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+---
+linkTitle: 10-09-Daily
+title: 10-09-Daily AI News Daily
+weight: 23
+breadcrumbs: false
+comments: true
+description: Google's no-code AI building tool, Opal, is officially expanding globally,
+ opening its doors to users in 15 new countries and enabling anyone to create AI
+ ap.
+---
+## AI News Daily 2025/10/9
+
+> AI News | Daily Briefing | Web-Wide Data Aggregation | Cutting-Edge Science Exploration | Industry Voices | Open Source Innovation | AI & Human Future | [Visit Web Version ↗️](https://ai.hubtoday.app/) | [Join Group Chat 🤙](https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/main/docs/images/wechat.png)
+
+### **Today's Summary**
+
+```
+Google has rolled out its no-code AI tool Opal and new Gemini features with actionable interfaces, lowering the bar for AI application development.
+Xiaohongshu has open-sourced FireRedChat for full-duplex voice interaction, while Grok can now generate dynamic videos from a single photo.
+New research unveils that AI hallucinations stem from internal mechanism flaws, pointing the way toward building more reliable artificial intelligence.
+Meanwhile, top researchers are switching jobs due to value clashes, and anti-AI sentiment is growing stronger across society.
+The open-source community is seeing a surge of browser automation projects, tackling web automation challenges and integrating personal data.
+```
+
+### Product & Feature Updates
+
+1. Google's no-code AI building tool, **Opal**, is officially expanding globally, opening its doors to users in 15 new countries and enabling anyone to create AI applications using natural language. 🔥 Its core appeal lies in transforming your ideas into reality within minutes. Now, it's supercharged with a robust **visual debugging system** and parallel execution capabilities—performance is absolutely maxed out 🚀! This move is seen as a significant step for Google in the AI democratization wave, challenging OpenAI by positioning Opal as an accessible "AI app generator" for everyone. You can dive into the details on the [Google Official Blog (AI News)](https://opal.withgoogle.com/).

+
+2. Google has just released the API preview of **Gemini 2.5 Computer Use**, aiming to give AI agents a pair of "digital hands" to directly operate user interfaces. This new feature, powered by **Gemini 2.5 Pro**'s strong vision and reasoning capabilities, allows agents to complete web and mobile control tasks with lower latency and higher precision. This isn't just a simple upgrade; it's a huge leap towards truly autonomous agents. Click to see the [Official Developer Announcement (AI News)](https://x.com/googleaidevs/status/1975649435960127832) and learn how AI is getting "hands-on" with tasks. 🚀

+
+3. Xiaohongshu's FireRed team has open-sourced the **FireRedChat** framework, allowing AI and users to have **full-duplex** natural voice interaction, finally saying goodbye to awkward turn-taking! 🔥 This means you can interrupt the AI anytime, just like chatting with a real person. At its core is a modular "traffic commander" that precisely handles turn-taking, significantly boosting conversation fluidity. This open-source project achieves near industrial-grade performance and is a crucial step towards a future of natural conversations with AI. Check out [View this Project (AI News)](https://x.com/shao__meng/status/1975740120029593697) to learn more. 🚀

+
+4. Grok's video generation capability is becoming exceptionally powerful: now, you can upload just one photo, without any prompts, and instantly generate a dynamic video. In an [Amazing Demo (AI News)](https://x.com/imxiaohu/status/1975927534807294287), the model not only brought the image to life but also handled lighting and shadow tracking flawlessly. This "photo-to-video magic" signals another huge leap for generative AI in video creation, making high-quality content creation incredibly accessible. 🔥
+
+### Cutting-Edge Research
+
+1. A new paper proposed the **Distributional Semantic Tracking (DST)** framework, which acts like a CT scan for a model's "brain," pinpointing the root cause of hallucinations and explaining why large language models confidently spew nonsense. 🤔 The research reveals an internal "point of no return" layer within models where, once logic deviates, it's irreversible. This often happens because lazy "System 1" thinking hijacks the rigorous "System 2" path. This [Groundbreaking Research (AI News)](https://arxiv.org/abs/2510.06107) shows that hallucinations aren't random errors but predictable internal mechanism flaws, charting a clearer course for building more reliable AI. 💡
+
+2. Imagine creating an interactive, tangible 3D world from just a video—that's the magic brought by the **HoloScene** framework. It goes beyond generating static models, building a **complete interactive scene graph** that includes geometry, appearance, physical properties, and object relationships, making the virtual world feel like reality. This [Impressive Achievement (AI News)](https://xiahongchi.github.io/HoloScene) is set to revolutionize VR, gaming, and robotics, making the creation of rich digital twin worlds easier than ever before. 🚀
+
+### Industry Outlook & Social Impact
+
+1. A major personnel change has shaken the AI community, with top researcher Yao Shunyu announcing his departure from Anthropic to join Google DeepMind, openly stating that the move was due to "**fundamental value disagreements**" with his former employer. 🤔 In his personal essay, he revealed that Anthropic's unfriendly attitude towards Chinese researchers was 40% of the reason for his departure. He also admitted that he shifted from physics to AI because he was drawn to the AI field's chaotic yet rapidly developing state, much like thermodynamics in the 17th century. This transfer isn't just a personal choice; it also reflects the impact of geopolitics on global AI talent flow. [Click for Event Details (AI News)](https://mp.weixin.qq.com/s?__biz=MzIzNjc1NzUzMw==&mid=2247830456&idx=1&sn=0cc17705be81a8d2566072ad603d3c3a).
