Author: Stark, Tony

  • Official Release of GPT-5: The Largest Product Upgrade in OpenAI's History - A Comprehensive Analysis of Four Versions

    On August 7, 2025, OpenAI officially released the GPT-5 series of models, which represents the most significant product upgrade in the company's history. This release includes four versions: GPT-5, GPT-5 Mini, GPT-5 Nano, and GPT-5 Pro, each deeply optimized for different application scenarios, marking a new stage of development for AI technology.

    Unified Intelligent System: A Revolutionary Breakthrough in Technical Architecture
    GPT-5 is positioned by OpenAI as a "unified intelligent system", successfully integrating capabilities that were previously scattered across different models: the multimodal processing of GPT-4o, the deep reasoning of the o series, advanced mathematical calculation, and agent task execution. This architectural innovation eliminates the need for users to manually switch between different models. The system automatically selects the most suitable processing method based on task complexity through a real-time router.

    In terms of core technical indicators, GPT-5 has achieved a comprehensive breakthrough:

    Mathematical Reasoning: Achieved an accuracy rate of 94.6% in the AIME 2025 benchmark test without the need for external tools.
    Code Capability: Scored 74.9% in the SWE-bench Verified test and 88% in the Aider Polyglot multilingual programming test.
    Multimodal Understanding: Scored 84.2% in the MMMU benchmark test.
    Professional Knowledge: Scored 88.4% in the GPQA general question answering test.
    Detailed Analysis of the Four Versions

    GPT-5 (Flagship Version): The Strongest Reasoning and Multimodal Capabilities
    As the flagship product of the series, GPT-5 is designed for complex tasks and possesses the following core features:

    Breakthrough in Reasoning Ability: Built-in Chain-of-Thought technology, which can decompose complex problems and solve them step by step. In internal tests, GPT-5 outperformed all previous models in complex tasks in over 40 professional fields.

    Comprehensive Multimodal Support: Supports text, image, speech, and video processing, inheriting Sora's video generation technology. Users can upload content in various formats, and GPT-5 can generate corresponding responses or perform compound tasks, such as analyzing medical images or real-time translation of video content.

    Agent-Based Task Execution: Supports complex operations such as automatic web browsing, generating complete software applications, and managing schedules. In the launch demonstration, GPT-5 generated a complete French learning web application with flashcards, quizzes, and progress tracking functions in just a few seconds based on a simple description.

    Significant Reduction in Hallucination Rate: Through the "safe completion" technology, GPT-5's factual error rate is approximately 45% lower than that of GPT-4o, and when using the reasoning mode, the error rate is approximately 80% lower than that of the o3 model.

    GPT-5 Mini: A Cost-Effective Lightweight Option

    GPT-5 Mini is optimized for cost-sensitive applications, significantly reducing resource requirements while retaining core functions:

    Supports chain reasoning tasks of moderate complexity.
    Has text, image, and speech processing capabilities, with relatively limited video processing functions.
    Can run on devices with lower computing power, making it suitable for small and medium-sized enterprises and individual developers.
    tasks in over 40 professional fields.
    Significant Reduction in Hallucination Rate: Through the "safe completion" technology, GPT-5's factual error rate is approximately 45% lower than that of GPT-4o, and when using the reasoning mode, the error rate is approximately 80% lower than that of the o3 model.

    GPT-5 Mini: A Cost-Effective Lightweight Option

    GPT-5 Nano is optimized for speed and low resource consumption, being the lightest version in the series:

    Extremely low-latency response, designed specifically for real-time applications.
    Can run on devices with only 16GB of memory, including MacBook or low-end servers.
    Relatively simplified reasoning ability, mainly used for quick interaction and simple tasks.
    Performs comparably to the o3-mini in general benchmark tests.
    Applicable scenarios include mobile device applications, embedded systems, real-time translation, voice assistants, and other scenarios with high requirements for response speed.

    GPT-5 Pro: Enhanced Version for Professional Users
    GPT-5 Pro is a high-performance version designed for high-end users and enterprises:

    Enhanced Reasoning Mode: Supports the "GPT-5Thinking" function, enabling in-depth reasoning on complex problems for a longer time to ensure extremely high accuracy.

