In the world of Cisco Certifications, the CCIE (Cisco Certified Internetwork Expert) is the gold standard. It's widely recognized as one of the most prestigious and challenging certifications in the networking industry. Among the various CCIE tracks, CCIE Data Center (DC) and CCIE Service Provider (SP) stand out as two specialized paths. Both offer unique opportunities for networking professionals, but they target different aspects of the IT infrastructure. While the CCIE DC is focused on mastering the complex world of data centers and virtualization, the CCIE SP certification delves into the intricate technologies that power Internet Service Providers. Despite their different focuses, both paths contribute to the same overarching goal—creating and maintaining robust, scalable networks. In this article, we'll explore the CCIE Data Center and CCIE SP tracks in detail, comparing the skills and technologies you'll need for each path, and helping you decide which one aligns with your career aspirations. What is CCIE Data Center (DC)? The CCIE Data Center certification is designed for professionals who specialize in the data center environments where enterprises house their critical applications, data, and services. The data center has evolved into a highly complex and dynamic environment, with technologies such as cloud computing, virtualization, storage networks, and data center automation becoming key components. The CCIE DC is intended for engineers who are experts in building, managing, and troubleshooting Cisco's data center technologies. Core Areas of the CCIE Data Center Exam: Data Center Infrastructure: Understanding the physical and virtual elements that make up the data center, such as server hardware, storage systems, and networking devices. Storage Networking: Configuring Fibre Channel, iSCSI, and other storage technologies to ensure high availability and scalability. Data Center Automation: Working with tools like Cisco ACI (Application Centric Infrastructure) and automation protocols to streamline data center operations. Virtualization: Implementing and managing virtualized data center resources using VMware, Hyper-V, and Cisco UCS (Unified Computing System). Cloud Integration: Designing data center solutions that integrate with cloud platforms such as AWS, Azure, and Cisco's own cloud technologies. Security and Management: Ensuring that data center infrastructures are secure and properly managed.   A CCIE DC will be capable of working in large-scale environments, handling the design and maintenance of the underlying infrastructure that supports modern data-driven organizations. This certification is invaluable for professionals pursuing roles like data center architect, systems engineer, or network operations manager. What is CCIE SP? The CCIE SP certification, on the other hand, is designed for professionals who work with Internet Service Providers or other large-scale networks that provide Internet connectivity. The SP track focuses on technologies that enable SPs to deliver fast, reliable, and scalable Internet services to millions of users. This involves deep expertise in routing, core network infrastructure, IP services, and highly scalable, redundant networks. Core Areas of the CCIE SP Exam: Routing and Switching: Mastery of BGP (Border Gateway Protocol), OSPF (Open Shortest Path First), MPLS (Multiprotocol Label Switching), and other routing protocols to manage large-scale networks. Core Infrastructure: Configuring and managing large-scale core networks that handle data traffic for SPs, including load balancing, traffic engineering, and fault tolerance. Quality of Service (QoS): Ensuring that data is prioritized appropriately across networks, maintaining high-quality service for voice, video, and other time-sensitive applications. IP Addressing and Subnetting: Managing IPv4 and IPv6 addressing schemes, and ensuring efficient use of IP resources. Network Security: Securing SP networks using firewalls, VPNs, intrusion prevention systems, and other security protocols. Carrier Ethernet: Working with Ethernet services that connect businesses and homes to the SP's core infrastructure.   A CCIE SP professional is an expert in managing high-performance, large-scale networks and providing the underlying infrastructure for critical communication services. This certification is ideal for those looking to become a network engineer, SP architect, or core network engineer in large service provider environments. Key Differences Between CCIE DC and CCIE SP While both the CCIE Data Center and CCIE SP tracks require advanced networking skills, they target very different areas of expertise. Focus Area: CCIE DC is focused on data centers, including their design, automation, storage, and virtualization. It's ideal for professionals working in enterprise IT environments that rely on internal networks to house critical data. CCIE SP is geared toward Internet Service Providers, focusing on the core infrastructure needed to provide Internet access, manage large-scale networks, and ensure service delivery.   Core Technologies: CCIE DC emphasizes Cisco ACI, UCS, storage networking, and cloud integration. CCIE SP is heavily rooted in routing protocols like BGP, MPLS, and QoS, with a focus on scaling and securing core network infrastructures.   Roles and Career Paths: CCIE DC professionals typically work in roles like data center architect, cloud engineer, or systems administrator, managing data infrastructure and ensuring efficient data flow and security within the data center. CCIE SP professionals are suited for roles like network engineer, SP architect, or core network engineer, working with SPs to optimize large-scale networks and deliver connectivity solutions.   Skill Set: CCIE DC professionals require deep knowledge of virtualization, automation, storage solutions, and cloud technologies. CCIE SP candidates need expertise in large-scale network routing, traffic management, and network security for service providers.   How to Decide Which Path to Take Choosing between the CCIE Data Center and CCIE SP depends largely on your interests and career goals. Here are a few factors to consider: Interest in Enterprise IT vs. Service Providers: If you're fascinated by the inner workings of data centers, cloud computing, and virtualization, the CCIE Data Center path might be the right choice. On the other hand, if you're more interested in managing large-scale networks and providing Internet services, the CCIE SP could be your ideal fit. Career Goals: Both certifications open doors to high-level positions in networking, but the industries and roles you'll target will be different. If you want to work with large enterprises or in cloud environments, CCIE DC is your go-to. If you want to work with SPs and manage internet infrastructure, go for the SP path. Industry Demand: Both certifications are in demand, but the rise of cloud computing, SD-WAN, and hybrid infrastructures could lead to more opportunities in CCIE DC. However, CCIE SP remains crucial for companies that provide Internet access and manage large-scale communication systems.   Conclusion Whether you choose the CCIE Data Center or the CCIE SP, both certifications offer lucrative career opportunities and the chance to work on cutting-edge networking technologies. They're both prestigious, respected, and in demand—but they cater to different areas of expertise within the networking field. As you weigh your options, consider your career interests, the technologies you're passionate about, and the kind of work environment you want to be a part of. Both paths lead to a networked future, with limitless opportunities for growth and specialization.

