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Once upon a time, Baidu, as one of the BAT giants, did not make a huge wave in the field of autonomous driving as expected, so that the outside world almost forgot its existence in this cutting-edge technology field. However, with the innovative service of "Carrot Run", Baidu's autonomous driving has finally returned to the center stage of the public eye. Interestingly, the strength of Baidu's autonomous driving technology is evidenced by the "complaints" and "complaints" of Wuhan ride-hailing drivers. These seemingly negative voices have actually become an unexpected exposure of Baidu's autonomous driving technology strength. It turns out that what they call "radishes", that is, Baidu Apollo's self-driving online car-hailing in Wuhan, is quietly changing their professional ecology and even threatening their "jobs". The pace of technological transformation of society has never stopped, and in this process, how to balance the interests of all parties has become an urgent problem to be solved. But in any case, for Baidu, the profound heritage of its autonomous driving technology has finally been seen by the outside world in an intuitive and shocking way at this moment. The positive feedback from the market is directly reflected in the continuous rise in Baidu's stock price. This makes people think deeply: the true value of technology needs to be tested in practical application after all. Baidu's self-driving cocoon into a butterfly is undoubtedly a vivid interpretation of this truth. Looking back on the past, Baidu's layout in the field of autonomous driving can be described as far-sighted. As one of the earliest technology companies in China to be deeply involved in this field, Baidu not only has deep technology accumulation, but also spares no effort in market promotion. Robin Li, a pioneer in the field of autonomous driving, announced Baidu's determination and strength in autonomous driving technology to the world seven years ago through a bold live broadcast of a driverless car on the fifth ring. However, in the past few years, with the sudden rise of new energy vehicles, Huawei, Tesla, Xpeng and other companies have been in the limelight in the field of autonomous driving for a while, and Baidu seems to be a little silent. However, the "complaints" of Wuhan online car-hailing drivers have unexpectedly become an opportunity for Baidu's autonomous driving to return to the mainstream. In fact, Baidu's autonomous driving technology strength should not be underestimated. Up to now, Baidu Apollo has accumulated more than 4,600 autonomous driving patents, ranking among the top in the world in terms of the number and value of high-level autonomous driving patents. At the same time, Baidu's Apollo L4 autonomous driving operation test mileage has accumulated more than 50 million kilometers, which is a strong proof of Baidu's autonomous driving technology strength. As the only company in China that has carried out fully unmanned autonomous driving travel services in Beijing, Wuhan, Chongqing and other cities, the cumulative order volume of "Carrot Run" has exceeded 2 million. This achievement not only demonstrates the commercialization potential of Baidu's autonomous driving technology, but also has won wide recognition in the market. Of course, Baidu's self-driving breakthrough is not accidental. Behind it is Baidu's continuous investment and innovation in autonomous driving technology over the years. From the initial technology research and development to today's commercial application, Baidu's autonomous driving has gone through countless iterations and upgrades before finally ushering in today's glorious moment. Looking ahead, Baidu is expected to continue to play a leading role in this field as autonomous driving technology continues to mature and become widespread. The successful case of "Carrot Run" will also provide more inspiration and reference for Baidu's commercial exploration in the field of autonomous driving. Let's wait and see how Baidu continues to gallop forward on the track of autonomous driving!