+
+2. Uncle Sam is betting big on AI, seeing it as the ultimate "panacea" for all threats facing the US economy. 🤔 Whether it's to boost productivity or tackle global competition, **AI is widely regarded as the magic wand** that can turn the tide and fix all economic woes. This high-stakes gamble reflects a profound trend: the increasingly tight link between national strategy and technological hegemony, as highlighted in this [Popular Hacker News Post (AI News)](https://readhacker.news/s/6D7Nk). 💡

+
+3. As AI technology permeates society, an "anti-AI" wave is escalating, with public resistance growing increasingly strong. 🤔 A picture that went viral on Reddit vividly captures this anxiety, reflecting people's unease about AI's uncontrolled expansion in areas like creativity and employment. This [Trending Topic on Reddit (AI News)](https://www.reddit.com/r/artificial/comments/1o19yhp/antiai_backlash_getting_intense/) reminds us that while technology sprints ahead, a profound socio-ethical debate has already begun.

+
+### Top Open Source Projects
+
+1. Have you ever dreamed of your browser handling tedious tasks for you? Now, the **Stagehand** AI browser automation framework will make your dreams come true! ✨ It's dedicated to solving the challenge of web automation, enabling you to use AI to create smart scripts that browse, click, and extract data just like a human. With over ⭐17.4k stars, [This AI Automation Framework (AI News)](https://github.com/browserbase/stagehand) has undoubtedly become the go-to tool for orchestrating complex web tasks. 🚀
+
+2. If you're tired of closed AI services like Perplexity, then the **SurfSense** open-source project is definitely your jam! It aims to be an open-source alternative to NotebookLM, with its biggest highlight being the ability to connect to your own data sources like **Slack, Jira, and YouTube**, providing truly personalized smart Q&A. ⭐8.4k stars and an active community prove that an AI assistant deeply integrated with personal data is the future. Why not [Click to View this Project (AI News)](https://github.com/MODSetter/SurfSense)? 🔥
+
+3. Say goodbye to the hassle of jumping between multiple streaming services—the **Stremio-web** project aims to consolidate all your video content into one elegant interface. It offers an ultimate solution for binge-watchers and movie buffs, aggregating films, TV shows, and web channels from various platforms so you can stop searching and start watching instantly. With ⭐4.8k stars on GitHub, [This Open Source Streaming Hub (AI News)](https://github.com/Stremio/stremio-web) perfectly meets the strong demand for a unified, convenient viewing experience. 🔥
+
+### Social Media Shares
+
+1. OpenAI's high-profile **Agent Builder** has been sharply criticized as "ecosystem lock-in disguised as democratization." A power user pointed out that the tool not only forces binding to GPT models but also falls short of existing competitors like n8n in terms of flexibility and ease of use, making the "no-code" claim a joke. The most incisive take is that the biggest business opportunity isn't the tool itself, but the massive consulting market that emerges when users discover the chasm between demo and production deployment. Come check out [This Deep Analysis (AI News)](https://x.com/dotey/status/1975627459078070484)! 🤔
+
+2. Want to make your AI stronger? A simple yet effective method is to build a smart feedback loop: first, let the AI learn quality information within a domain and summarize a **methodology**, then use this methodology as context to guide the AI in solving specific problems. ✨ This "turn the tables" strategy can train a general AI into a domain-specific expert and even automate complex tasks like evaluation and filtering. As [This Blogger's Practical Experience (AI News)](https://x.com/Yangyixxxx/status/1975853374202675414) shares, this process can eventually solidify into reusable agents, productizing your expertise. 🚀
+
+3. Server deployment, once a task requiring extensive documentation, can now be easily handled with a few conversational exchanges with the AI terminal **Warp**. A developer shared his experience, detailing how the AI assistant significantly reduced work time, turning hours of tedious tasks like installing Nginx and applying for SSL certificates into just a few minutes of casual chat. Of course, while convenient, it's crucial to be wary of security risks and avoid leaking critical information during conversations. Click to read [This Developer's Insights (AI News)](https://x.com/hongming731/status/1975924656621367566). 🤔


+
+4. Is simply cramming a ton of documents into AI good context engineering? A blogger questions this, arguing that the approach of tools like **spec-kit** isn't advisable. 🤔 He believes that for small projects, it's overkill, and for large projects, it lacks clarity. Outdated documents can even mislead AI. Truly efficient context management is about precisely guiding AI to the "just right" information, rather than letting it drown in a sea of data. [Click to View this Excellent Point of View (AI News)](https://x.com/dotey/status/1975715488371003599). 💡
+