    Unlimited Access: Pro users have unlimited access to GPT-5 and exclusive access to GPT-5 Pro.

    Professional Multimodal Capabilities: Performs excellently in tasks such as video processing and complex image analysis, scoring 46.2% in the HealthBench Hard medical benchmark test.

    Deep Tool Integration: Seamlessly integrates professional tools such as search, Canvas, and code execution, providing a complete workflow experience.

    Pricing Strategy: The Largest-Scale Free Release in History
    OpenAI has adopted an unprecedented open strategy, providing GPT-5 access to all user groups:

    Free Users: Can use GPT-5 and GPT-5 Mini with usage limits. Once the limit is exceeded, the system will automatically switch to the Mini version.

    Plus Users ($20/month): Enjoy higher usage limits, suitable for individual users and small teams.

    Pro Users ($200/month): Have unlimited access to GPT-5 and GPT-5 Pro and can use the "GPT-5Thinking" mode.

    Enterprise and Education Users: Will gain access within one week after the release and can use the GPT-5 Pro version.

    API Pricing: $1.25 per million tokens for input and $10 per million tokens for output, targeted at professional developers.

    Comprehensive Upgrade of User Experience
    The GPT-5 series brings several user experience innovations:

    Intelligent Model Selection: The system automatically selects the most suitable model version based on task complexity and user intent, eliminating the need for users to manually switch.

    Personalized Interaction: Offers four preset personalities (Cynic, Robot, Listener, Nerd) and custom chat color options.

    Enhanced Memory Capacity: Larger context windows can remember longer conversation histories, providing a more coherent interaction experience.

    User-Friendly Design: Compared to GPT-4o, the new model reduces overly flattering expressions and uses fewer unnecessary emojis, making the interaction more natural.

    Technical Architecture Innovation
    The GPT-5 series may adopt a Mixture of Experts (MoE) architecture, significantly improving efficiency by reducing the number of active parameters. The training data is mainly in English text, focusing on the fields of STEM, programming, and general knowledge, with the knowledge cutoff date being June 2024. The entire training process was completed on NVIDIA H100 GPUs, consuming approximately 2.1 million GPU hours.

    Competitive Advantages and Market Impact
    In the current highly competitive AI environment, the release of GPT-5 is of great strategic significance. Facing strong competitors such as Anthropic Claude3.5Sonnet, xAI Grok4, and Google Gemini2.5Pro, OpenAI is consolidating its market position through a free opening strategy and a significant reduction in the hallucination rate.

    According to statistics, there are currently 5 million paid users of ChatGPT's commercial products, including well-known institutions such as BNY Mellon, California State University, Figma, Intercom, and Morgan Stanley. The release of GPT-5 is expected to further accelerate the adoption of AI in enterprises and promote the digital transformation of various industries.

    Industry Outlook and Challenges
    The release of the GPT-5 series represents a new milestone in the development of AI technology, but it also faces some challenges:

    Privacy and Security: Multimodal capabilities involve the processing of sensitive data such as medical images and personal conversations, making data protection a key issue.

    Technical Impact: The increase in automation may have an impact on traditional job positions, requiring social adaptation and adjustment.

    Performance Verification: Although OpenAI claims that GPT-5 possesses "doctoral-level intelligence", the performance of its real reasoning ability in practical applications still needs time to be verified.

    Conclusion
    The release of the GPT-5 series marks another major breakthrough for OpenAI in the field of AI. Through the differentiated layout of the four versions, OpenAI has successfully covered the entire spectrum of needs from individual users to corporate customers. This is not only a technological upgrade but also a comprehensive innovation in AI product strategy.

    As GPT-5 becomes the new default model for ChatGPT, replacing previous versions such as GPT-4o and o3, users only need to open ChatGPT and enter questions, and the system will automatically process them and apply reasoning functions when necessary. The realization of this seamless experience indicates that AI technology is rapidly evolving from being a tool to an assistant, and from being auxiliary to collaborative.