As we continue to explore the future of artificial intelligence (AI), we need to focus not only on technological innovations, but also on how these trends are taking root in real-world applications and their profound social, economic, and cultural implications. The following is a further enrichment and expansion of the future development trend of AI. 1. Examples of the integration of deep learning and reinforcement learningCase Study: In the field of autonomous driving, Tesla is pushing the convergence of deep learning and reinforcement learning through its Autopilot system. Autopilot uses deep learning technology to identify road signs, pedestrians, and other vehicles, while using reinforcement learning algorithms to optimize driving strategies, such as obstacle avoidance, lane change, and more. This convergence enables autonomous driving systems to make smarter and safer decisions in a complex and changing road environment. 2. AI Ethics and the Practice of ExplainabilityIndustry applications: In the financial sector, the widespread use of AI brings high risks and requires a high degree of transparency. To this end, some financial institutions have begun to adopt explainable AI models, such as rule-based interpretive models and local interpretability models, to ensure the comprehensibility and fairness of their credit decision-making, risk assessment and other processes. This not only strengthens the public's trust in AI, but also promotes the healthy development of the financial industry. 3. The synergy between quantum computing and AITechnical challenges and solutions: Although the combination of quantum computing and AI is promising, the integration of the two also faces many challenges, such as the instability of qubits and the complexity of quantum error correction technology. To overcome these challenges, researchers are exploring new quantum algorithms and quantum error correction strategies, while strengthening the research and development of quantum computing hardware to achieve more stable and efficient quantum computing platforms. This will provide unprecedented computing resources for AI algorithms and drive further leaps in AI technology. 4. Examples of deep integration of AI and the Internet of ThingsIndustry applications: In the field of smart cities, the deep integration of AI and the Internet of Things is changing the way cities are managed. By deploying a large number of IoT sensors and devices to collect various data in urban operation, such as traffic flow, environmental quality, public safety, etc., and then using AI technology to analyze and process these data, intelligent management and optimization of cities can be realized. For example, the intelligent transportation system can adjust the timing of traffic lights based on real-time traffic data to alleviate traffic congestion. The intelligent environmental protection system can monitor air quality and warn of pollution events in time. 5. In-depth application of AI in the field of healthcareWhat's new: With the continuous development of AI technology, its application in the medical and health field is becoming more and more extensive. The latest research shows that the accuracy of AI in disease diagnosis has approached or even surpassed that of human doctors. For example, in lung cancer screening, AI can detect potential lung cancer lesions in advance by analyzing small lesions in CT images. In addition, AI has shown great potential in personalized treatment and drug discovery. By mining patients' genetic information and clinical data, AI can provide patients with more accurate treatment plans. At the same time, AI can also accelerate the drug screening and clinical trial process, reduce R&D costs, and improve drug efficacy. Social, economic and cultural impactsPotential impact: The rapid development of AI will not only profoundly change the way we live and work, but will also have a profound impact on social, economic, and cultural aspects. In the economic field, AI will promote industrial upgrading and transformation, and give birth to new economic growth points. In the social field, AI will promote the intelligence and equalization of public services and improve the level of social governance. In the field of culture, AI will enrich the creation methods and communication channels of cultural products, and promote the innovation and development of the cultural industry. However, we should also be soberly aware of the challenges and risks brought about by the development of AI, such as changes in employment structure and data privacy protection, which require us to strengthen supervision and guidance while promoting the development of AI. To sum up, the future development trend of artificial intelligence is full of infinite possibilities and challenges. We need to meet these changes and challenges with an open mind and a spirit of innovation, and jointly promote the healthy development and widespread application of AI technology.