+5. Are you also fed up with those "obviously AI-generated" captions on social media? A user sharply points out that such content is excessively structured, like "**digital eight-legged essays**" (a term for rigid, formulaic writing), and offers very little information. 🤔 This phenomenon perfectly illustrates a point: large language models' ability to learn **formats** far surpasses their ability to learn knowledge, which is also the root cause of their hallucinations—using format to fill knowledge gaps. As [This User's Profound Insight (AI News)](https://m.okjike.com/originalPosts/68e64a925edbca981d31dcb0) highlights, what ultimately determines content value is quality, not the creator's identity (whether human or AI). 💡
+
+6. In the age of AI, designers' path forward might be to embrace tools like **Framer**. One perspective suggests that while AI can quickly generate design drafts, it struggles with intricate details. Therefore, a more efficient workflow involves completing detailed designs in Framer and then **directly converting its HTML/CSS code to React**. This idea points designers toward a new approach: rather than painstakingly describing pixels with language, it's better to use AI-friendly tools to bridge the gap between design and code. [View this Interesting Thought (AI News)](https://x.com/Yangyixxxx/status/1975839033692725525). 💡
+
+---
+
+## **AI News Daily Voice Version**
+
+| 🎙️ **Xiaoyuzhou** | 📹 **Douyin** |
+| --- | --- |
+| [Laisheng Bistro](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG)|
+|  |  |
\ No newline at end of file
diff --git a/content/en/_index.md b/content/en/_index.md
index 166c47e..b297a16 100644
--- a/content/en/_index.md
+++ b/content/en/_index.md
@@ -2,65 +2,84 @@
linkTitle: AI Daily
title: AI Daily-AI资讯日报
breadcrumbs: false
-next: /en/2025-10/2025-10-07
+next: /en/2025-10/2025-10-08
description: Your daily source for curated AI news, practical tools, and actionable
tutorials to master Artificial Intelligence;
cascade:
type: docs
---
-## AI News Daily 2025/10/8
+## AI Daily News 2025/10/9
-> `AI Insight` | `Daily Briefing` | `All-Net Data Aggregation` | `Frontier Science Exploration` | `Industry Voice` | `Open Source Innovation` | `AI & Human Future` | [Visit Web Version](https://ai.hubtoday.app/) | [Join Group Chat](https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/main/docs/images/wechat.png)
+> `AI News` | `Daily Read` | `Aggregated Web Data` | `Frontier Science Exploration` | `Industry Voice` | `Open Source Innovation` | `AI & Human Future` | [Visit Web Version](https://ai.hubtoday.app/) | [Join Group Chat](https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/main/docs/images/wechat.png)
-### **Today's Summary**
+### **Today's Digest**
```
-OpenAI DevDay unveils Apps SDK, allowing apps to be directly embedded in conversations, building a new application ecosystem.
-AgentKit toolset also launched, aiming for rapid construction and scaled deployment of reliable agents.
-New Codex can independently execute complex engineering tasks; new models like GPT-5 Pro and Sora 2 also debuted.
-Frontier research presents more accurate wind power forecasting models and develops immersive language learning adventure games.
-Industry trends point towards simplified application entry and engineering, with AI safety and responsible use also gaining significant attention.
+Google is rolling out its no-code AI tool, Opal, and new Gemini features with actionable interfaces, making AI more accessible.
+Xiaohongshu has open-sourced FireRedChat for full-duplex voice interaction, while Grok can now generate dynamic videos from a single photo.
+New research reveals that AI hallucinations stem from internal mechanism flaws, pointing the way toward more reliable AI.
+Meanwhile, a top researcher has jumped ship due to value disagreements, and anti-AI sentiment is growing stronger in society.
+The open-source community is buzzing with projects like browser automation, aiming to tackle web automation challenges and integrate personal data.
```
-### Product and Feature Updates
+### Product & Feature Updates
-1. OpenAI DevDay 2025 dropped a bombshell 🚀, officially announcing AI's shift from "toy" to "application factory" era. **Apps SDK**, the core of this conference, allows developers to embed apps with interactive UIs directly into ChatGPT conversations. Users can invoke and use third-party services with a single phrase, completely changing application distribution and interaction logic. These updates are seen as the [Prototype of a Natural Language OS (AI Insight)](https://openai.com/devday/), marking the formation of a brand new application ecosystem. ✨

+1. **Google's no-code AI building tool, Opal**, is now officially going global, opening its doors to users in 15 new countries. Anyone can now create AI applications using natural language! ✨ Its core magic lies in transforming your ideas into reality in just minutes, and now it boasts a powerful **visual debugging system** and parallel execution capabilities, pushing performance to the max. This move is seen as Google's significant step against OpenAI in the democratization of AI, aiming to make Opal the go-to "AI application generator" for everyone. Check out [Google's official blog (AI News)](https://opal.withgoogle.com/) for more details.
+

-2. OpenAI launched **AgentKit** to prevent agents from just being 'PPT deities.' This 'assembly line family pack' for agent development provides visual workflow orchestration, automated evaluation and optimization, and enterprise-grade connectors. Developers can use **AgentKit** to quickly build, test, and deploy reliable agents like building blocks, making 'production-ready, bug-free' agents the industry default, not just a flashy trick by a few. 🔥 [Click to Learn About AgentKit (AI Insight)](https://www.xiaohu.ai/c/xiaohu-ai/openai-devday-2025-ai-ai)!