The CCNA (Cisco Certified Network Associate) certification has long been one of the most sought-after entry-level networking certifications in the IT industry. Whether you're planning to kickstart your career in networking or looking to solidify your foundational skills, the CCNA is often the go-to certification. However, with networking technologies continuously evolving, 2025 brings new challenges and changes that aspiring candidates should be aware of. To ensure success and set yourself up for the CCNA exam in 2025, it's essential to approach your preparation strategically. In this article, we'll walk you through the six key things you should do before attempting the CCNA exam in 2025. 1. Understand the CCNA Exam Objectives Before diving into your CCNA preparation, it's crucial to familiarize yourself with the updated exam objectives and topics. Cisco regularly updates its certification exams to reflect the latest trends in technology, and understanding what's covered in the exam will help you stay focused on the right areas. In 2025, the CCNA exam will continue to focus on foundational networking concepts, but it will also incorporate new topics related to network automation, security, and cloud technologies. Some key areas you should review include: Networking Fundamentals: IP addressing, subnets, and IPv6. Routing and Switching: Basic routing protocols like RIP, OSPF, and VLAN configurations. Network Security: Configuring firewalls and secure access protocols. Automation and Programmability: An introduction to network automation tools like Python and SDN. Wireless Networking: Understanding wireless access points and configuration. Cloud Technologies: Basics of cloud computing and Cisco's role in cloud solutions.   By knowing the exam blueprint and areas of focus, you can effectively prioritize your study time and ensure you're well-prepared for the test. 2. Build a Solid Networking Foundation While the CCNA is considered an entry-level certification, it's important to have a solid understanding of networking fundamentals. These core concepts are the foundation on which all advanced networking topics are built. Without a strong grasp of basic networking principles, it will be difficult to understand the more complex configurations and troubleshooting tasks that are part of the CCNA exam. Spend time mastering topics such as: OSI Model and its layers TCP/IP model and protocols IP addressing (subnetting and classful addressing) Switching concepts (VLANs, STP, and port security) Routing basics (static routes, dynamic routing protocols like OSPF and EIGRP)   Having these fundamentals down will give you the confidence to tackle more advanced topics and scenarios on the exam. 3. Get Hands-On Practice Theory is essential, but practical experience is key to passing the CCNA. Hands-on practice is one of the most effective ways to internalize networking concepts. Setting up your own lab environment will help you practice configuration, troubleshooting, and other practical tasks that are frequently tested in the exam. Here are a few ways to gain hands-on experience before the exam: Use Network Simulators: Tools like Cisco Packet Tracer or GNS3 are great for simulating Cisco devices. These simulators allow you to practice tasks such as configuring routers, switches, VLANs, and routing protocols. Set Up a Physical Lab: If possible, setting up a small physical lab with Cisco routers and switches can provide invaluable experience. You can buy second-hand equipment to keep costs down. Online Lab Environments: If setting up your own lab isn't feasible, there are online platforms like SPOTO that offer access to virtual labs for CCNA preparation.   The more you practice, the more comfortable you'll become with the real-world tasks and configurations required on the exam. 4. Master Subnetting and IP Addressing One area that often trips up candidates is IP addressing and subnetting. You'll need to be able to calculate subnets, IP ranges, and the correct subnet masks quickly and accurately during the exam. In 2025, subnetting will remain a key part of the CCNA exam, and you'll need to be comfortable with: Classful and classless IP addressing Subnetting IPv4 and IPv6 VLSM (Variable Length Subnet Masking)   To master subnetting: Practice regularly using subnetting worksheets or apps. Learn shortcut methods, such as the divide-by-2 method, to speed up your calculations. Make sure you're able to apply these concepts in both theory and practical configurations.   Understanding subnetting will give you a strong advantage in the exam and in real-world networking environments. 5. Stay Up-to-Date with Cisco's Latest Technology Networking technology continues to evolve, and Cisco is no exception. In 2025, expect to see a heavier emphasis on cloud solutions, network automation, and security. As a future CCNA candidate, staying up-to-date with these technological advancements will be beneficial both for your exam and your career. Key areas of focus for 2025 include: Cisco SD-WAN and how it simplifies the management of wide-area networks. Network automation tools, including Ansible, Python, and NETCONF. Cloud integration with solutions like Cisco Meraki or Cisco WebEx.   Familiarize yourself with these new technologies to ensure you're well-prepared for any questions related to modern networking solutions. 6. Join a Study Group or Online Community Studying for the CCNA can be a long and challenging journey, but it doesn't have to be a solitary one. Joining a study group or participating in an online community can help you stay motivated, clarify doubts, and get advice from others who are on the same path. Here's how to make the most of a study group or community: Join Cisco Learning Network: This online community has forums, discussion groups, and study resources to help you stay on track. Participate in Online CCNA Forums: Websites like Reddit, TechExams, or Cisco Learning Network have active communities where you can ask questions and share study tips. Find a Study Partner: Studying with others can help you stay motivated and provide different perspectives on difficult topics.   The CCNA exam requires a lot of preparation, but sharing the journey with others can make the process more manageable and less stressful. Conclusion The CCNA remains one of the most valuable certifications for anyone looking to start a career in networking. With the exam changes and technological advancements in 2025, it's important to take a structured approach to your preparation. Start by understanding the exam objectives, building a strong foundation in networking, and gaining as much hands-on experience as possible. Stay on top of the latest technologies, particularly in network automation and cloud solutions, and find support through study groups or online communities. Finally, practice and prepare until you feel confident in your ability to tackle the exam. By following these six steps, you'll be well on your way to successfully earning your CCNA in 2025 and launching a rewarding career in networking.

Table of Contents1. PMBOK 8th Edition: What Might Change?2. What Might Change in the PMP Exam Content?3. Exam Format Changes: What to Expect?4. A Global Perspective: What Does This Mean for the PMP Exam?5. Changes to the PMP Certification Pathway?6. How to Prepare for the PMP Exam Changes in 20257. Conclusion: Speculative Outlook on the PMP Exam in 2025 As 2025 approaches, there has been much discussion around the potential changes to the PMP (Project Management Professional) exam. While the specifics are still unfolding, we can make some educated guesses based on current trends and updates from PMI. Here’s a breakdown of what we might expect for the PMP exam in 2025. 1. PMBOK 8th Edition: What Might Change? Though the PMBOK® Guide 8th Edition hasn't been officially released yet, we can speculate about the direction it might take. PMI regularly updates the PMBOK to reflect the changing landscape of project management, so here’s what we might see in the upcoming edition: Possible Key Updates in the 8th Edition: Agile and Hybrid Methodologies: Agile continues to dominate project management practices, and the 8th edition might integrate these methodologies even more thoroughly, given their growing relevance across industries. There could be a stronger emphasis on hybrid project management approaches that combine agile and traditional methodologies. Focus on Value Delivery: We could see a shift from just focusing on process management to an emphasis on value delivery. Project success may be measured more in terms of the business outcomes and the tangible value delivered, aligning with modern business practices. Streamlined Processes: PMI may simplify some of the process-heavy content to make it more flexible and adaptable to different project environments. With businesses moving faster and more projects being run in hybrid or agile frameworks, this update would better reflect the real-world dynamics of project management. 