In today's surging wave of digitalization, apps and mini programs have become important channels for enterprises to expand their business and serve users. With the continuous progress of technology and the diversification of user needs, how to quickly and efficiently develop apps and mini programs that meet market demand has become the focus of attention of many developers and enterprises. Today, we're going to explore the latest trends and practical tips for app and mini program development to help you stand out in a competitive market. 1. APP development: start from the needs of users and create the ultimate experience User experience is a crucial part of the app development process. In order to create an app that is popular with users, we must first have an in-depth understanding of user needs, collect user feedback through market research, user interviews, etc., and clarify product positioning and functional requirements. After determining the product direction, it is necessary to pay attention to the interface design and interactive experience, so that users can feel smooth, convenient and comfortable in the process of use. In addition to user experience, technology selection is also a key part of app development. With the continuous upgrade of mobile devices and the update of operating systems, developers need to keep an eye on the development of new technologies and frameworks, and choose the most suitable development tools and technology stacks for their projects. At the same time, it is also necessary to pay attention to the standardization and maintainability of the code to ensure the stability and scalability of the project. 2. Mini program development: lightweight applications, quickly seize the market As a lightweight application, Mini Programs have the advantages of low development cost, fast deployment, and users can use them without installation. In the era of mobile Internet, Mini Programs have become an important tool for enterprises to expand their online business and improve user stickiness. In the development of Mini Programs, it is first necessary to clarify the positioning and target user groups of Mini Programs. According to user needs and market trends, select appropriate Mini Program types and templates for development. In the development process, it is necessary to pay attention to user experience and interface design to ensure the ease of use and aesthetics of the Mini Program. At the same time, it is also necessary to pay attention to the performance and stability of the Mini Program to ensure that users will not have problems such as lag and crash during use. 3. The integration trend of APP and Mini Program development With the continuous development of technology and the diversification of user needs, the boundaries between apps and mini programs are becoming more and more blurred. More and more enterprises have begun to try to integrate APP and Mini Programs to achieve multi-terminal operation through a set of code, reducing development costs and improving development efficiency. In converged development, developers need to pay attention to cross-platform compatibility and performance optimization. By adopting cross-platform frameworks and tools, we can achieve the goal of writing once and running on multiple devices. At the same time, it is also necessary to pay attention to the differences between different platforms and the differences in user habits, and make targeted optimization and adjustments. IV. Conclusion APP and mini program development is an area full of challenges and opportunities. In this field, only continuous learning and innovation can be invincible. I hope the sharing of this article can provide you with some inspiration and help, so that you can go further and further on the road of APP and Mini Program development!

When developing an app or Mini Program, in addition to finding and assembling a development team, other preparations need to be made. First of all, we need to register a company as the operator of the APP or Mini Program in order to carry out commercial activities. Registering a company can provide legal protection to ensure legal compliance with development and operational activities. At the same time, company registration also helps to build credibility and brand image, laying the foundation for future growth. Of course, you can also choose to operate an app or Mini Program in your own name, but according to the current policies of various app markets and WeChat Official Accounts Platform, individual operators will be subject to many restrictions, such as personal WeChat Mini Programs cannot access the WeChat Pay function. After completing the company registration, we need to arrange the following: 1. Register a cloud service provider account. We can choose to register a cloud service provider account such as A Mouyun, Teng Mouyun or Hua Mouyun in order to purchase domain names, servers and other third-party services. 2. Purchase a domain name and file for the record. Why buy a domain name? First, domain names can encrypt information and data using the HTTPS protocol to prevent hackers from stealing data. Second, the app needs a public website to publicize the privacy policy, without which the app market will not approve the listing. In addition, the APP or Mini Program also needs a data callback address and a management background address. 3. Register an account for the App Market and WeChat Official Accounts Platform. The Apple AppGallery developer account needs to register a Dun & Bradstreet code first, and then you can register a developer account after completion. The Apple developer account needs to pay 688 yuan per year, if it is not paid in the second year, the online APP will be hidden in the app market, but the users who have downloaded it will not be affected. The domestic Android and HarmonyOS platform application markets do not need to pay fees, and only need to carry out real-name authentication of the developer to apply successfully. To register a Google developer account, you need to climb the ladder to visit foreign websites, first register a Google account, and then register a Google developer account, and pay a one-time fee of $25, which can be used for life. There are three types of WeChat Official Accounts Platform accounts: subscription accounts, service accounts, and Mini Programs, and what we need to register is a Mini Program. Mini Program accounts need to pay a certification fee of 300 yuan, which used to be a one-time fee, but later changed to 300 yuan per year, starting from the first authentication time. 4. Register a merchant account for third-party payment. If the APP or Mini Program has a payment function, you need to register a merchant account for third-party payment. The two mainstream payment platforms fill in the relevant information and carry out real-name authentication according to the process, which is very simple (you will definitely apply for the company's corporate bank account). 5. Register a third-party map developer account. If the APP or Mini Program needs the map function, you need to register a developer account with a third-party map provider. At present, the mainstream application is the map open platform API of a certain virtue and a certain degree, and you can choose one of the two. 6. Apply for special operation qualifications. The special operation qualification of APP or Mini Program needs to be applied for according to specific requirements.