  • The GPT-5 is finally released. How powerful is it?

    At 1 a.m. (Beijing time) today, OpenAI officially released the much-anticipated GPT-5, claiming it to be the most powerful and practical AI system to date. Compared with the previous models, GPT-5 has the following major improvements: significantly enhanced capabilities in scenarios such as programming, mathematics, writing, health Q&A, and visual perception; a substantial reduction in hallucinations; stronger instruction-following capabilities; and a significant decrease in obsequious and flattering responses.

    GPT-5 is open to all users. Plus subscribers have more usage quotas, and Pro subscribers can use GPT-5 Pro, which has deeper reasoning capabilities and can provide more comprehensive and accurate answers.

    GPT-5 no longer distinguishes between traditional reasoning models, multimodal models, and Agent models. Instead, it integrates these capabilities under a unified architecture. The real-time router will automatically determine which model to call based on the type of conversation, the difficulty of the question, the need to call tools, and explicit user instructions (such as "Please think carefully", etc.).

    Highlighted Capabilities of GPT-5:
    Programming Capability: It is the most powerful code model to date, excelling in complex tasks such as front-end page generation and large code library debugging. It can generate complete, beautiful, and responsive websites/apps/games with a single round of prompting, and has an enhanced understanding of design principles such as layout, making it more suitable for developers' needs.

    Creative Writing: It can transform rough ideas into texts that are structurally complete, have literary depth, and a natural rhythm. It is good at handling writing with ambiguous structures or complex forms, performs well in daily writing tasks, and is more empathetic.

    Health Q&A: Its understanding in health scenarios has been greatly improved. It is the best-performing model in the HealthBench assessment. It can provide accurate, reliable, and practical health information based on various factors, actively identify potential risks, guide rational judgment, and is suitable for assisting in decision-making but does not replace medical professionals.

    Innovation in Security Mechanism: It has shifted from "refusing to answer" to "safe generation" and introduced the "Safe-completion" mechanism, which can more carefully handle dual-use questions. For questions like "What is the minimum energy required to light a firework?", it will give reasonable and practical answers on the premise of ensuring safety.

    #GPT5 #OpenAI #AI system #GPT5 capabilities #Security mechanism #Model upgrade

  • Xiaomi is so amazing! MiDashengLM - 7B is fully open - sourced, and a new king of audio AI is coming. ๐ŸŽ‡

    Guys, Xiaomi is making big moves again! ๐Ÿ‘ Today, Xiaomi officially released and fully open-sourced the MiDashengLM-7B multimodal large model. This is an AI model focused on audio understanding, and it has made super significant breakthroughs in terms of performance and efficiency. ๐ŸŽ‰

    Let's talk about the technical architecture first. ๐Ÿง It adopts an innovative dual-core architecture design, using Xiaomi Dasheng as the audio encoder and combining it with Qwen2.5 - Omni - 7B Thinker as the autoregressive decoder. This design skillfully combines professional audio processing capabilities with powerful language understanding capabilities, laying a technical foundation for the model's excellent performance. Moreover, its biggest highlight is the general audio description training strategy, which breaks the limitation of traditional audio AI models that only focus on single sound processing. It can uniformly understand speech, environmental sounds, and music. Such all-domain audio understanding ability is really rare in the industry. ๐Ÿ‘

    In terms of performance, it's even more impressive. โœจ It has set new best records for multimodal large models on 22 public evaluation datasets, which is enough to prove its leading technical position in the field of audio understanding. The improvement in reasoning efficiency is also extremely dramatic. The first token latency of single-sample reasoning is only a quarter of that of advanced industry models. Under the same video memory conditions, the data throughput efficiency is more than 20 times higher than that of advanced industry models. This benefits from Xiaomi's technical accumulation in model architecture optimization and training strategy improvement, reducing computational overhead while maintaining high accuracy. ๐Ÿ‘

    MiDashengLM - 7B is an important upgraded version of Xiaomi's Dasheng series of models. The Xiaomi Dasheng audio encoder has gone through several generations of technical iteration and optimization and already has a mature technical system. The new model has been comprehensively upgraded based on the previous one, greatly improving the accuracy of audio understanding and computational efficiency. ๐Ÿฅณ

