets the tone.\n\nNext, list the key features. Active noise cancellation is a big one. I should explain how it works, maybe mention adaptive technology. Then talk about the audio quality, maybe mention drivers size (like 40mm) and high-resolution audio. Battery life is crucial, so 30 hours with ANC on, quick charging. Bluetooth version, maybe 5.0 for better range and stability. Comfort features like memory foam ear cushions and adjustable headband. Portability, foldable design. Touch controls, maybe voice assistant compatibility. \n\nI should also mention the included accessories: case, different ear tips, USB-C charger. Compatibility with devices, iOS and Android. \n\nBenefits section: Focus on use cases like commuting, workouts, traveling. Highlight the comfort for long hours, the sound quality, and the convenience of wireless. \n\nWarranty and customer support are important for trust. Maybe a 12-month warranty and responsive support team.\n\nEnd with a call to action, encouraging them to add to cart. Maybe mention free shipping or return policies if applicable.\n\nWait, should I structure it with bullet points? eBay descriptions often use bold headings and bullet points for readability. Also, need to make sure it's optimized for search, so keywords are included naturally. Maybe include some phrases like \"best wireless headphones,\" \"noise cancellation technology,\" etc.\n\nCheck if there are any technical specs I might have missed. Maybe frequency response range, impedance, connectivity options (like NFC pairing?), but not sure. If the product has an app for customization, that's a plus. But maybe keep it simple unless specified.\n\nAlso, think about the target audience. Travelers, commuters, gym-goers, music enthusiasts. Tailor the benefits to those groups. \n\nNeed to avoid any false claims. Ensure all features are accurate. Maybe mention if it's sweat-resistant or water-resistant for workouts. \n\nAlright, putting it all together in a structured way with clear sections. Start with a catchy title, then an introduction, followed by bullet points for features and benefits, then warranty, and a closing call to action. Keep the tone enthusiastic and persuasive. Make sure it's concise but covers all important aspects.", "answer": "**Premium Wireless Noise Cancelling Headphones with Bluetooth 5.0 & 30-Hour Playtime**  \n\n**Experience Immersive Sound & Effortless Connectivity**  \nSay goodbye to background noise and hello to crystal-clear audio with our **Premium Wireless Noise Cancelling Headphones**. Designed for music lovers, travelers, and professionals, these headphones deliver unparalleled sound quality, advanced noise cancellation, and all-day comfort. Perfect for commutes, workouts, or relaxing at home, they’re your ultimate companion for any occasion.  \n\n---\n\n### **Key Features:**  \n✅ **Active Noise Cancellation (ANC):**  \nEffortlessly block out ambient noise with our **dual-microphone adaptive noise cancellation**. Switch between *Active Noise Cancellation*, *Ambient Aware*, or *Transparency Mode* to stay connected to your surroundings. Ideal for flights, busy offices, or noisy environments.  \n\n✅ **Rich, High-Resolution Audio:**  \nEquipped with **40mm dynamic drivers** and aptX AAC support, these headphones deliver deep bass, crisp highs, and stunning clarity. Whether you’re listening to podcasts, binging shows, or enjoying your favorite tracks, every note comes to life.  \n\n✅ **Up to 30 Hours Battery Life:**  \nWith **30 hours of playtime** on a single charge (ANC on) and fast USB-C charging (2 hours for full power), you’ll never miss a beat. A 10-minute quick charge gives 2 hours of music.  \n\n✅ **Bluetooth 5.0 Technology:**  \nEnjoy **superior connectivity** with a stable, interference-free connection up to 33ft (10m). Pair effortlessly with smartphones, tablets, laptops, and more.  \n\n✅ **Ergonomic & Lightweight Design:**  \nWeighing just **220g**, these headphones feature **memory foam ear cushions** and a flexible, adjustable headband for all-day comfort. Perfect for long flights or marathon study sessions.  \n\n✅ **Portable & Stylish:**  \nFold-flat design with a **luxurious carrying case** keeps them safe and ready to go anywhere. Available in sleek **Black** or **Silver**.  \n\n✅ **Smart Controls & Voice Assistant:**  \nTouch controls let you play/pause, skip tracks, adjust volume, and activate your **Google Assistant/Siri** with ease.  \n\n---\n\n### **Included Accessories:**  \n✔️ Soft carrying case  \n✔️ 3 sizes of silicone ear tips  \n✔️ USB-C charging cable  \n✔️ Instruction manual  \n\n---\n\n### **Why Choose Us?**  \n✅ **12-Month Warranty** & 24/7 customer support for peace of mind.  \n✅ **Water & Sweat Resistant** (IPX4 rating)—perfect for workouts.  \n✅ **Automatic Pausing/Resuming:** Music pauses when you remove the headphones and resumes when you put them back.  \n\n---\n\n### **Perfect For:**  \n🎧 Commuters seeking a quiet ride  \n🎧 Fitness enthusiasts needing sweat-resistant gear  \n🎧 Music fans craving studio-quality sound  \n🎧 Travelers on long flights or road trips  \n\n---\n\n**Don’t Miss Out!**  \nUpgrade your audio experience today. With **FREE shipping worldwide** and a **30-day risk-free trial**, you’ve got nothing to lose. Click **“Add to Cart”** now and embrace the future of wireless listening!  \n\n**#WirelessHeadphones #NoiseCancelling #BluetoothHeadphones #AudioGadgets #TechAccessories**  \n\n---  \n*Sold by [Your Store Name] – Trusted since 20XX. 5-Star Rated!*  \n\n---  \n**Note:** Specifications are subject to change. Check compatibility with your device.  \n\n---  \n**Act Fast—Limited Stock Available!** 🔥  \n\n---  \nThis structured, keyword-rich description highlights key features, benefits, and urgency while appealing to a global audience. Adjust placeholders like [Your Store Name] and warranty details as needed.", "search_results": []}