In the current environment of "no promotion, no e-commerce", operators need to drain their brains and come up with various tricks. Although there are many gameplay methods, they never leave their roots. In order to develop phased promotional activities and gameplay more scientifically and efficiently, this article categorizes and analyzes the advantages and disadvantages of a series of mainstream promotional methods and gameplay. 1、 Mainstream gameplay collection: 1. Discounts 2. Flash sale 3. Free of charge 4. Full reduction 5. Full delivery 6. Full return 7. Purchase/Bundle 8. Tie-in sales 9. Free shipping 10. Positive review and photo printing 11. Trial 12. Lottery 13. Points/Membership 14. Group buying 15. Pre sale 16. Crowdfunding 17. Games/H5 18. Cross border cooperation 2、 Expand analysis Next, we will explain the above gameplay one by one, and analyze the advantages, disadvantages, and usage precautions. 1. Discount (direct discount promotion) Advantages: Fast, accurate and precise, stimulating consumption in the short term, driving sales and increasing purchase volume; Compared to competitors, it is in an active competitive position. Disadvantages: decreased profits; Once the price drops, it is difficult to recover to the previous level, which will affect the registration of official streaming activities in the future (which will be lowered by the salesperson); Decreased brand loyalty; Malignant price competition. Usage precautions: In order to avoid the product being tormented to no profit, it is best to set the price of the product to three levels from the beginning: original price, promotional price, and promotional price. The original price is the daily selling price, the promotional price is used for registering for A/B/C/D level official activity slots and periodic store promotions (such as New Year's Day, Teacher's Day, etc.), and the promotional price is used for registering for S-level promotional activities (Double 11, Double 12). 2. Flash sale Compared to discounts, flash sales have a greater impact (often within 10 yuan/50% off at half price), and merchants set activity times, flash prices, whether there is a limited quantity and region, and whether free shipping is available. Advantages: Easy to attract traffic, increase store attention and collection, and to some extent increase sales. Disadvantages: Most of the fans attracted are junk fans (with a price sensitivity of 100%), resulting in a decrease in profits or even losses. Precautions for use: When calculating the cost of an activity, it is important to control the amount of UV it can bring and whether it is worth doing a flash sale. In order to facilitate the flash sale activity, it is best to release information in advance, guide customers to collect and add shopping carts, which is more suitable for store products with high daily UV and conversion rates. For example, the marinated steak set menu, originally priced at ¥ 188, will be sold for 10:1 yuan on Christmas night, with a limited edition of 3 servings. 3. Free of charge It is divided into limited edition free and limited time free. As one of the promotion methods, it is actually a derivative of free trial, which belongs to free trial. The difference is that free of charge requires first purchase, and the system automatically refunds or directly takes the actual amount=0 when placing an order. Advantages: Strongly stimulate consumption, follow and add shopping carts, and improve the natural search ranking of products. Disadvantages: In addition to the system setting of exemption policies on the Tmall platform, the fairness and monitorability of other platforms' exemption policies are not guaranteed, resulting in trust issues. Usage note: The event releases a free order message in advance, followed by two words: "Credit". Don't drag yourself out of the defendant's fraud. 4. Full reduction Divided into coupon redemption coupons/system automatic full redemption coupons, multiple levels and levels can be set. Advantages: Stimulate consumption, especially with coupon based discounts, attracting customers to come back to the store for a second time. Disadvantages: decreased profits; If the instructions and operations are not in place (such as whether they can be stacked and the customer service personnel are lost in thought), it is likely to have the opposite effect and cause customer dissatisfaction. Usage precautions: Calculate the overall profit margin of the activity; The specific amount of full reduction should be set based on the average unit price during the event period. It is best to ensure that you can enjoy the first full reduction by adding another item. For example, if the average unit price per customer is 150 and the average selling price per item is 30, the first level can be set to a discount of 10 for every 180 units sold. 5. Full delivery Consume a certain amount and receive physical goods or virtual coupons, which can be set up in multiple levels and levels. Advantages: Based on the actual value of the gift, it stimulates consumption to varying degrees and increases the unit price of customers. Creating product differentiation; Enhance attractiveness. Disadvantages: decreased profits; If the gift is too poor, it will affect the brand and sales. Usage precautions: Calculate the overall profit margin of the activity, and focus on checking whether it coincides with the full reduction (refer to 4) strategy; Selection requirements for gifts: Do not choose inferior or inferior products; Timeliness, such as not giving away items that can only be used in summer during winter. If considering promoting secondary purchases, gifts such as free shipping cards and large discount coupons can be given to stimulate repeat consumption. 