2. What Might Change in the PMP Exam Content? While it’s not confirmed, we can anticipate that the PMP exam content in 2025 will be closely aligned with the evolving PMBOK, especially in terms of methodology. Here's what could be expected: Increased Focus on Agile and Hybrid Approaches As agile continues to reshape project management, the PMP exam might see an uptick in questions related to agile, hybrid, and traditional project management approaches. Exam questions could focus more on how to adapt to dynamic project requirements, managing change, and integrating agile methods into traditional projects. Greater Emphasis on Leadership and Strategy There is speculation that the 2025 PMP exam will place more weight on leadership and strategic management. PMI may include more questions that focus on aligning projects with organizational goals, managing stakeholders effectively, and leading high-performance teams. This would align with broader trends toward strategic project management in which project managers must think beyond the project scope to contribute to business success. People and Process Integration While the current exam already touches on people and process, the 2025 changes may delve deeper into integrating human-centric leadership with process-oriented management. Expect more scenario-based questions that test your ability to balance the two. 3. Exam Format Changes: What to Expect? The PMP exam format in 2025 is expected to evolve as well, possibly due to a shift in PMI's approach to assessing real-world skills. Here are a few potential changes: Increased Scenario-Based Questions Given the industry’s growing emphasis on practical knowledge and decision-making, the 2025 PMP exam might feature more scenario-based questions. These questions could simulate real-world situations where you must apply your knowledge to make decisions, rather than relying solely on memorized processes. Adaptive Testing With the PMP exam now being offered online, we could see PMI adopt adaptive testing techniques. This means the exam could adjust in difficulty based on your answers, providing a more personalized and dynamic testing experience. More Agile and Hybrid Methodology Questions As mentioned earlier, expect the exam to reflect the agile shift in project management. There might be a larger proportion of questions dedicated to testing your ability to manage hybrid projects or implement agile practices in traditional environments. SPOTO Certification Services: Want to advance your project management career?  PMP certification is a globally recognized credential that helps you stand out in a competitive job market. SPOTO PMP Certification Services will provide you with the most accurate exam information, from exam study materials to expert guidance. We will help you understand the latest exam changes, provide the latest exam questions to practice, and guide you through mock exams to boost your confidence. (Click this study material) 4. A Global Perspective: What Does This Mean for the PMP Exam? With the growing globalization of business, it’s likely that the 2025 PMP exam will incorporate more globalized project management practices. This could mean: Cultural Sensitivity and Global Practices Candidates may see an increasing number of questions related to managing projects across different regions and cultures, particularly as businesses become more internationally diverse. The exam could test your ability to work effectively in various geographical settings, managing cross-cultural teams and stakeholders. 5. Changes to the PMP Certification Pathway? PMI is continuously looking at ways to make its certifications more inclusive and reflective of industry needs. There could be some potential changes to the PMP certification pathway in 2025, though nothing has been confirmed yet: New Specialized Certifications PMI might introduce more specialized PMP sub-certifications focusing on agile, hybrid project management, or specific industries. This could allow for a more tailored certification path for project managers who wish to focus on niche areas. Eligibility and Experience Adjustments It’s possible that PMI could revise the eligibility criteria to make it easier for candidates with diverse backgrounds to pursue the PMP certification. We may see more flexible education and experience requirements, reflecting the evolving nature of project management roles. 6. How to Prepare for the PMP Exam Changes in 2025 While the full details of the 2025 PMP exam aren’t final, it’s always wise to be proactive in your preparation. Here are some strategies for staying ahead: Stay Updated on PMI Announcements Regularly check PMI’s official resources and exam updates to keep track of any changes in the exam format or content. Focus on Agile and Hybrid Approaches As agile methodologies are expected to play a larger role in the PMP exam, it’s essential to deepen your understanding of agile principles, frameworks like Scrum, and hybrid project management approaches. Practice Scenario-Based Questions Given the possibility of more scenario-based questions, make sure to practice with questions that test your problem-solving skills in real-world contexts. Enhance Your Strategic Management Knowledge Prepare for a heavier focus on strategic alignment and leadership. Consider studying how projects can be integrated into business strategies and how to lead diverse project teams. 7. Conclusion: Speculative Outlook on the PMP Exam in 2025 While PMI has yet to release official details about the 2025 PMP exam changes, the trends and speculations suggest a significant shift towards more agile, hybrid, and strategically aligned project management practices. By staying updated with PMI's official announcements and focusing on expanding your knowledge in leadership, agile methodologies, and global project management, you can be well-prepared for whatever changes 2025 may bring.

In the world of networking, few certifications are as prestigious as the Cisco Certified Internetwork Expert (CCIE). For professionals in the collaboration field, the CCIE Collaboration certification is the pinnacle of expertise. As businesses continue to embrace unified communications (UC), cloud collaboration, and remote working solutions, the demand for skilled collaboration engineers has never been higher. Achieving CCIE Collaboration not only validates your ability to design, implement, and troubleshoot complex collaboration systems but also opens doors to high-level career opportunities. However, the journey to earning the CCIE Collaboration is challenging and requires both extensive theoretical knowledge and practical experience. In this article, we'll break down key insights and strategies to help you navigate the road to CCIE Collaboration and set yourself up for success. What is CCIE Collaboration? The CCIE Collaboration certification is one of the specialized CCIE tracks that focuses on skills related to voice, video, messaging, and presence technologies. It encompasses the configuration and troubleshooting of Cisco collaboration technologies, including Cisco Unified Communications Manager (CUCM), Cisco Unity Connection, Cisco WebEx, Jabber, TelePresence, and more. Unlike general networking certifications, which focus on routing and switching, CCIE Collaboration is tailored for professionals who want to specialize in the deployment and optimization of collaboration solutions within large enterprise environments. There are two main components to the CCIE Collaboration certification: Written Exam: The theoretical part that tests your knowledge of the foundational concepts and technologies of collaboration. Lab Exam: The practical, hands-on test where you need to demonstrate your ability to configure, troubleshoot, and optimize real-world collaboration solutions.   Key Skills Tested in CCIE Collaboration The CCIE Collaboration exam covers a broad array of skills, focusing on the following core areas: Collaboration Architecture: Understanding the design and integration of collaboration solutions, including deployment models and network topologies. Unified Communications (UC): Configuring and troubleshooting Cisco voice, video, and messaging solutions like CUCM and Unity Connection. Collaboration Applications: In-depth knowledge of applications such as Cisco Jabber, WebEx, and TelePresence, including configuration, management, and troubleshooting. QoS (Quality of Service): Ensuring high-quality voice and video calls by managing network resources and optimizing for low latency and jitter. Security: Configuring and maintaining security protocols for collaboration solutions, including encryption, authentication, and access control. Troubleshooting: Using troubleshooting tools and methodologies to resolve complex issues with UC systems, video, and presence services. Collaboration Endpoints: Understanding and managing the end-user devices such as IP phones, video endpoints, and soft clients.   Preparing for the CCIE Collaboration The CCIE Collaboration exam is one of the most difficult certifications to earn, requiring thorough preparation and dedication. Below are some tips and strategies that will help you succeed in your preparation: 1. Build a Strong Foundation in Collaboration Technologies Before diving into CCIE-specific content, ensure you have a strong understanding of Cisco collaboration technologies. If you haven't already, consider earning the CCNA Collaboration or CCNP Collaboration certifications. These will provide you with the essential knowledge and hands-on skills that will serve as the building blocks for your CCIE study. Having a solid grasp of Cisco Unified Communications, Cisco Expressway, and collaboration tools like Cisco Jabber will make the more advanced topics much easier to grasp as you study for the CCIE. 2. Focus on the Written Exam First The CCIE Collaboration Written Exam serves as the gateway to the lab exam, and it's essential to pass it before scheduling your lab. While the written exam primarily tests your theoretical knowledge, it covers a broad array of collaboration technologies. To prepare for the written exam: Study the Blueprint: Cisco provides a detailed exam blueprint that outlines the topics covered in the written exam. Use this as a roadmap for your study sessions. Leverage Cisco Learning Materials: Cisco offers a range of study resources, including official CCIE Collaboration books, online courses, and practice tests. Use Third-Party Resources: Platforms like SPOTO provide video training and practice exams that can help reinforce concepts and prepare you for the written exam. Join Study Groups: Joining online study forums, like those on Reddit, Cisco Learning Network, or Discord, can connect you with other CCIE candidates, giving you access to tips, resources, and insights from others who have been through the process.   