+2. **Google has just released the API preview for Gemini 2.5 Computer Use**, designed to give AI agents "digital hands" to directly operate user interfaces. 🤖 This new feature leverages the powerful visual and reasoning capabilities of **Gemini 2.5 Pro**, allowing agents to complete web and mobile control tasks with lower latency and higher accuracy. This isn't just a simple upgrade; it's a huge leap towards truly autonomous agents. Click to see [the official developer announcement (AI News)](https://x.com/googleaidevs/status/1975649435960127832) to learn how AI can now "get its hands dirty." 🚀
+

-3. **Codex**, now officially GA, has evolved into an 'AI engineering teammate' that can work independently, no longer just a code completion tool. 🤔 The new version of **Codex**, equipped with the dedicated **GPT5-CODEX** model, can collaborate across multiple platforms—IDE, terminal, and cloud. It can autonomously study protocols, refactor code, and even execute complex tasks for extended periods. This heralds a redefinition of software engineering productivity, with human engineers increasingly acting as 'project managers.' 🤯 [Explore Codex's Powerful Capabilities (AI Insight)](https://openai.com/devday/).
+3. Say goodbye to awkward turn-taking! **Xiaohongshu's FireRed team has open-sourced the FireRedChat framework**, enabling **full-duplex** natural voice interaction between AI and users. 🔥 This means you can interrupt the AI just like you would a human, thanks to its modular "traffic commander" that precisely manages turn-taking, greatly enhancing dialogue fluidity. This open-source project delivers near industrial-grade performance and is a significant step towards a future of natural conversations with AI. [Check out this project (AI News)](https://x.com/shao__meng/status/1975740120029593697) to learn more. 🚀
+

-4. The model family has also received a comprehensive upgrade. **GPT-5 Pro** is officially available via API, specializing in complex scenarios like finance and law that require deep reasoning. 🧠 The highly anticipated **Sora 2** achieves audio-visual isomorphism and powerful controllability, transforming static images into vivid video clips. 🎥 Additionally, **GPT-Realtime-Mini**, by reducing costs by 70%, declares voice interaction as the future mainstream. 🎙️ This wave of model updates provides [Powerful Momentum for Latest Application Scenarios (AI Insight)](https://www.xiaohu.ai/c/xiaohu-ai/openai-devday-2025-ai-ai).
+4. **Grok's video generation capabilities** are getting insanely powerful. Now, you can upload just one photo, no prompts needed, and instantly generate a dynamic video. 🤯 In a [stunning demo (AI News)](https://x.com/imxiaohu/status/1975927534807294287), the model not only brought the image to life but even handled the light and shadow tracking flawlessly. This "one-click photo-to-video" magic signals another massive leap for generative AI in video creation, making high-quality content production more accessible than ever. ✨
+
-### Frontier Research
+### Cutting-Edge Research
-1. The long-standing problem of inaccurate wind power forecasting might have a new solution! 🌬️ A [Newly Published Academic Paper (AI Insight)](https://arxiv.org/abs/2510.03419) proposes **MT-NDP**, a multi-task neural diffusion process model. **MT-NDP** can simultaneously learn the operating patterns of multiple wind turbines, and its prediction accuracy and calibration far surpass traditional methods. This research not only makes the power grid more stable but also provides a brand new approach for handling complex industrial data. 💡
+1. **A new paper explores why large language models confidently spew nonsense**, introducing the **Distributional Semantic Tracking (DST)** framework. It's like giving the model's "brain" a CT scan to pinpoint the roots of hallucination. 🤔 Researchers found an "irreversible point" layer within models where logic goes astray, often due to a lazy "System 1" thinking hijacking the rigorous "System 2" path. This [groundbreaking research (AI News)](https://arxiv.org/abs/2510.06107) reveals that hallucinations aren't random errors but predictable internal mechanism flaws, guiding us toward building more reliable AI. 💡
-2. Still rote learning foreign languages? How about an AI-driven text adventure game! 🎮 A [Paper on GenQuest (AI News Daily)](https://arxiv.org/abs/2510.04498) introduces **GenQuest**, a large language model-based text adventure game. **GenQuest** dynamically generates 'choose your own adventure' style stories based on the learner's language proficiency. The game also includes a vocabulary assistant, allowing players to easily improve their foreign language skills in an immersive story experience, truly achieving edutainment. ✨
+2. Imagine creating an interactive, tactile, full 3D world from just a video — that's the magic brought by the **HoloScene framework**. ✨ It's no longer content with generating static models; instead, it builds a **complete interactive scene graph** including geometry, appearance, physics properties, and object relationships, making virtual worlds feel like reality. This [impressive achievement (AI News)](https://xiahongchi.github.io/HoloScene) is set to revolutionize VR, gaming, and robotics, making the creation of rich digital twin worlds easier than ever before. 🚀
-### Industry Outlook and Social Impact
+### Industry Outlook & Social Impact
-1. OpenAI DevDay 2025 points to three major trends in the AI industry: application entry being replaced by 'a single phrase' 💬, the decisive factor in agent development lying in 'engineering discipline' 🛠️, and software engineering output being redefined. The real moat isn't just model parameters anymore; it's standardized interfaces, quantifiable evaluation data, and robust automated processes. For all practitioners, [Grasping These Trends (AI Insight)](https://www.xiaohu.ai/c/xiaohu-ai/openai-devday-2025-ai-ai) is like securing your ticket to the future! 🚀
+1. **A major personnel change is shaking up the AI world**: top researcher Yao Shunyu announced his departure from Anthropic to join Google DeepMind, stating "fundamental value disagreements" with his former employer. 💥 In his personal essay, he revealed that Anthropic's unfriendly attitude towards Chinese researchers was 40% of his reason for leaving. He also confessed that his shift from physics to AI was driven by the chaotic yet rapidly developing state of the AI field, much like 17th-century thermodynamics. This move isn't just a personal choice; it highlights how geopolitics impacts global AI talent flow. [Click for event details (AI News)](https://mp.weixin.qq.com/s?__biz=MzIzNjc1NzUzMw==&mid=2247830456&idx=1&sn=0cc17705be81a8d2566072ad603d3c3a).