6. Full return The returned items include cash, coupons, etc. All products or designated products can be set to participate, either manually or automatically by the system. Advantages: Less impact on brand image; Not triggering price competition among competitors; Stimulate consumption. Disadvantages: decreased profits; The stimulus intensity is limited and cannot trigger a very strong sense of participation. Usage precautions: Calculate the overall profit margin of the activity, and focus on checking whether it coincides with the strategies of full reduction (reference 4) and full delivery (reference 5); The difficulty level of implementing "return", if manual operation increases customer service workload and error rate, it needs to be considered whether it is worth doing. 7. Buy Free/Bundle A disguised form of discount, buying and giving away goods can be divided into buying A to give A (giving the same item as a gift) and buying A to give B (giving other items as a gift). Advantages: disguised discounts, without a series of problems caused by direct price reductions while stimulating consumption (Reference 1) Disadvantages: decreased profits; If the bundled products are too poor, it will actually affect the evaluation of the products sold. Usage note: Calculating the profit margin of a product can support which type of buying and giving (buy A get A or B). The essence of buying A get A is actually a 50% discount, and the discount for buying A get B depends on the gift. If free shipping, do not forget to include the shipping cost. 8. Tying sale Paired sales are divided into X item combination sales and X item exchange with an additional X yuan. Advantages: Package sales reduce the amount of single product stacking for consumers to make purchases. Combining drainage products with popular products to transform traffic; Related sales increase conversion rates. Diversion for other products. Disadvantages: decreased profits; If the matching products are not selected properly, it is easy to have a negative effect. Usage precautions: If product A is a traffic oriented product, it is recommended to bundle the popular product B with a high conversion rate to convert traffic into orders; When choosing products to exchange for X yuan, it is advisable to choose complementary products with lower unit prices. For example, after purchasing a steak set meal, you can choose complementary products such as knives and forks, pasta, and soup. 9. Free shipping Free shipping is a psychological comfort for customers: the postage itself is the cost beyond the purchase of the goods, and paying the postage will only increase the cost of this purchase, without affecting the quality of the goods themselves. Therefore, if not paid, it will inevitably save a small portion of the cost; For consumers now, whether to include shipping or not is considered the final determinant of whether to place an order. In fact, businesses all know that wool comes from sheep, but this is consumer psychology. Advantages: The free shipping strategy, combined with internal related sales within the store, reduces product bounce rates and increases average customer value. Disadvantage: If you choose a courier company that is too poor due to postage prices, it will result in poor delivery timeliness and insufficient delivery range, which will lead to too many negative and medium reviews and a decrease in ratings, which is not worth the loss. Usage precautions: The price limit for free shipping standards should not exceed 150% of the unit price per customer. For example, if 70% of the unit price is around 70 yuan, the standard for free shipping is best between 88-98 yuan, and the store should also have corresponding products priced at 18 yuan or above or 28 yuan or above to match it. 10. Positive reviews/post orders The content of "return" includes but is not limited to: physical goods, coupons, and cash. User psychology 1: When customers purchase satisfactory products, they may not necessarily give positive reviews, but when they purchase products of poor quality, there is a high probability of receiving negative reviews. User psychology 2: Buying → Looking at store ratings → Looking at reviews (especially on buying shows) → Placing an order. Advantages: Improve credibility and store ratings; Improve the conversion rate of new customer purchases; Cultivate shopping habits among users. Accelerate the speed of capital turnover (confirm receipt of goods and the money will be transferred to the merchant's account). Disadvantages: decreased profits; If customer service is not familiar with this policy, it may attract negative reviews; Too much is not enough, and playing this game with inferior products can actually be more deceitful. Precautions for use: calculate incentives, not coercion. The evolutionary form of brushing positive reviews. Calculate the profit margin of the overall activity; Customer service needs to be relatively familiar with this strategy and unexpected situations. 