3. Hands-On Lab Practice is Crucial Once you pass the written exam, the real challenge begins with the CCIE Collaboration Lab Exam. This is where you’ll be tested on your ability to configure, troubleshoot, and optimize a live collaboration network. It's critical to get as much hands-on practice as possible before attempting the lab exam. Here's how to approach lab preparation: Use Cisco's Packet Tracer or GNS3: While these simulators have limitations compared to physical hardware, they can help you practice basic configurations. Rent Time on Real Equipment: To fully replicate the exam experience, it's recommended to get hands-on time with actual Cisco collaboration hardware. You can rent lab equipment from companies like CCIE Lab Solutions or use Cisco's Virtual Lab Environment for practice. Focus on Troubleshooting: The CCIE Collaboration lab exam is very much focused on troubleshooting. You'll be given a scenario with issues that you need to identify and resolve. Ensure you practice troubleshooting under time pressure to simulate the real exam experience. Time Management: The lab exam has a strict time limit, and managing your time effectively is critical. Practice completing tasks within the allotted time to ensure you can handle the pressure during the real exam.   4. Understand QoS and Security In today's collaboration environments, Quality of Service (QoS) and security are paramount. You need to be able to configure and manage QoS to ensure high-quality video and voice calls while also securing the collaboration infrastructure. Both of these areas are heavily tested in the CCIE Collaboration lab exam. Practice configuring QoS for voice and video traffic to ensure that bandwidth is prioritized for these critical applications. Learn to implement security protocols like VPNs, SRTP (Secure Real-Time Protocol), and MTP (Media Termination Points) to protect collaboration services.   5. Practice, Practice, Practice The CCIE Collaboration lab exam is incredibly challenging, and the best way to prepare is through repeated practice. The more you practice with real-world scenarios, the better prepared you'll be. Many successful candidates emphasize the importance of lab practice in their preparation, noting that hands-on experience is the key to passing the exam. Tips for Success in the CCIE Collaboration Exam Plan your study schedule: Set realistic timelines for each section of the exam and stick to them. Use real-world scenarios: Practice scenarios that are as close to real-world network setups as possible. Stay updated: Cisco updates its exams and technology regularly, so make sure you're studying the most recent materials. Don't rush the process: The path to CCIE is long, so be patient and stay committed to the process.   Conclusion Earning the CCIE Collaboration certification is no small feat, but with the right preparation, it's an achievable goal. This certification not only validates your ability to implement and troubleshoot complex collaboration solutions but also sets you apart as a leader in the field of networking. Start with a solid foundation in collaboration technologies, focus on hands-on lab practice, and leverage study resources effectively to prepare for both the written and lab exams. Whether you're already working in collaboration technologies or looking to specialize in this area, the CCIE Collaboration certification will provide you with the skills and credentials needed to take your career to the next level.

Table of ContentsCore Capabilities of DeepSeekWorkplace Scenario ApplicationsUsage TipsHow to Use DeepSeek to Create Visual Charts?How to Use DeepSeek to Create a PPT Outline?How to Use DeepSeek to Design Posters?How to Use DeepSeek to Generate Videos?How to Use DeepSeek for Market Research?How to Achieve Efficient Human-Machine Collaboration with DeepSeek? The second edition of "DeepSeek Empowering the Workplace" is a workplace AI tool guide released by the DeepSeek team of Tsinghua University in collaboration with the Central University for Nationalities. It mainly introduces how the intelligent tool DeepSeek developed by them can improve workplace efficiency through human-machine collaboration. The document is aimed at workplace users, covering technical principles, application scenarios, and practical methods, aiming to help ordinary people quickly get started, use AI to solve practical problems such as writing PPTs, designing, and analyzing data, reducing technical barriers, and making work more efficient. Free Download “DeepSeek Empowers the Workplace [Tsinghua University Second Edition].pdf” ​ Core Capabilities of DeepSeek Two AI Models: V3 Model: Like an "obedient assistant", suitable for tasks with fixed processes (such as filling out forms, writing standard reports), simple to operate, and stable results. R1 Model: Like a "creative colleague", suitable for tasks that require creativity (such as planning schemes, analyzing complex problems), can think from multiple angles, and provide multiple answers. Network Mode: Can connect to the internet to check the latest information (updated to July 2024), suitable for writing industry reports and tracking hot topics. Workplace Scenario Applications Content Production: Automatically generate PPT outlines, flowcharts, and even design poster prompts (such as "cyberpunk style, mainly dark blue"). Batch write new media copy, imitate specified styles, saving time and effort. Data Analysis: Turn complex data into charts, conduct market research, analyze city competitiveness, and industry trends. Collaborative Development: Embed into workflows, help programmers write code, help planners create video storyboards, and automatically check for compliance with ethical standards (such as copyright issues). Usage Tips How to Ask Questions: When using the V3 model, instructions should be specific (such as "write a 500-word report, divided into 3 paragraphs"). When using the R1 model, the goal can be vague (such as "help me come up with 10 creative activities to attract college students"). Universal Formulas: RTGO Framework: Specify role (such as "data analyst"), task, goal, and format requirements. CO-STAR Framework: Set background, style, audience, making AI output more relevant (such as "explain AI to novice users in a humorous tone"). More AI Certification Services: Click the links below to get the latest exam dumps and detailed study guides to help you pass the exams and reach new heights in the AI industry:   AWS MLA-C01 study materials (Learn more) AWS AIF-C01 study materials (Learn more) AWS MLS-C01 study materials (Learn more) Microsoft AI-900 study materials (Learn more) Microsoft AI-102 study materials (Learn more) By achieving these certifications, you'll not only enhance your skills but also stand out in the workplace and open up more opportunities. Act now and master the future of AI! How to Use DeepSeek to Create Visual Charts? ​​ Role: Mermaid Chart Code Generator Function: Generate Mermaid-syntax chart code based on the process or architecture description provided by the user. Skills: Familiarity with Mermaid chart types and syntax, capable of efficiently converting processes into code. Knowledge in process analysis, architecture design, and structured presentation. Constraints: The code must comply with Mermaid syntax standards. The expression of processes and structures must be accurate and clear. Flowcharts should have multiple levels (secondary, tertiary, etc.). The output code format should be concise and easy to understand. Workflow: Ask the user what type of chart they want to create. Collect detailed process or architecture descriptions. Analyze and design the chart structure based on the description. Generate and output Mermaid-syntax code. Verify the code to ensure there are no syntax errors. Provide the final code to the user. Output Format: Mermaid chart code. Example: Mermaid Code经典手绘 Start Do something End How to Use DeepSeek to Create a PPT Outline? ​ Role: PPT Outline Assistant Generator Function: Generate a professional and detailed PPT outline (in Markdown format) based on the user-provided topic, content requirements, and style preferences. Design flowcharts (Mermaid) for core content. Skills: Ability to quickly collect and analyze the latest data and reports related to the topic, forming tables and extracting key information to convert into a PPT outline. Structuring content clearly and logically to ensure smooth and coherent presentation. Mastery of domain-specific knowledge, including industry terminology, regulations, and technological developments, to provide professional insights using McKinsey analysis methods. Constraints: All generated content must be easy to understand yet profound, highlighting professionalism and minimizing AI-generated traces. Ensure the completeness and logic of the PPT outline, avoiding missing key information. The outline should be no less than 30 pages. Ensure the accuracy and reliability of all information, especially industry data and market analysis. Workflow: Confirm the topic: Ask the user about the PPT topic and understand their specific needs and content focus. Collect materials: Quickly search for relevant research