Step 3: Observed output of cmd `QwQ-32B` executed:
{"reasoning": "Okay, the user wants me to generate a product description for Wireless Noise Cancelling Bluetooth Headphones for Shopee Malaysia. Let me start by understanding what they need. Shopee is a popular e-commerce platform in Malaysia, so the description should be engaging and tailored to their audience. \n\nFirst, I need to highlight the key features of the headphones. Wireless and noise cancellation are the main selling points. I should mention Bluetooth connectivity, probably the version like 5.0 or 5.2 since those are common and offer better range and stability. Noise cancelling is crucial, so explaining how it works and its benefits would be good.\n\nBattery life is another important factor. Users want to know how long they can use the headphones without charging. Maybe 30 hours with ANC on, and a quick charge feature would be a plus. Comfort is also key, so mentioning ergonomic design, lightweight materials, and maybe sweat resistance if it's suitable for workouts.\n\nAudio quality is a big deal. Highlighting high-fidelity sound, maybe the driver size like 40mm, and if there's a customizable equalizer via an app, that's a nice touch. Additional features like touch controls, voice assistant compatibility (Google Assistant/Siri), and a charging case for portability would add value.\n\nI should also consider the Malaysian market. Maybe mention that it's suitable for commuting in busy cities, which is common there. Including some local references could make it relatable. The tone should be enthusiastic and persuasive, using emojis to catch attention on Shopee. \n\nNeed to structure it with a catchy headline, bullet points for features, and a call to action. Also, include some persuasive phrases like \"Don’t miss out!\" and \"Limited-time discount\" to encourage quick purchases. Make sure to use keywords that Malaysians might search for, like \"noise cancelling headphones Malaysia\" or \"wireless headphones Shopee.\"\n\nCheck if there are any local promotions or common phrases used on Shopee. Maybe add something about free shipping or easy returns if applicable. Ensure the description is concise but covers all necessary points without being too technical. Use emojis to break up text and make it visually appealing on the platform.\n\nWait, the user didn't mention specific technical specs, so I'll have to keep them general but realistic. Maybe use \"up to 30 hours\" for battery life, which is a common claim. Also, include a note about compatibility with iOS and Android devices since that's important for buyers. \n\nIncluding the use cases like commuting, traveling, workouts, and studying can help different customer segments see the product's value. Maybe end with a sense of urgency to prompt action. Alright, putting it all together now.", "answer": "🎧 **Wireless Noise Cancelling Bluetooth Headphones** 🎧  \n**Ultimate Sound Experience | Perfect for Commuting, Travel, & Workouts!**  \n\n---\n\n**Why Choose Our Noise Cancelling Headphones?**  \n✅ **Powerful Noise Cancellation**: Advanced ANC technology blocks out background noise (traffic, crowds, office chatter) for immersive audio. Perfect for your daily commute or studying!  \n✅ **Crystal-Clear Sound**: 40mm high-quality drivers deliver rich bass, clear mids, and crisp highs. Enjoy your music, podcasts, or calls like never before!  \n✅ **Long-Lasting Battery**: Up to **30 hours playback** (with ANC on) and a quick **10-minute charge for 2 hours of music**! Ideal for all-day use or long flights.  \n\n---\n\n**Key Features**:  \n🔥 **Wireless Freedom**: Bluetooth 5.0 with stable, lag-free connectivity up to 10 meters. Pair effortlessly with smartphones, tablets, or laptops!  \n🔥 **Ergonomic Design**: Lightweight, sweat-resistant build with plush ear cushions – perfect for marathon listening sessions.  \n🔥 **Touch Controls**: Swipe, tap, or hold to play/pause, skip tracks, adjust volume, or activate **Google Assistant/Siri** hands-free!  \n🔥 **Compact & Portable**: Sleek charging case fits in your bag – ideal for gym sessions, road trips, or traveling.  \n\n---\n\n**Perfect for Malaysians!**  \n🎧 **Commuting in KL’s traffic?** Block out honking and engine noise.  \n🎧 **Working from home?** Drown out distractions and focus better.  \n🎧 **Weekend workouts?** Sweat-proof design and secure fit keep up with your routine.  \n\n---\n\n**What’s in the Box?**  \n✅ Wireless Headphones ×1  \n✅ Charging Case ×1  \n✅ 3 Sizes of Ear Tips ×3  \n✅ USB-C Charging Cable ×1  \n✅ User Manual ×1  \n\n---\n\n**Special Shopee Malaysia Offer!**  \n🛒 **Limited-Time Discount!** Save **20% OFF** with promo code **SHOPEEANC20** (T&C apply).  \n📦 **Free Standard Shipping** across Malaysia.  \n🌟 **Fast & Friendly Support** – 24/7 customer service!  \n\n---\n\n**Don’t miss out on premium sound quality at an unbeatable price!**  \n**Click “Add to Cart” Now & Enjoy Your Noise-Free World!**  \n\n---  \n#Headphones #NoiseCancelling #BluetoothHeadphones #WirelessAudio #ShopeeDeals #Malaysia  \n\n---  \n*Offer valid until [Date]. Limited stock available! Act fast!*  \n\n---\n\nThis description combines key features, local relevance, urgency, and Shopee-friendly keywords to attract Malaysian shoppers. Use emojis and bullet points for scannability, and highlight benefits that resonate with daily life in Malaysia!", "search_results": []}
Step 4: Observed output of cmd `terminate` executed:
The interaction has been completed with status: success