    The future plan is also very promising. ๐Ÿ˜† Xiaomi is already further upgrading the computational efficiency of this model, with the goal of achieving offline deployment on terminal devices. This means that users can enjoy high-quality audio AI services without relying on cloud services, with better privacy protection and lower usage costs. It can also provide technical support for Xiaomi's audio AI applications in the IoT ecosystem. In addition, Xiaomi is also improving the sound editing function based on users' natural language prompts. In the future, complex audio processing tasks can be completed through simple text descriptions, greatly reducing the technical threshold of audio editing. ๐Ÿคฉ

    Xiaomi's choice to fully open-source MiDashengLM - 7B is really meaningful. ๐Ÿ‘ This can promote the technological progress of the entire audio AI field and provide good opportunities for researchers and developers to learn and improve. Open sourcing can accelerate the popularization and application of audio AI technology, enable more innovative applications to emerge, and promote the prosperous development of the industry ecosystem. ๐ŸŽ‰

    Guys, it seems that a new era of audio AI is coming. What do you think of this MiDashengLM - 7B? ๐Ÿง Come and let's chat in the comments section. ๐Ÿ˜œ

    #Xiaomi #MiDashengLM7B #Audio AI #Open Source Model #Multimodal Large Model #Audio Understanding #Technical Breakthrough #Inference Efficiency

  • Microsoft makes a big move! Edge has been transformed into a super cool AI browser with amazing functions.

    Guys ๐Ÿ‘‹, let's talk about the amazing AI browser released by Microsoft today! After Google and OpenAI launched their AI browsers, Microsoft couldn't sit still either. They integrated the "Copilot mode" into their Edge browser, directly turning it into an AI browser that can think actively, analyze and summarize. It's really awesome ๐Ÿ‘

    Let's first talk about the amazing "Intelligent Cross-Tab Perception" function ๐Ÿง. Briefly speaking, Edge Copilot can read all the open tabs simultaneously and quickly complete complex summarization and comparative analysis tasks. When traveling, it's extremely convenient to use it to compare hotel and flight prices; when having a dinner party, it can check the weather, reserve a restaurant, and plan the best travel route. It's really a great life assistant ๐Ÿ˜Ž

    After allowing Copilot to access the history, it can also guide and connect to the unfinished work according to our habits. For example, if it detects that you are learning online business, the next time you open the browser, it can recommend learning tutorials for you. It's so sweet ๐Ÿฅฐ

    I quickly went to the Edge official website to download the latest version and gave it a try. Take GitHub for example. In the past, to understand the core functions and highlights of the projects on the Trending list, you had to click on each README introduction one by one, which was very time-consuming. Now with the "Intelligent Cross-Tab Perception" of Copilot, you can summarize the highlights of all projects in one sentence. It's so efficient ๐Ÿ‘

    In scenarios such as academic research, business research, and content organization, when using Edge to search for information, you can keep the important tabs and let Copilot summarize and output with one click. If you have any questions, just ask it directly. The workflow is extremely smooth ๐Ÿค—

    After switching to Copilot mode, the new tab page has a simple AI input box that integrates chat, search and web navigation functions. There is a new Copilot icon next to the top input box, which can summarize the key points of the current page in one sentence. It can also summarize contents in various formats such as PDFs, videos and web pages. ๐Ÿ‘

    Moreover, Edge has newly introduced the "Voice Assistant Copilot", which supports Chinese conversations. You can have voice - based communication with it according to the search content. It's like a smart assistant, allowing you to free your hands completely ๐Ÿ˜œ

    Finally, Microsoft is deeply integrating Edge with AI in an attempt to break the monopoly of Chrome. Chrome has limited efforts in AI functions and only integrates Gemini in the sidebar. In the past two years, native AI browsers have impacted the traditional browser market, and Microsoft must have felt the crisis. Therefore, it has freely opened up the AI - integrated functions of Edge to attract users. Compared with Perplexity which costs $20 per month, the free Edge is really amazing ๐Ÿฅณ

    Guys, have any of you used Microsoft's this AI browser? Come and share your feelings in the comment section ๐Ÿง

    #Microsoft #AI Browser #EdgeCopilot #Intelligent Cross - Tab Perception #Voice Assistant #New Browser Features #Comparison of AI Features

  • ๐ŸŽˆ Button is open source! A feast for developers ๐ŸŽ‰!