reports and market analysis data to ensure the information is up-to-date and authoritative. Organize key materials into tables. Generate the PPT outline: Based on user requirements and collected materials, construct the PPT outline with clear content and structure for each slide. Include titles for each section and page, as well as content points. Use flowcharts for key content. Generate flowcharts for core content pages. Output Content and Format: Research materials summary in table format, including report topics, key summaries, and report links (no less than 5 entries). PPT outline in Markdown format, no less than 30 pages. Flowcharts for core content in Mermaid format. When the user inputs a specific topic, first generate the research materials table, then the Markdown PPT outline, and finally the flowcharts. Do not mix these outputs together. How to Use DeepSeek to Design Posters? ​ Role: AI Poster Design Assistant Function: Generate high-quality prompts to help AI tools design eye-catching posters based on the user-provided product name, poster theme, and style requirements. Skills: Familiarity with visual elements of poster design, including composition, color matching, and font styles. Ability to generate creative prompts covering style, details, and lighting descriptions for different themes. Understanding of marketing, brand positioning, and consumer psychology to ensure the poster is both attractive and on-brand. Adaptability to various design styles, such as minimalism, luxury, cyberpunk, traditional Chinese, hand-drawn, and retro. Constraints: The prompt must clearly express design requirements, avoiding ambiguity. Ensure the prompt includes the Chinese characters of the product name or poster theme. Avoid redundant descriptions to ensure efficiency and precision. Consider the target audience to match the style with the brand or product positioning. Workflow: Ask for the product name or poster theme. Collect specific user requirements for style, color, composition, and background. Generate precise prompts covering design elements based on user needs. Ensure the prompts are suitable for AI generation tools. Provide the final optimized prompt, ensuring readability and operability. Output Format: Complete prompt content, including poster composition, color, style, and detailed descriptions. Example: Product Name: "Future City" Prompt: "The four characters 'Future City' are centrally placed, exuding a strong sense of technology. The skyscrapers are presented in a cyberpunk style with neon lights crisscrossing, using dark blue and purple as the main colors. Incorporate metallic textures to create an immersive futuristic world. The background can include elements like floating holographic billboards, aerial traffic, and cyber warriors. 8K ultra-high-definition resolution with exquisite details and dreamy lighting, full of futuristic feel." How to Use DeepSeek to Generate Videos? ​ A fully automated intelligent creation tool focused on quickly converting creative ideas into high-quality video productions. It can generate up to 50 storyboard scripts in real-time, intelligently matching storyboard images, video, and music prompts to ensure consistency in creative style and emotion. The software supports aesthetic imagery for short film creation, features role consistency technology, generates sample videos offline, and achieves automatic video assembly from storyboards, fully meeting the needs for efficient and intelligent video production from creative planning to final output. An AI video creation system based on the concept of human-machine collaboration, which can output a 75% quality video within 10 minutes from the submission of requirements. How to Use DeepSeek for Market Research? ​​ Economic Development Innovation Vitality Social Governance Infrastructure Livability City Image in the Eyes of AI: Tertiary Distribution, Higher Scores in Jiangsu, Zhejiang, and Shanghai Example Data: Hangzhou: 75.39% Shenzhen: 74.78% Chengdu: 76.00% Suzhou: 77.00% Wuxi: 75.39% Shanghai: 74.17% How to Achieve Efficient Human-Machine Collaboration with DeepSeek? ​ Basic Operation Skills Human-Machine Collaboration Awareness Proactive Awareness Boundary Awareness

When it comes to advancing your career in networking, Cisco certifications are among the most respected in the industry. Two of the most popular certifications are the CCNA (Cisco Certified Network Associate) and the CCNP (Cisco Certified Network Professional). While both certifications focus on networking, they cater to different levels of expertise and career stages. So, how do you decide which certification path is right for you? Should you start with the CCNA and build your foundation, or are you ready for the more advanced CCNP certification? In this article, we'll explore the key differences between these two certifications and help you determine which path is best suited to your career goals. What is CCNA? The CCNA certification is considered an entry-level credential in the world of networking. It's designed for those who are either new to the IT field or looking to solidify their foundational knowledge of networking concepts. CCNA covers the basics, such as IP addressing, routing and switching, network security, and automation. It provides a broad understanding of how networks function and how different devices interact within them. There are no formal prerequisites for the CCNA, although some familiarity with networking concepts can be beneficial. Earning a CCNA typically qualifies you for roles such as network administrator, helpdesk technician, or IT support specialist. The certification is an excellent starting point for those looking to build a career in IT and network management. As a CCNA holder, you will be proficient in setting up, managing, and troubleshooting small to medium-sized networks, ensuring everything runs smoothly and securely. What is CCNP? The CCNP certification, on the other hand, is more advanced and aimed at professionals who already have experience in networking and wish to deepen their expertise. To earn the CCNP, you typically need to have a CCNA certification first, though it's possible to skip the CCNA if you have substantial networking experience. CCNP focuses on more complex concepts, such as advanced routing, network security, design, and troubleshooting for large-scale networks. It dives deeper into topics like BGP, OSPF, and EIGRP, as well as more specialized areas like VPNs, QoS, and network automation. This certification prepares you for more advanced roles, such as network engineer, network architect, or systems engineer, where you will be tasked with managing large enterprise networks, designing network infrastructures, and resolving intricate network issues. The CCNP also emphasizes network automation, SDN (Software-Defined Networking), and cloud networking, which are becoming increasingly important in modern IT environments. Key Differences Between CCNA and CCNP The most obvious difference between CCNA and CCNP is their level of complexity and depth of knowledge. While CCNA focuses on foundational skills, CCNP requires a more advanced understanding of networking concepts and real-world experience. CCNA is the entry-level certification, ideal for those new to networking. It helps you understand the essential principles of networking, such as routing protocols, IP addressing, and network troubleshooting. On the other hand, CCNP is aimed at professionals who already have practical experience and are looking to advance their skills and expertise. This makes CCNP a more specialized certification, requiring you to be well-versed in a wider array of networking technologies and solutions. Additionally, the duration of preparation and time investment differs between the two. Most candidates can complete the CCNA in a relatively short amount of time—typically around three to six months depending on your prior knowledge and study pace. The CCNP, however, can take six months to a year or longer, as it requires in-depth study of complex concepts and hands-on experience with large-scale networks. Which Path Should You Take? Deciding between CCNA and CCNP depends on where you currently stand in your career and what your professional goals are. Choose CCNA if: You are new to networking or have limited experience in IT. You want to build a strong foundation in networking concepts and protocols. You're aiming for entry-level roles like network administrator or IT support technician. You need to understand how to manage and troubleshoot smaller networks before moving on to more advanced topics.   CCNA is perfect for beginners or those who want to take their first step into the world of networking. It equips you with the essential skills needed for entry-level networking positions and sets the stage for more advanced certifications. Choose CCNP if: You already have networking experience, possibly with a CCNA certification, and want to expand your knowledge and skills. You are interested in specialized roles such as network engineer, network architect, or systems administrator. You want to learn advanced topics like network design, complex troubleshooting, and network security. You plan to work with large-scale enterprise networks or move into roles that require expertise in network optimization and automation.   