-2. In today's era of rapidly developing AI capabilities, preventing technology misuse is paramount. 🔒 OpenAI's [Latest Security Report (AI Insight)](https://openai.com/global-affairs/disrupting-malicious-uses-of-ai-october-2025) highlights their active efforts to detect and dismantle malicious activities using AI. This report not only showcases OpenAI's sense of responsibility as an industry leader but also sets a benchmark for safety and ethics across the entire industry. 🏆
+2. **Uncle Sam is betting big on artificial intelligence**, seeing it as the ultimate "silver bullet" for solving various threats facing the U.S. economy. 💰 Whether to boost productivity or compete globally, AI is widely regarded as a magic wand capable of turning things around and fixing all economic woes. This high-stakes gamble reflects a deep trend: the growing link between national strategy and technological hegemony, as revealed in this [popular Hacker News post (AI News)](https://readhacker.news/s/6D7Nk). 💡
+

-### Top Open Source Projects
+3. **The "anti-AI" wave is growing stronger** as AI technology permeates society, with public resistance becoming increasingly intense. 😠 A widely shared image on Reddit vividly captures this anxiety, reflecting people's discomfort with AI's uncontrolled expansion in creative, employment, and other fields. This [popular Reddit topic (AI News)](https://www.reddit.com/r/artificial/comments/1o19yhp/antiai_backlash_getting_intense/) reminds us that while technology sprints forward, a profound societal and ethical debate has already begun.
+

-1. Want AI agents to operate your computer for you? The **cua** project is an open-source infrastructure tailor-made for you. 🤩 Having already garnered [⭐9.9k Stars on GitHub (AI News Daily)](https://github.com/trycua/cua), **cua** provides a secure sandbox environment, an SDK, and benchmarks. This allows developers to train and evaluate AI agents that can fully control desktops (macOS, Linux, Windows). This project virtually paves the way for building the ultimate desktop assistant! 🚀
+### Top Open-Source Projects
-2. **OpenEMR**, the most popular open-source electronic health record and medical practice management solution, continues to gain community favor. With its [GitHub Stars Reached ⭐3.9k (View AI Insight)](https://github.com/openemr/openemr), **OpenEMR** provides a powerful and freely customizable management system for medical institutions worldwide. It stands as an excellent example of technological inclusivity in healthcare. For clinics with limited budgets yet seeking efficient management, this is undoubtedly a godsend! 🙏
+1. Have you ever dreamed of your browser handling all those tedious tasks for you? Well, **Stagehand, this AI browser automation framework**, is here to make your dreams come true! 🤩 It's dedicated to solving the challenge of web automation, allowing you to create smart AI scripts that browse, click, and extract data just like a human. With over ⭐17.4k stars, [this AI automation framework (AI News)](https://github.com/browserbase/stagehand) has undoubtedly become the go-to tool for orchestrating complex web tasks. 🚀
-3. Every developer deserves a cool domain name, and the **register** project makes this wish within reach! ✨ This interesting project, which has [Accumulated ⭐8.3k Stars on GitHub (View Now - AI Insight)](https://github.com/is-a-dev/register), allows you to get your own free `.is-a.dev` subdomain. In just a few simple steps, **register** can help you showcase your developer identity. Go give your personal project or blog a new home! 🏠
+2. If you're fed up with closed AI services like Perplexity, then **SurfSense, this open-source project**, is definitely your cup of tea! 🍵 It aims to be an open-source alternative to NotebookLM, with its biggest highlight being the ability to connect to your own data sources like **Slack, Jira, and YouTube**, providing truly personalized smart Q&A. ⭐8.4k stars and an active community prove that an AI assistant deeply integrated with personal data is the future. Why not [click to view this project (AI News)](https://github.com/MODSetter/SurfSense)? 🔥
-### Social Media Buzz
+3. Say goodbye to the hassle of jumping between multiple streaming services! The **Stremio-web project** is dedicated to consolidating all your video content into one elegant interface. 🍿 It offers the ultimate solution for binge-watchers and movie lovers, aggregating films, TV shows, and web channels from different platforms, so you can stop searching and start watching immediately. With ⭐4.8k stars on GitHub, [this open-source streaming hub (AI News)](https://github.com/Stremio/stremio-web) perfectly meets the strong demand for a unified, convenient viewing experience. ✨
-1. How to use AI more efficiently? A blogger proposed the 'First Principles of Using AI,' adopting a 'top-down' strategy. ⬆️ This approach, which has [Sparked Heated Discussion on Social Media (AI News Express)](https://x.com/JamesGoong/status/1975397777418166489), suggests you should only tell AI your **current situation** and **ultimate goal**. Let AI handle the breakdown and planning, rather than figuring out intermediate steps yourself and asking questions one by one. This shift in mindset can help you avoid deviating from the path and get straight to the essence of the problem. 🤔


+### Social Media Shares
+