11. Trial Gifts products (usually new products or trial kits) to potential target customers and induces purchases. The trial is divided into paid trial (users who apply need to pay postage) and free trial. Advantages: Improve the speed of product entry into the market; Targeted selection of target consumer groups; Forming a communication effect, improving brand awareness and affinity; Enhance interaction. Disadvantage: The cost is relatively high; The effect is poor for products with strong homogeneity or weak personalized colors. Usage precautions: If the merchant suggests using fast-moving consumer goods, cosmetics, and high consumption products, this policy can be adopted. Other products in the Yang industry should be used with caution. If it is for postage trial, the value of the trial product must be higher than the postage. 12. Lottery The prizes can be physical or virtual goods, and merchants can set lottery conditions, gimmick prizes, general prizes, and participating prizes. Advantages: Covering a wide range of target consumer groups, promoting consumption; Attract new customers to try making purchases, while old customers make purchases again. Disadvantages: Limited stimulation effect, not surprising if seen frequently; It doesn't have much effect on brand improvement. Increase activity workload (in the early stage, brainstorm to find products, calculate costs, adjust strategies based on mid-term statistics of the number of participants, and later announce the winning list) Usage precautions: The prize settings are divided into gimmicks, general prizes, and participation prizes. Among them, gimmicks are eye-catching products, and the amount and number of prizes generally depend on the effectiveness and budget of the event (￥ 199 steak fryer). Participating in the prize, as the name suggests, is set up to stimulate secondary consumption (coupons, vouchers). There should be a certain guarantee of the authenticity of the lottery results: announcements and other forms should be used to inform participants of the progress and results of the activity. For example, during Christmas from December 21 to December 26, any friend who places an order can receive a lucky draw opportunity, with first prize XX, second prize XX, and comfort prize XX. The winning list will be made public within 3 working days after the end of the event. 13. Points/Membership Establish a membership and point system, including exclusive discounts for members, point exchange, etc. Advantages: Stimulate multiple consumption, enhance brand loyalty, and enhance product competitiveness; Low operating costs; Disadvantage: Poor attractiveness to new customers; Slow returns require regular maintenance; Due to the long cycle, the effectiveness is also difficult to evaluate; Attention points for use: issues related to the entire pricing system, whether member discounts can be combined with daily discounts, and the calculation of point exchange discounts. 14. Group buying Set parameters such as single person or group formation, number of group members, tiered pricing, and time. Single person group discounts are limited, while multi person group discounts are based on the number of people. Advantages: Strong increase in followers, recently popular "Friend Pinyin" and "U Shopkeeper" have adopted this mode. Disadvantages: decreased profits; Attention points for use: If it is in WeChat based group buying (with more social attributes), the selection of products in group buying should pay special attention to user experience and repeat purchase rate, that is, low price while paying more attention to the quality of the product to generate dissemination and secondary repeat purchase. On the platform, the price sensitivity of clustering is greater than the stickiness and sufficiency attributes of the product. 