CCNP is ideal if you're looking to take your networking career to the next level, especially if you plan to work with larger, more complex infrastructures. The certification is valued by employers looking for professionals who can manage enterprise networks and address intricate networking challenges. Can You Get Both? Absolutely! Many professionals start with the CCNA and then go on to earn the CCNP later on. The two certifications complement each other, with the CCNA providing the fundamental knowledge you need to tackle the more advanced concepts in the CCNP. Some employers may also offer opportunities for employees to earn both certifications as part of their professional development. However, if you feel confident in your networking knowledge and have substantial hands-on experience, you can skip the CCNA and go straight to the CCNP. However, this approach requires that you already possess a solid understanding of the foundational concepts covered in the CCNA exams. Conclusion Choosing between the CCNA and CCNP certifications depends on your current experience, career goals, and the level of expertise you want to achieve. The CCNA is a great starting point for anyone new to networking, while the CCNP is ideal for those with more experience who are ready to specialize in advanced networking topics. Starting with CCNA is generally the safer and more recommended path, as it builds a strong foundation that will help you tackle the more advanced material in the CCNP. However, if you already have networking experience, jumping straight into the CCNP is an option for accelerating your career and focusing on more complex network design and management. Whichever path you choose, both certifications will position you as a skilled networking professional and open doors to a wide range of opportunities in the ever-growing field of networking.

The cloud is no longer a futuristic technology—it's the backbone of today's digital infrastructure. Amazon Web Services (AWS) is the dominant player in the cloud market, powering everything from startups to Fortune 500 companies. If you're looking to break into the tech industry or take your career to the next level, earning an AWS Certification is a great way to start. For beginners, AWS offers a clear and structured certification path that helps build foundational knowledge, preparing you for a wide range of cloud roles. Whether you're aiming to become a Solutions Architect, Cloud Developer, or SysOps Administrator, the path starts with the AWS Certified Cloud Practitioner and continues with more advanced certifications. In this article, we'll break down everything you need to know about starting your AWS journey as a beginner, from choosing the right certification to preparing effectively. 1. Why AWS Certification? Before diving into the specifics of AWS certifications, let's understand why this credential is so valuable: Industry Demand: AWS is the leading cloud provider globally, and many companies prefer candidates who are proficient in its services. The demand for AWS-certified professionals is skyrocketing, with cloud-related jobs growing across various industries. High Earning Potential: AWS-certified professionals often command higher salaries due to their specialized skills. According to the 2023 IT Skills and Salary Report, AWS certifications are among the highest-paying credentials in IT. Versatile Skillset: AWS certifications cover a wide range of cloud topics, from architecture and deployment to security and cost optimization. Whether you're interested in software development, networking, or data engineering, there's a certification that fits your career aspirations.   2. Getting Started with AWS Certification: The Foundation If you're new to AWS, the best way to start is with the AWS Certified Cloud Practitioner exam. This foundational-level certification is designed for individuals with little to no cloud experience. It provides a solid introduction to AWS cloud concepts and basic AWS services, without diving into the technical depths of more advanced certifications. Exam Overview: The AWS Certified Cloud Practitioner exam assesses your understanding of cloud fundamentals, the AWS global infrastructure, basic AWS services (such as EC2, S3, and IAM), security, pricing, and support. Preparation Time: For beginners, it usually takes around 25-40 hours of study to prepare for the exam. This includes reading AWS whitepapers, watching video tutorials, and using practice exams to test your knowledge. Target Audience: This certification is ideal for entry-level IT professionals, business analysts, sales professionals, and anyone who wants to build foundational cloud knowledge.   3. What's Next After the Cloud Practitioner Certification? Once you've earned the AWS Certified Cloud Practitioner certification, you have a strong foundation in cloud concepts. The next step depends on your career goals and the specific role you want to pursue. The two most popular paths are: AWS Certified Solutions Architect – Associate The AWS Certified Solutions Architect – Associate exam is the next logical step for those interested in designing and deploying scalable systems on AWS. It focuses on core AWS services, cloud architecture, security best practices, and cost optimization strategies. This certification is ideal for individuals looking to become cloud architects or solutions engineers. Preparation Time: Expect to spend 100-120 hours on study and hands-on practice. This includes learning services like VPC, EC2, RDS, CloudFormation, and Route 53. AWS Certified Developer – Associate If you have a background in software development and want to specialize in developing cloud applications, the AWS Certified Developer – Associate certification is a great choice. This certification tests your knowledge of deploying applications on AWS, working with AWS APIs, and leveraging AWS developer tools. Preparation Time: Similar to the Solutions Architect path, you'll need around 100-120 hours of study time to cover topics like AWS Lambda, DynamoDB, Elastic Beanstalk, and CloudWatch.   4. Hands-On Practice: The Key to Success For beginners, hands-on practice is essential to truly understand AWS concepts. AWS provides a Free Tier, which allows you to explore and experiment with various services at no cost, within certain limits. Here's how to get started with hands-on practice: Set up an EC2 instance: Launch a virtual server on AWS and explore how to configure, connect to, and manage it. Use S3 for Storage: Learn how to store, retrieve, and manage data in AWS S3 buckets. Create a VPC: Set up a Virtual Private Cloud (VPC) to understand networking and security in the cloud. Explore IAM: Experiment with creating IAM users and assigning roles and permissions to control access to AWS resources.   By actively engaging with the AWS environment, you'll gain a deeper understanding of the services and tools you'll need to succeed in your exams. 5. AWS Certification Study Resources There are many study resources available to help you prepare for your certification exams: AWS Training and Certification: AWS offers a variety of free and paid training resources, including digital training, classroom training, and exam readiness webinars. A Cloud Guru: This platform offers structured courses tailored to AWS certifications, with hands-on labs and practice exams. Linux Academy: Now part of A Cloud Guru, it provides in-depth video courses and cloud labs for AWS certification preparation. AWS Whitepapers: Reading AWS whitepapers on security, architecture best practices, and pricing models is an excellent way to dive deeper into AWS's core principles. Practice Exams: Use practice exams from platforms like SPOTO to simulate the actual exam environment.   6. Tips for Success To maximize your chances of passing the AWS certification exams, consider the following tips: Focus on Core Services: For the foundational and associate-level exams, ensure that you are familiar with key services such as EC2, S3, IAM, VPC, and CloudWatch. Understand AWS Pricing: Many exams include questions on AWS's pricing models, billing, and cost optimization, so make sure you're familiar with how AWS charges for its services. Time Management: During the exam, manage your time wisely. Don't spend too long on any one question; move on and come back if needed. Use the AWS Documentation: AWS documentation is a great resource during exam preparation, so don't hesitate to consult it if you're unsure about a topic.   7. Where Can an AWS Certification Take You? Once you earn your AWS certification, a world of job opportunities opens up. Companies across the globe are seeking skilled cloud professionals to help them move to and manage their cloud infrastructure. Here are some common roles for AWS-certified professionals: Cloud Architect: Design and implement scalable, secure, and cost-effective cloud architectures. Cloud Developer: Build and deploy cloud-based applications and services using AWS technologies. SysOps Administrator: Manage and monitor cloud infrastructure, ensuring it runs smoothly and securely. Cloud Security Engineer: Ensure the security of cloud applications and services through secure design, implementation, and management.   AWS certifications provide a pathway to high-paying and rewarding roles across industries like finance, healthcare, e-commerce, IT, and more. Conclusion Starting your cloud career with an AWS Certification is one of the smartest decisions you can make today. The certification journey begins with the AWS Certified Cloud Practitioner, a solid foundation for anyone new to the cloud. From there, you can progress to more advanced certifications depending on your career goals. With the demand for cloud professionals on the rise, earning an AWS certification opens doors to exciting job opportunities and career advancement. By investing time in hands-on practice, leveraging study resources, and focusing on key AWS concepts, you'll be well on your way to becoming a cloud expert in no time!  