+1. **OpenAI's high-profile Agent Builder** has been sharply criticized as "ecosystem lock-in disguised as democratization." 🔒 A power user pointed out that the tool not only forces binding to GPT models but also offers less flexibility and ease of use than existing competitors like n8n, making its "no-code" claim a joke. The most insightful take is that the biggest business opportunity isn't the tool itself, but the massive consulting market it will spawn once users discover the chasm between demo and production deployment. Come check out [this in-depth analysis (AI News)](https://x.com/dotey/status/1975627459078070484). 🤔
+
+2. Want to supercharge your AI? **A simple and effective method is to build a smart feedback loop:** first, let the AI learn high-quality domain information and summarize its **methodology**. Then, use this methodology as context to guide the AI in solving specific problems. 🧠 This "fight fire with fire" strategy can train a general AI into a domain expert, even automating complex tasks like evaluation and filtering. As [this blogger's practical experience (AI News)](https://x.com/Yangyixxxx/status/1975853374202675414) shares, this process can ultimately solidify into reusable agents, productizing your expertise. 🚀
+
+3. Server deployment tasks that once required digging through tons of documentation can now be easily solved with a few chats with the AI terminal **Warp**. 💬 A developer shared their experience: from installing Nginx to requesting SSL certificates, the AI assistant drastically cut down work time, turning hours of drudgery into minutes of casual conversation. Of course, convenience comes with security risks, so avoid leaking crucial information in conversations. Click to see [this developer's insights (AI News)](https://x.com/hongming731/status/1975924656621367566). 🤔
+


+
+4. Is stuffing massive documents into AI the secret to good context engineering? **A blogger challenges this idea**, arguing that approaches like **spec-kit** might not be advisable. 🤨 They believe it's overkill for small projects and too vague for large ones, with outdated documents potentially misleading the AI. Truly efficient context management means precisely guiding the AI to find "just right" information, rather than letting it drown in a sea of data. [Click to view this excellent viewpoint (AI News)](https://x.com/dotey/status/1975715488371003599). 💡
+
+5. Are you also tired of "one-glance AI" copywriting on social media? **A user incisively points out that this content is overly structured**, like "digital eight-legged essays," and extremely low on information. 🧐 This phenomenon perfectly confirms an idea: large language models are far better at learning **formats** than learning knowledge, which is also the root cause of their hallucinations—using formats to fill knowledge gaps. As [this user's profound insight (AI News)](https://m.okjike.com/originalPosts/68e64a925edbca981d31dcb0) highlights, the quality, not the creator's identity (human or AI), ultimately determines content value. 💡
+
+6. In the AI era, **designers' path forward might involve embracing tools like Framer**. 🎨 Some argue that while AI can quickly generate design drafts, it struggles with intricate details. Therefore, a more efficient workflow is to complete fine designs in Framer, then directly **convert its HTML/CSS code into React**. This idea points designers to a new path: instead of painstakingly describing pixels with language, use AI-friendly tools to bridge the gap between design and code. [Check out this interesting thought (AI News)](https://x.com/Yangyixxxx/status/1975839033692725525). 💡
---
-## **AI News Daily Voice Edition**
+## **AI Daily News Voice Edition**
-| **Xiaoyuzhou** | **Douyin** |
+| 🎙️ **Xiaoyuzhou** | 📹 **Douyin** |
| --- | --- |
-| [Laisheng Xiaojiuguan](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG)|
+| [Laisheng Xiaojiuguan](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG) |
|  |  |
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diff --git a/content/en/about.md b/content/en/about.md
index 22f7d91..69e7628 100644
--- a/content/en/about.md
+++ b/content/en/about.md
@@ -4,25 +4,22 @@ type: about
sidebar:
exclude: true
---
-#### He Xi 2077 / justlovemaki
+#### 何夕2077 / justlovemaki
-> Ten years of code, my fingers chilly,
-> A restless heart, a spirit willing.
-> Then AI's thunder roars so grand,
-> A fierce new battle, I'll take a stand!
+🔥 A decade of coding, fingers cool, some lingering frustrations. But suddenly, the AI storm hit! Now, I'm ready to battle it out in the digital sky.
-#### My Code Philosophy 💡
+#### 💡 My Code Philosophy
-> Tech for the people, that's my vibe!
+> Technology serves the people.
-#### My Masterpieces ✨
+#### 🚀 Featured Works
* **[Open Source Contribution/CloudFlare-AI-Image](https://github.com/justlovemaki/CloudFlare-AI-Image)**:
- * This project is an AI image generation script, powered by Cloudflare Workers.
+ * CloudFlare-AI-Image: This is an AI image generation script built on Cloudflare Worker.
* **[Open Source Contribution/CloudFlare-AI-Insight-Daily](https://github.com/justlovemaki/CloudFlare-AI-Insight-Daily)**:
- * Cloudflare AI Insight Daily is a content aggregation and generation platform, fueled by Cloudflare Workers. It dishes out daily AI updates, including industry news, hot open-source projects, cutting-edge academic papers, and the latest buzz from tech big shots on social media.