15. Pre sale Pay the deposit in advance and the final payment will be made later. So it's like ordering the goods now, but the goods need to wait for the unified advance notice time for shipment. Advantages: The pre-sale production process is more like a job order production process, reducing the pressure on the day of the big promotion period (such as Double 11 and Double 12). Merchants can prepare goods in advance according to the order volume, avoid overstocking, and avoid unnecessary labor and production costs; Increase product exposure, extend sales time, and increase sales revenue. Disadvantages: Customers generally hope to arrive as early as possible after placing an order, and pre-sales are basically impatient. If the product quality department is good, it is easy to get a negative review; The deposit paid for Tmall pre-sale cannot be retrieved. Usage precautions: The pre-sale price should be lower than the price during the promotion period. 16. Crowdfunding Group buying refers to products that are already available on the market, of standard quality, offered at lower prices through group buying, with user reviews to help make purchasing decisions. Crowdfunding is mostly considered as pre-sale, not group buying, which is very different from group buying. Advantages: A great promotional platform; More easily noticed by the media and potential investors. Disadvantage: Not suitable for the trial and error stage of startup teams; Fundraising cannot be successful due to high traffic. Usage precautions: Crowdfunding=1 good story+1 possibility+1 expected product; Packaging is important, and price is not the determining factor. 17. Game/H5 Advantages: Enhanced sense of participation, attracting participation through targeted games, and achieving the goal of promoting product sales. Mainly, it is to preheat the product and market before its launch. Disadvantage: Being too flamboyant or too low can easily lead to aversion. Usage note: The entire event design and page design require careful consideration. It is stylish, fun and interesting, and gives consumers a sense of urgency for limited time special offers. 18. Cross border/Joint Two or more brands or companies collaborate to carry out promotional activities, promote products and services, expand the influence of the activities, enhance their respective brands and services, and adopt the principles of profit sharing and cost sharing for promotional activities. Including mutual diversion, powder exchange, product supply, and so on. Advantages: Quickly approaching the target, reducing corresponding promotional costs; Targeted selection of target consumer groups to form complementary products. Disadvantages: Slow coordination issues; The advantages of each product cannot be centrally displayed, which can easily create a vague impression. Usage precautions: It is necessary to find merchants with peer relationships for cooperation. If one party is at an advantage and the other is at a disadvantage, cooperation is often a weak relationship. The choice of partners can seek complementary products and increase demand. Example: Merchant 1 is the product supplier, and Merchant 2 is the movie ticket supplier. Merchant 1: Buy X products and get X movie tickets. Merchant 2: Buy X movie tickets and have the opportunity to draw X products.

The smart scenic area navigation system is built on technologies such as the mobile internet, positioning systems, the Internet of Things (IoT), and artificial intelligence. It transforms traditional navigation into an electronic and intelligent system featuring human-voice explanations. The system provides comprehensive coverage of 3D panoramic maps and public facilities, offering rapid route planning and accurate information on dining, accommodation, sightseeing, and shopping nearby. Furthermore, it allows users to jump to corresponding pages for booking services, thereby enhancing service quality and improving the visitor experience. It truly realizes the concept of "putting a tour guide in your pocket" while turning the smartphone into a living map within the scenic area. Scenic navigation systems integrate positioning, attractions, public service facilities, and routes. Below are some of the core functions of the Zhongpiaotong navigation system: 1. 3D Scenic Maps: Navigating without getting lostThe 3D map display allows visitors to locate ticket offices, souvenir shops, hotels, restaurants, and entertainment venues. It supports free zooming, enabling users to view details or the full panoramic layout of the scenic area in proportion, providing a comprehensive view of the actual environment. 2. Mobile Self-Service Guiding: A convenient digital experienceIn traditional scenic spots, staff or tour guides often provide one-to-many explanations, which can be difficult to hear in crowded and noisy environments. Through the navigation system, visitors can simply scan QR codes on guideboards to access electronic explanations without a physical guide. This achieves a fully digitized experience, allowing visitors to enjoy the convenience of a "mobile tour guide" at their fingertips. 3. Online Hotel Booking: Rapidly addressing visitor needsBy integrating system data, the point-of-interest (POI) information displays brief introductions and real-time hotel room availability. Through the GIS map interface, users can jump directly to specific pages to handle business such as ticket booking, meal reservations, room bookings, and merchandise pre-orders.