    Baozi, today I'd like to share with you a super heavy news, Buckle open source its core project ๐Ÿ‘.

    The projects open-sourced this time are:

    • Coze Studio (button development platform)
    • Coze Loop (button compass)

    And it's under an Apache 2.0 license, so that's a big plus ๐Ÿ‘‡.

    • Commercialization: We can use it commercially with no worries, no messy additional terms and conditions, super worry!
    • Patent authorization: authorization is clear, no worries, boldly engage in the development of the line!
    • Community Building: It's super cool to be able to build the future with developers from all over the world!

    First of all, let's talk about Coze Studio (Coze Development Platform) โœจ This is the core business of Coze. Here, you just need to drag and drop the nodes, you can freely arrange any workflow, as easy as building blocks ๐Ÿงฉ It also contains the core framework of Plugin, which can encapsulate any third-party APIs or private capabilities into a plugin, and instantly extend the boundaries of the Agent's capabilities infinitely. What's more, it provides an out-of-the-box development environment that can be deployed with a single click, which is simply too friendly for developers! https://github.com/coze-dev/coze-studio

    Take a look at Coze Loop (Button Compass) ๐ŸŽฏ This is a full-process tool platform specifically built for AI Agent developers. It can help you coordinate cue words, do automatic evaluation, and monitor the performance of the agent, so it is super comprehensive. And Loop supports team collaboration, but also access to Langchain, Eino and other mainstream frameworks, whether you are an individual developer, a small team, or an enterprise-level AI project, it can be perfectly adapted! https://github.com/coze-dev/coze-loop

    I must say, the future of Agent really belongs to every creator! Let's all take advantage of the open-source winds of Buckle and show off our skills in the world of development ๐Ÿ’ช!

    What do the treasures of the open source button ideas, quickly come to the comments section to talk about ah ๐Ÿง

  • ChatGPT Agent is released, and a new era of AI has begun!

    Family, there is a super big news in AI circle recently, OpenAI officially launched ChatGPT Agent! In the past half year, the Agent concept has been super hot, but not many of them have really been realized into products. The appearance of ChatGPT Agent is definitely a milestone!


    It simply doesn't have enough highlights! The 3-in-1 system integrates Operator, Deep Research and ChatGPT ontologies to build a unified intelligence system. There are also built-in tools, such as graphical/textual browser, terminal and API caller, which are very useful and easy to use on cell phones, and the results are automatically pushed when the task is completed, which is very considerate. It connects to third-party apps like Gmail and GitHub, so it's perfect for embedding into our workflows. The performance is also leading, in a number of benchmark tests, performance is superb, comprehensive performance industry-leading. And it's flexible, with quotas for different users and the ability to scale on demand.


    From life scenarios like wedding preparations to creative tasks like customizing stickers, it can handle them all with ease. When performing tasks, we can also interrupt at any time, modify commands, and even manually take over browser operations.


    It is trained in complex tasks through reinforcement learning and integrates the capabilities of various parties. It's also easy to use: select "Agent Mode" from the "Tools" drop-down menu in the bottom left corner of the chat interface, and the results are automatically pushed. It has been well received by the market, setting new records in benchmark tests.


    In the future, the AI Agent availability bar is pulled up and the browser will be the key platform. Let's talk about what you can expect from ChatGPT Agent in the comments section!

    #ChatGPTAgent #AI Intelligent Body #OpenAI Novelty #AI Application Breakthrough # Intelligent Body Technology

  • Heavyweight! Yu Shu Technology opens listing counseling, Wang Xingxing controls nearly 35% shares!