-* For even more project details, go ahead and check out my [GitHub](https://github.com/justlovemaki).
+ * CloudFlare-AI-Insight-Daily: This platform, powered by Cloudflare Workers, aggregates and generates content. It daily curates the latest AI buzz for you, covering industry news, hot open-source projects, cutting-edge academic papers, and insights from top tech influencers.
+* More project details on my [GitHub](https://github.com/justlovemaki).
-#### My Current Adventures 🌱
+#### 🌱 What I'm Exploring
-> LLM applications and website SEO? Yep, they've totally captured my interest right now! I'm actively diving deep into learning and hands-on practice.
\ No newline at end of file
+LLM applications and website SEO: I'm super passionate about these and actively diving deep into learning and practical implementation.
\ No newline at end of file
diff --git a/content/en/blog/2025-10-09-19ai-coding.md b/content/en/blog/2025-10-09-19ai-coding.md
new file mode 100644
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--- /dev/null
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@@ -0,0 +1,114 @@
+---
+title: 10-09-Daily AI News Daily
+slug: k7m3p9zax8v6c1n2b4q5
+description: '1. Context Isolation: Each AI window focuses on just one thing, so it
+ doesn''t get "mentally confused" by an overly long context.'
+summary: 本文是作者19天内使用AI作为“结对编程”伙伴,从零开发出PromptHub项目的硬核复盘。报告摒弃了“一句话开发”的幻想,提出将AI当“高级脚手架”进行架构选型以消除启动摩擦力,并采用“原子任务”开发法,将AI拆分为不同领域专家并行推进。同时,文章也坦诚记录了在数据库选型、复杂Bug调试、Chrome插件开发中AI的局限性,强调了开发者在决策与底层原理上的核心价值,最终总结出人机协同的未来是开发者转向系统设计与决策。
+date: 2025-10-08 06:06:00
+draft: false
+tags:
+- AI Coding
+thumbnail: /images/640.png
+linkTitle: 10-09-Daily
+---
+## 19 Days to Launch a Website, Plugin, and Desktop App Suite: An Unconventional AI Coding Practice Report
+
+So, remember my **AI Coding invitation**? Well, after all these days, the project’s finally live, and my head’s clear! Forget the sentimentality and the personal journey for today. Let’s get hardcore and talk frankly about how I used AI as my 'pair programming' buddy to turn the **PromptHub** project from just an idea into a stack of runnable code in just 19 days. ✨
+
+This report? Yeah, it’s probably not what you’re expecting from those **'Vibe Coding'** videos. There’s zero magic here—just pure engineering, tough trade-offs, and a whole lot of 'aha!' moments after tripping over every single pitfall imaginable. 🚧
+
+## **Architecture Selection: AI as the "Scaffolding," Me as the "Decision-Maker"**
+
+**PromptHub**? From the jump, I hit it with a pretty wild goal: build for Web, Chrome extension, and Electron desktop—all at the same damn time! Backend? Next.js API Routes. Database? SQLite to start, but ready to swap to a production setup whenever. 🚀
+
+This tech stack, honestly, used to be a nightmare for me. Back in the day, just getting `package.json` balanced and `tsconfig.json` squared away for all those different environments? That alone would've sent me spiraling. 🫠
+
+My approach? Simple: I treat AI like a **super-advanced scaffolding generator**. I’m not asking it 'what tech should I use?' Nah, I’m just giving it direct orders: 👇
+
+“I need a Next.js project, using TypeScript. Integrate Drizzle ORM, with SQLite for the database. Add JWT authentication, implement Google and GitHub OAuth login. Then set up the Stripe billing framework and leave me the interfaces ready.”
+
+On September 17th, AI spent roughly an afternoon on a basic multi-language template project and, *voilà*, it spat out a fully functional backend framework for me! This wasn’t just a few code snippets; this was **architecture made real**. It crushed all the super tedious, repetitive 'glue code,' letting me dive headfirst into the core business logic. 🤯
+
+**My first takeaway? Easy: In a project's early days, AI's ultimate superpower is just wiping out all that 'startup friction.'**
+
+
+
+## **Development Methodology: Ditch "Vibe Coding," Embrace "Atomic Tasks"**
+
+Those 'Vibe Coding' (one-liner development) videos you see online? Honestly, just watch 'em for kicks, 'cause anyone who buys into that is seriously naive. 🤪 Real, enterprise-level project development? That’s all about rigorous engineering. The pattern I’ve stumbled upon—I like to call it **'Atomic Tasks' or 'Building Blocks'**—is the real deal.
+
+When I’m cooking up a new feature, I break the whole process down to its absolute bare bones. Then, I pop open a bunch of AI chat windows and get them all chugging along in parallel, like so: 👇
+
+* • **Window A (Database Expert)**: “Based on my requirements, design the `prompts` table structure and write it out using Drizzle ORM syntax.”
+
+* • **Window B (Backend Expert)**: “Here’s the table structure. Write me the corresponding CRUD APIs, implement them using Next.js API Routes, and ensure proper permission checks.”
+
+* • **Window C (Frontend Expert)**: “Here are the API interfaces. Using React and Tailwind, write me a management page component that can call these interfaces.”