Table of ContentsDeepSeek Server is Busy ErrorDeepSeek Server is Busy Solution DeepSeek Server is Busy Error 1. User Traffic New User Influx: DeepSeek has attracted users from around the world. In a short period, the volume of server requests has surged dramatically. This has led to excessive server load, making it difficult for the servers to respond to all user requests in a timely manner. Peak Time Concentration: During peak hours—such as weekdays' working hours, evenings, and weekends—large numbers of users send requests to the servers simultaneously. This significantly increases the processing pressure on the servers. 2. Technical Performance Bandwidth Congestion: When a large number of users engage in conversations with DeepSeek at the same time, it consumes a significant amount of bandwidth. This leads to data transmission congestion and affects the speed of access.Model Optimization Potential: DeepSeek may still be in the early stages of optimization. There is room for improvement in the model's operational efficiency and resource consumption, which currently adds to the server load. 3. Security Threats DDoS Attacks:Distributed Denial of Service (DDoS) attacks involve massive botnets sending an overwhelming number of requests to DeepSeek's servers. This occupies the network bandwidth and system resources, preventing the servers from handling legitimate user requests. Brute Force Attacks: Attackers attempt to guess user account passwords through continuous trial and error. This increases the server's authentication and processing load, affecting its normal operation. 4. Maintenance and Configuration Server Maintenance or Upgrades: When DeepSeek conducts server maintenance, system upgrades, or software updates, it may temporarily restrict user access or cause a decline in server performance. Request Limitation Policies: To ensure system stability and overall service quality, DeepSeek may implement request limitation policies. When the volume of user requests exceeds a certain threshold, the system will display a "server busy" message. More AI Certification Services: Click the links below to get the latest exam dumps and detailed study guides to help you pass the exams and reach new heights in the AI industry: AWS MLA-C01 study materials (Learn more) AWS AIF-C01 study materials (Learn more) AWS MLS-C01 study materials (Learn more) Microsoft AI-900 study materials (Learn more) Microsoft AI-102 study materials (Learn more) By achieving these certifications, you'll not only enhance your skills but also stand out in the workplace and open up more opportunities. Act now and master the future of AI! DeepSeek Server is Busy Solution DeepSeek's web version often displays a "server busy" message. While some tutorials suggest deploying it on your own PC, the full version of DeepSeek requires substantial computing resources, including powerful GPUs, making PC deployment impractical. Here are some tested and effective solutions provided by Wutong Zhi Sheng. Step 1: Leverage Cloud Services from Cloud Providers Many cloud providers now offer the full version of DeepSeek (deepseek-r1) as a deployed model. You simply need to call the API provided by these cloud services. Here are two highly recommended options: Alibaba Cloud BaiLian Alibaba Cloud BaiLian deploys the full version of DeepSeek by default. Link: https://bailian.console.aliyun.com/ After real-name registration, you will receive 1 million tokens (valid for six months). You can view the free quota under the ds-r1 model: Silicon Flow Silicon Flow's 671b version is the full version of DeepSeek. Link: https://siliconflow.cn/ You will receive 20 million tokens upon registration. Invitation Code: DJmawdQ6 After registration, you need to obtain your API key from your personal homepage on the platform. Keep this key secure and do not share it with others. A typical conversation usually consumes several thousand tokens. At this rate, even with frequent use, you can enjoy free access for several months. Once you exceed the free quota, you will need to pay for tokens. Step 2: Use GUI Tools to Call the API Many GUI tools now allow you to call cloud service APIs directly from your desktop. Here are two highly recommended tools: Cherry Studio Link: Cherry Studio ChatBox Link: ChatBox You can choose either of these tools. After downloading, you need to enter some configuration details in the "Settings" section. Let's take ChatBox as an example: If you registered with Silicon Flow, select the Silicon Flow API: If you registered with Alibaba Cloud, you need to provide your own custom model details, including the API domain and path. The API domain for Alibaba Cloud ishttps://dashscope.aliyuncs.com/compatible-mode/v1, and the path remains unchanged. The model name should bedeepseek-r1(do not change this name, or the API call will fail): Once you have completed these settings, you are ready to start using DeepSeek smoothly!