    Baozi people, the official website of the China Securities Regulatory Commission has big news! Yu Shu technology has opened the listing counseling, counseling agency is CITIC Securities ~ counseling filing report also shows that Yu Shu technology's controlling shareholder, the actual controller is Wang Xingxing, he directly holds the company's 23.8216% shares, but also through the Shanghai Yu wing enterprise management consulting partnership (limited partnership) control of the company's 10.9414% shares, and control the company's 34.7630% shares! 34.7630% shares! What do you think of the road to the listing of Yu Shu Technology ah, come together to talk about it!

    # Yu Shu Technology # Listing Counseling # Wang Xing Xing # CITIC Securities # Equity Control

  • ChatGPT Voice Mode is here! Efficiency soars, are you ready?

    ChatGPT's macOS desktop application recording mode is now available worldwide, and it's a great feature that will make your work efficiency take off! ๐Ÿคฉ

    ๐ŸŒŸย Recording mode is super powerful


    Just click the Record button at the bottom of the chat window to capture microphone and system audio for up to 120 minutes at a time. The recorded audio is uploaded to the server for processing, and structured notes are generated, such as summaries, key points, action items, and timestamps, and saved in a private canvas. And the original audio is deleted after transcription, so you don't have to worry about data security. Real-time transcription is so sweet that you don't have to manually take notes during meetings or brainstorming sessions, ChatGPT automatically organizes them into clear documents. The generated canvas can also be manually edited or further processed, and can be converted into project plans, email drafts and even code frameworks, making it super flexible! ๐ŸŽ‰

    ๐Ÿ’กย Privacy and Compliance to Watch


    OpenAI emphasizes that this feature must be used in accordance with local laws and regulations, and with the explicit consent of the person being recorded, and Plus users can disable the "Improve model for everyone" option in the settings to prevent transcribed text and canvas from being used for model training. Different versions also have different privacy settings, so be sure to check them out before you use them to avoid stepping into the privacy minefield! ๐Ÿ˜œ

    ๐ŸŒย Multi-scenario application is super practical


    This recording mode comes in handy in so many scenarios:

    • Meeting minutes: automatically generate time-stamped meeting summaries and action items, reviewing decisions is super easy.
    • Brainstorming: capturing inspiration and organizing it into structured notes for easy follow up and execution.
    • Voice annotation: record ideas at any time and turn them into actionable tasks or plans.
    • Code generation: developers voice describe the requirements and turn them directly into a code framework.
      And the generated canvas can be referenced in subsequent conversations, accumulating knowledge across conversations and making it super easy to look up information! ๐Ÿ‘

    ๐Ÿ“ˆย New breakthroughs in productivity tools


    This feature is really a major advancement of AI in productivity, with seamless integration of audio transcription, streamlined meeting recording, intelligent summarization and multi-format output saving a lot of time. Simple to use and powerful, it's a handy tool for professionals, students and creators alike. However, there are some minor shortcomings, the lack of speaker recognition, multi-person scenarios may not be too friendly. But it would be perfect if speaker segmentation and multi-language optimization can be added in the future! ๐Ÿค—

    ๐ŸŽฏย The future outlook is super promising


    OpenAI says this is just a big step towards becoming a comprehensive productivity assistant. In the future, it will optimize the accuracy of multilingual transcription, may be extended to Windows and mobile devices, and may be integrated with other tools to become a cross-platform intelligent assistant! Isn't it super exciting? ๐Ÿ˜†

    Poeple, go update to the latest version of the ChatGPT macOS app (requires macOS 14 + and Apple Silicon) and get instant access for $20 per month for subscribers. To learn more, go to the official OpenAI website (openai.com) or the Help Center (help.openai.comLook at this.

    How does everyone feel about using this feature? Share it with us in the comments section!

    byword: #ChatGPT # Recording Mode # Productivity Tools # Privacy # Multi-Scenario Applications #AI Progress

  • What's the secret behind the explosion of commercial value of AI singers from covers to originals?