结果分析

最后他总结了，有哪些需要注意的点，他分别是怎么设计的。这里让我感觉他非常聪明：因为他模拟了一个完全无知的人的视角，去为你着想。像一个高级同事，去考虑节省你的时间。

图：输出了清晰的总结，包括各个平台的重点、注意事项，甚至主动提出优化建议。

✨ Manus's thoughts: 我们已经为Shopee马来西亚站生成了蓝牙降噪耳机的商品描述。现在我们已经完成了所有三个平台的商品描述撰写任务。### 总结
- 为Amazon美国站生成的商品描述：强调了高级降噪技术、音质、舒适度和设计等特点。
- 为eBay全球站生成的商品描述：突出了主动降噪、高分辨率音频、长达30小时的电池续航时间等功能。
- 为Shopee马来西亚站生成的商品描述：结合了马来西亚市场的特点，强调了无线自由、舒适的佩戴体验和触控操作等特性，并提供限时折扣和免费标准配送。至此，我们已经完成了针对不同平台自动撰写符合要求的商品描述文案的任务。如果您有其他需求或需要进一步调整，请随时告知。

检查

风格检查

● 亚马逊：功能导向，简洁专业，突出技术参数与用户收益，禁止绝对化宣传（如“最好”、“保证”）
● eBay：关键词丰富，细节描述，强调卖点和应用场景
● Shopee：感性化、轻松，适当使用表情符号，打动普通消费者

细节检查

都很好的完成了！！！！

细节检查	标签与要求
语法	无明显拼写、语法错误
禁止词检测	亚马逊文案不能出现“最好”、“保证”、“第一”等
关键词密度	亚马逊关键词适中（不超过5%），Shopee文案可适当增加关键词吸引搜索流量
风格一致性	Amazon正式专业，eBay详细具体，Shopee亲切轻松
图片配合（可选）	主图高清，符合各平台图片规范