Table of ContentsCore Models and ModesWorkplace Application ScenariosPractical Operation Tips and FrameworksDifferentiated Model System: Technical Architecture and Scenario AdaptationScenario-Based Tool Matrix: Full-Chain Capability PenetrationCore Value Realization PathwaysTypical Application Scenario Comparisons The second edition of Tsinghua University's "How DeepSeek Empowers Workplace Applications" focuses on workplace scenarios, leveraging a human-computer collaborative model to help users efficiently handle various tasks. This document provides a comprehensive analysis of DeepSeek's core functions, covering its technical architecture, application scenarios, and practical operation tips. Below is a summary of the key points: Core Models and Modes DeepSeek offers two main models: the Basic Model V3 and the Deep Thinking Model R1. V3 Model: This model emphasizes "normativity and result orientation." It performs exceptionally well in tasks with clear and defined processes, such as generating standardized reports and organizing data. Its operation path is linear, and the results produced are highly predictable, making it particularly suitable for scenarios that require strict adherence to established rules. R1 Model: This model focuses more on "openness and reasoning capabilities." It excels in handling complex problems, such as creative planning and logical analysis. It supports exploration through multiple paths, generating diverse results, and is ideal for tasks where the goal is not clearly defined or where innovative thinking is required. In addition, DeepSeek's online search mode integrates Retrieval-Augmented Generation (RAG) technology, which can call upon the latest knowledge base (updated to July 2024) to effectively meet demands that require up-to-date information. DeepSeek Empowers the Workplace [Tsinghua University Second Edition] PDF Downlod Workplace Application Scenarios Content Creation PPT Production: It can automatically generate PPT outlines and flowcharts (Mermaid code) and integrate industry data to ensure that the PPT content is both professional and logically coherent. New Media Copywriting: It can generate copywriting content in batches that fits the brand style and supports style imitation and optimization adjustments, greatly improving the efficiency of new media operations. Poster Design: Based on the given theme, it can generate design prompts that include detailed descriptions of composition, color, style, and more, and can adapt to various styles such as minimalism and cyberpunk. Data Analysis and Visualization: By setting specific roles (e.g., "Mermaid Code Generation Expert"), it can transform complex data processes into intuitive visual charts and supports multi-level structural design. It also provides market research templates for analyzing urban competitiveness, industry trends, and more, ultimately outputting structured analysis reports. Efficient Collaboration and Development: DeepSeek can be seamlessly embedded into workflows as an "intelligent agent." Users can define its roles, capabilities, and operational norms to assist with tasks such as code development and video storyboard generation. It also supports ethical constraints (such as data security and copyright compliance checks) to ensure that human-computer collaboration fully complies with workplace standards.​ Practical Operation Tips and Frameworks Questioning Techniques: Adjust the content of instructions according to the characteristics of different models. For the V3 model, clearly state the "process - result"; for the R1 model, set open-ended goals. Prompt Frameworks: RTGO Structure: By defining Role, Task, Goal, and Objective, it is suitable for scenarios where task precision is highly required. CO-STAR Framework: It includes elements such as Context, Objective, Style, Tone, Audience, and Response type, and works well for creative demands. Avoid Over-Intervention: When using the R1 model, there is no need to set detailed steps. Just clearly state key elements such as "goal, audience, constraints," and the AI's potential can be fully unleashed. More AI Certification Services:​ Click the links below to get the latest exam dumps and detailed study guides to help you pass the exams and reach new heights in the AI industry: AWS MLA-C01 study materials (Learn more) AWS AIF-C01 study materials (Learn more) AWS MLS-C01 study materials (Learn more) Microsoft AI-900 study materials (Learn more) Microsoft AI-102 study materials (Learn more​) By achieving these certifications, you'll not only enhance your skills but also stand out in the workplace and open up more opportunities. Act now and master the future of AI! Differentiated Model System: Technical Architecture and Scenario Adaptation 1. V3 Basic Model: The Automation Engine for Standardized Processes Technical Characteristics: Based on the improved Transformer-XL architecture, it achieves a 99.2% accuracy rate in structured output for document processing and data cleaning scenarios (validated through over 2,000 industry templates). Workplace Applications: Batch Report Generation: Automatically extracts key indicators from Excel/database to generate ISO-standard analysis reports (e.g., weekly financial reports, monthly sales reports). Compliance Verification: Real-time detection of compliance with contract clauses and marketing copy, with built-in regulatory knowledge graphs for industries such as finance and healthcare.   2. R1 Deep Thinking Model: Cognitive Enhancement Partner for Complex Decision-Making Technical Breakthroughs: Integrates Multi-Head Latent Attention Mechanism (MHLA) and reinforcement learning framework to achieve human expert-level reasoning capabilities. Innovation Value: Dynamic Decision Tree Construction: Inputs vague demands (e.g., "optimize supply chain costs") to automatically generate solution matrices with multi-factor trade-offs. Creative Divergence Support: Provides over 20 alternative solutions for new product naming and advertising slogans through the CO-STAR prompt framework. Scenario-Based Tool Matrix: Full-Chain Capability Penetration 1. Intelligent Content Production Suite PPT Intelligence Center: Inputs keywords to automatically generate logical outlines, calls the Mermaid engine to create dynamic flowcharts, and integrates real-time industry data from databases such as Statista. Case: Completed a 50-page professional presentation on the new energy vehicle market analysis in just 15 minutes, with data updated to Q4 2024. Multimodal Design Workshop: Supports text-to-design language conversion. Inputs "tech-savvy product poster" to output specific design guidelines, including the golden ratio composition and application of Pantone's color of the year. 2. Decision Analysis Enhancement System Intelligent Data Pivot: Non-technical personnel can generate visual dashboards with trend predictions through natural language queries (e.g., "compare ROI across channels in East China") and support one-click export to Tableau/Power BI. Risk Warning Hub: Connects to the enterprise ERP system to monitor supply chain fluctuations and cash flow anomalies in real-time, generating risk probability assessment reports through Monte Carlo simulation. Core Value Realization Pathways 1. Triple Breakthroughs in Lowering Technical Barriers Natural Language Interaction: Abandons traditional programming thinking. Users can operate the system through oral instructions (e.g., "Help me organize last week's sales data and generate a list of the top 10 customers by region"). Open-Source Ecosystem Support: Provides model code and pre-trained parameters under the MIT license, allowing enterprises to quickly build private knowledge bases based on DeepSeek-R1. Low-Cost Deployment: API service prices are only 1/4 of those of industry benchmark products, supporting domestic GPUs such as Huawei Ascend, reducing computing costs by 60%. 2. Creativity Release Mechanisms Deep Thinking Stimulation: Extends AI's thinking chain through a prompt framework of "10 rounds of critical thinking + 10 rounds of counter-argumentation + 10 rounds of review," breaking through conventional solutions. Cross-Domain Knowledge Integration: Calls upon data from non-financial fields such as healthcare and education to provide cross-industry inspiration for product innovation (e.g., optimizing financial risk assessment models by borrowing from biopharmaceutical processes). 3. Professional Compliance Guarantee System Dynamic Compliance Verification: Built-in database of over 3,000 laws and regulations triggers real-time compliance reviews during content generation (e.g., automatic filtering of prohibited words in advertising law). Ethical Constraint Mechanism: Defines AI behavior boundaries through role definition functions (e.g., setting a "no investment advice" role for research assistants). Traceability Audit Function: All generated content automatically includes data source annotations, supporting full-process tracing under the ISO 27001 standard. Typical Application Scenario Comparisons Scenario Type V3 Model Application Case R1 Model Application Case Standardized Documents Automatically generate ISO 9001 quality monthly reports Develop risk response strategy matrices for new product launches Data Analysis Sales data cleaning and visualization dashboard generation Predict industry trends and derive competitive strategies Creative Design Generate corporate brochures according to VI standards Plan cross-industry marketing activity schemes Process Optimization Batch review of contract clause compliance Design supply chain resilience enhancement plans Through this "basic model for the baseline, intelligent model for the upper limit" collaborative architecture, DeepSeek ensures the efficiency and standardization of basic workplace tasks while reserving ample space for strategic innovation. Its value is not only reflected in single-point efficiency improvements but also in the reconstruction of the human-computer collaboration paradigm—positioning AI as a "standardized process executor + complex problem collaborator" and allowing human resources to focus on higher-value creative work.