+
+So, the perks of this pattern are pretty sweet: 👇
+
+1. 1. **Context Isolation**: Each AI window focuses on just one thing, so it doesn't get "mentally confused" by an overly long context.
+
+2. 2. **Single Responsibility**: Code decoupling is super clean, meaning AI rarely spits out spaghetti code that mixes frontend and backend.
+
+3. 3. **Parallel Efficiency**: While I’m waiting for the backend APIs to be written, I can already start brainstorming frontend components.
+
+**My second big takeaway? Don't even *think* about treating AI like some all-knowing, all-powerful deity. Instead, view it as a small, specialized team made up of multiple 'domain experts.'** 🧠
+
+
+
+## **Hardcore Pitfalls: Moments Even AI Couldn't Save My Butt**
+
+AI Coding? It’s no silver bullet, trust me. 🚫 In certain areas, especially when it comes to low-level stuff or configurations, AI somehow manages to mess up even worse than I do. Seriously.
+
+### **1. Database Selection: Turso vs. Supabase**
+
+Initially, just for kicks, I gave the distributed **Turso** database a shot. Sounds cool, right? But man, the data synchronization delay was beyond ridiculous—a user would create a prompt, and it just wouldn't show up even after refreshing a gazillion times. 😵💫 I even tried slapping on the `consistency=strong` parameter, but it did absolutely nothing. Zero.
+
+So, I straight-up ditched it and swapped back to PostgreSQL-based **Supabase**. 🔄 That kind of call? AI can’t make it for you. You gotta deeply understand a database's **consistency model** to grasp why Turso’s async vibe fundamentally clashed with my whole business scenario.
+
+
+
+### **2. Next.js's `useEffect` Infinite Loop**
+
+This? Oh man, this is a classic problem. 🤦♂️ On the management page, the API was getting hammered in an infinite loop. I tossed the code to Qwen3, and it futzed with it for ages, but nope, still no fix.
+
+Ultimately, I had to get my hands dirty and fix it myself. I dug into the `useEffect` dependencies and realized there were just too many dynamic states mixed in, creating a nasty chain reaction. So, I manually refactored it, keeping only the absolute core `user?.personalSpaceId` as a dependency. Boom! Problem solved. ✅
+
+After that, I made sure to feed the **correct solution** right back to the AI, telling it: 'Hey, next time you hit a snag like this, *this* is how you fix it.' Essentially, I was **reverse-training the AI**, schooling it on my best practices. 🧑🏫
+
+
+
+### **3. Chrome Extension's Permission Black Hole**
+
+When it came to extension development, AI was basically a total noob. `content.js` flat-out refused to load, `localStorage` data just wouldn’t communicate… every single answer AI spit out for these issues? Dead wrong. 😤
+
+Ultimately, I just had to humble myself, crack open the Chrome developer docs, and actually figure out the difference between `host_permissions` and `scripting` permissions. Only then did I finally squash that bug. 🤓
+
+**My third crucial takeaway? AI’s a whiz at 'implementation,' no doubt, but it seriously struggles with 'decision-making' and 'debugging.' Especially when you’re deep in the weeds with underlying principles, platform quirks, or performance bottlenecks—the final call and the real debugging? That’s still all you, buddy. 🛠️**
+
+## **My Model "Toolbox"**
+
+Me? I never blindly put all my faith in just one model. My game plan is dynamic switching: use the right tool for the right job, every single time. 🧰
+
+* • **Architecture Design & Complex Bug Fixing**: **Gemini 2.5 Flash** is my go-to. It’s free, and it works wonders for tricky issues like Next.js hydration errors.
+
+* • **UI/UX Code Implementation**: **Claude 4.1** is the undisputed champion here. Its CSS aesthetics and code implementation skills are top-notch, though it is the priciest, so I only bust it out for critical pages.
+
+* • **Daily CRUD and Component Development**: **Qwen3 Coder Plus** offers the best bang for your buck, a true workhorse that never complains about the grind.
+
+* • **Data Processing and Script Generation**: When reverse-engineering Google AI Studio’s API for data migration, I used **Kilo** paired with Gemini. It analyzed JSON structures and automatically whipped up Python scripts with insane efficiency.
+
+
+
+* * *
+
+So, all in all, these 19 days of development? Less 'AI programming,' more like 'extreme human-machine collaborative programming.' Think of AI as that blazing-fast intern cranking out code, and me? I’m the architect, constantly steering the ship, making the big calls, and always ready to jump in and save the day when things go sideways. 🚀👨💻
+
+Under this model, a developer’s core value totally shifts. It’s less about 'writing code' and more about **'asking the right questions,' 'making smart decisions,' and 'crushing system design.'**
+
+This, folks, might just be what our future as developers is all about. Wild, right? 🤔
+
+**Here's the website link, feel free to give it a try:** [**https://prompt.hubtoday.app/**](https://prompt.hubtoday.app/)
+
+Oh, and you can also hit me up on WeChat to join the discussion group: justlikemaki
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diff --git a/content/en/blog/_index.md b/content/en/blog/_index.md
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+---
+title: 我的博客
+type: blog
+cascade:
+ type: blog
+sidebar:
+ exclude: true
+---
+
+
+