好在哪

在实际使用过程中，我普及了OpenManus在以下几个方面的独特优势：

1.总体流程设计：自动识别任务、拆解子任务

● 理解主动需求，规划完整任务链，避免了一步试错，体现了强大的全局推理与自我组织能力。

2. Amazon文案生成：精心推理、综合规范

● 兼顾平台规则与消费需求，既突出产品亮点又保证文案合规，真正实现“懂业务”的智能生成。

3. eBay文案生成：关键词丰富，兼顾SEO与使用场景

● 充分利用SEO策略优化曝光，同时又结合具体场景应用分区描述，兼顾了搜索引擎和用户体验。

4. Shopee文案生成：本土化思维+情绪营销

● 精准掌握本地用户文化与语言风格，通过轻松口语、表情符号等方式自然拉近与消费者的距离，文案更加亲民可感。

5. 复盘总结能力：激发提升系统透明性

● 在完成所有任务后，主动总结每个平台的特点与处理逻辑，体现了极高的可解释性和自优化潜力。

✅ 每个阶段都不是简单的执行，而是带着理解和推理去完成，真正练习了 OpenManus 作为多智能体系统的强大智能与实用价值。

OpenManus的亮点与优势

云端响应极快、调度逻辑丝滑

在实际体验中，OpenManus给我最直观的感受就是云端响应极快、调度逻辑丝滑。

尤其是多智能体并发协作时，能够出现明显的多边任务切换、资源调度都非常流畅，几乎没有“卡住”等待的情况。这种体验，对于复杂任务拆分和跨步骤流转关键来说。

而且借助阿里云自身强大的弹性伸缩能力，智能体运行过程中即使临时负载增加，平台流程也能自动扩容资源，整个不中断。这种稳定性与弹性，在同类平台中可以说是体验极佳的。

懂你的超级助手

在本次体验中，OpenManus给我的整体感觉是，它不仅是一个工具，更是一个懂你的超级助手。

它能像高级助理一样，主动考虑细节需求、自动调整资源、自动补充漏项，甚至在生成内容时主动提醒可能存在的风险点。

这种体验，是简单的“模型调用工具”无法比拟的。
无论是中小型企业想要快速搭建智能应用，还是大型企业想要灵活搭建复杂的多智能体应用场景，OpenManus都能以非常低的成本，提供一个可靠、易用、智能且可扩展的平台。

哪些功能支持这样好的体验

多智能体玩具，协作高效处理复杂任务

智能体独立运行，通过中心调度模块良好，实现了任务级任务，提升了复杂任务执行效率。

云架构架构灵活扩展与弹性调度

自动扩容和动态资源调度，保障了大规模任务下的稳定性，降低了使用和维护资源。

选择性设计，易集成、可扩展

灵活添加或修改智能体，自由扩展业务场景，搭建专属自己的AI系统简单快捷。

审计的完善与机制审计，透明与合规

智能体行为记录完整，方便回顾与审计，符合企业合规和优化管理需求。

使用技巧分享：让效率翻倍的小技巧门

● 智能角色精细化：将任务进一步拆分成细颗粒度的智能体（比如撰写Agent、SEO优化Agent、审核Agent），可以让任务度更高，整体效率更优。
● 合理设置资源损耗：在智能体数量增加时，建议配置轻量化模型并调整资源容值，结合阿里云的自动扩散，实现既快又省。
● 充分利用任务日志与快速审计功能：通过审计日志，可以排查智能体运行异常或优化点，让系统不断自我完善。

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总结

应用场景体验：一次构建，多平台覆盖

这次实际应用到跨境电商商品描述生成的案例，让我真切感受到了OpenManus在多平台、多规范、多需求产品处理中的巨大优势。

从需求分析，到模型调用，到文案生成，再到不同平台的风格润色与审核，每一步智能体之间的契合都非常、自然专业，真正体现了系统性的工程思维。

特别是，OpenManus内置了介入微的推理模块，比如在生成Amazon文案时，会主动校验是否有违禁词（如“最好”、“保证”），在生成Shopee文案时又能够恰到好处地增加表情符号，调动用户购买愿望。

这种场景能力，不仅体现了平台底层逻辑的完善，也大大节省了人工调整和审核的时间。

可以说，OpenManus不仅能做“生成”，还能做“懂业务的生成”，这在目前AI平台中非常少见。

体验一次，就点击AI多智能体协作平台

总体来看，阿里云OpenManus凭借开源、灵活、强大、易用等按钮优势，极大地降低了复杂任务自动化的基础。无论是开发者实验创新，还是企业级业务落地，OpenManus都能提供可靠、可扩展的支撑。

尤其是在人工智能应用不断深化、自动化需求不断增长的背景下，OpenManus无疑是值得珍视体验和深入探索的产品。

它不仅兼顾了易用性和专业性，还通过云架构架构实现了无限扩展的可能，让复杂业务的自动化落地变得变得轻松、不止、可信赖。

👉 如果你也希望搭建自己的多智能体AI系统，感知到一次OpenManus阿里云体验，相信你会发现它的潜力远超想象。

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