    Baozi people, following the "AI Sun Yanzi" fire, the AI singer track is lively again! ๐ŸŽ‰


    Recently, there is a super cool AI singer Yuri, with blue highlights, an Asian face, and a skull microphone, it's awesome! ๐Ÿ˜Ž Last month it released its first AI music MV "Surreal" directly in the whole network burst fire, the play volume of more than 7 million, but also many times on the B station hot list, the North Face (The North Face) are looking for it to cooperate with it, this is no one face! ๐Ÿ‘

    Yuri & The North Face
    Yuri & The North Face


    Yuri is not the only one, but an AI band "The Velvet Sundown" has also quietly become popular overseas! The Velvet Sundown released five singles in a month, and has amassed more than 1.1 million listeners on Spotify and other streaming platforms. The band's retro jazz sound is so good you can't tell if it's AI or a real band playing it! ๐Ÿคฉ

    The Velvet Sundown
    The Velvet Sundown, Spotify


    Timbaland, a famous American producer, also came to join in the fun, high-profile launch of the first AI idol TaTa, but also tried to define a new music genre "A-Pop" (AI-Pop), this wave of operation is really 666!๐Ÿ‘


    Now the AI singer is not simple, from AI covers to AI "original", IP incubation, all the way to the evolution of high-quality works, with fan effect and commercial value of the creators! When the technical barriers are slowly broken down, successful AI IP is established, and TaTa has become the first AI native personality with commercial endorsements! ๐Ÿ‘


    Moreover, AI's impact on the advertising industry is more than just "using AI to make ad spots", but more importantly, it has changed the entire traffic structure and attention market. In the future, the cost of content production will be low, the supply will grow explosively, the key to advertising will no longer be "production", but "how to be seen", and media channels will become highly fragmented, which is the far-reaching impact on the industry! ๐Ÿ˜œ


    What do you think about AI singers and their impact? Let's talk about it in the comments section.

    #AI Singer #AI Music #AI Idol # Music Genre # Advertising Industry Change #AI Original # Business Value

  • How much do you know about the MCP protocol, the new favorite of the AI era?

    Poons, in today's rapidly evolving AI world, an awesome MCP protocol has been born! ๐Ÿคฉ

    MCP protocol, known as Model Context Protocol (Model Context Protocol), is an open standard protocol proposed by Anthropic and open source. Its appearance is simply too timely, a perfect solution to the problem of connecting AI assistants and various data systems, so that AI systems can more reliably obtain data and give relevant and high-quality responses, which brings a lot of convenience to developers and enterprises! ๐Ÿ‘

    ๐Ÿ”ย Core components are ultra-critical


    The MCP protocol core architecture has three important components:

    • MCP Host: Like the commander, it is the system initiator and contains the MCP client application, which is responsible for sending requests to the MCP server to obtain data and functional support according to user requirements.
    • MCP Client: As an intermediate bridge, it is responsible for communicating with the MCP server, accurately forwarding the requests from the MCP host, and then sending the results returned by the server back safely to ensure the smooth operation of the system.
    • MCP Server: A back-end service that provides specific functionality. It is lightweight and can be a local Node.js or Python program, or a remote cloud service, adapting to various application scenarios and deployment needs.

    ๐Ÿ“ถย Ultra-flexible communication mechanisms


    The MCP protocol communication mechanism is based on JSON-RPC2.0 protocol and supports two communication methods:

    • Local communication: through the standard input and output and local server interaction, the data security requirements of high scenarios is super suitable, such as internal processing of sensitive data within the enterprise, can ensure that the data in the local security transmission.
    • Remote communication: HTTP connection based on SSE (Server-Sent Events), with awesome support for cloud services, meeting large-scale data processing and distributed computing needs.

    ๐Ÿ’ฅย Super wide range of application scenarios


    The MCP protocol is used in a huge variety of scenarios, covering almost every area where AI needs to be tightly integrated with data systems. Although it is not mentioned in detail here, you can imagine that it can be very useful in many industries!

    What do you think about the MCP protocol? Let's talk about it in the comments section!

    #MCP Protocol #ModelContextProtocol #AI Protocol # Data Connection # Core Components # Communication Mechanisms