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---
linkTitle: 11-05-Daily
title: 11-05-Daily AI News Daily
weight: 27
breadcrumbs: false
comments: true
description: Ant Digital Technologies recently dropped a game-changing multi-language
visual large model training framework. This framework is here to tackle the "communi.
---
## AI News Daily 2025/11/5
> AI News | Daily Briefing | Web-Wide Data Aggregation | Frontier Science Exploration | Industry Voice | Open Source Innovation | AI and Human Future | [Visit Web Version↗](https://ai.hubtoday.app/) | [Join Group Chat](https://source.hubtoday.app/logo/wechat-qun.jpg) 👋
### **Today's Highlights**
```
Ant Digital Technologies has launched a multilingual visual training framework, aiming to tackle the challenges of low-resource language processing.
ByteDance's TRAE platform has officially removed all Claude series models due to supplier policy adjustments.
In the industry, Alibaba's Tongyi Qianwen Qwen3-Max won the AI investment competition with a 22.32% return rate.
Meanwhile, Japan's Studio Ghibli and several other content creators are demanding that OpenAI cease unauthorized use of their copyrighted material.
AI is also sparking discussions about a "jobless profit boom," raising serious concerns about its impact on the employment market.
```
### Product & Feature Updates
1. **Ant Digital Technologies** recently dropped a game-changing **multi-language visual large model training framework**. This framework is here to tackle the "communication barriers" for low-resource languages, aiming for truly global AI coverage ✨. With its unique "target language thinking" mechanism, the framework has smashed benchmarks, even outperforming **GPT-4o** on some tasks it's a total game-changer for low-resource language processing. You can already see this tech in action with ZOLOZ's [document recognition product (AI News)](https://www.aibase.com/zh/news/22513), offering robust support for global operations 🔥.
2. **ByteDance's AI service platform TRAE** recently announced that due to policy shifts from supplier Anthropic, all **Claude series models** have been officially taken offline 😬. This move stems from Anthropic stopping model services to Chinese-backed enterprises, sending shockwaves through the domestic developer community that relied on its technology. While users can still tap into other models, this is definitely a wake-up call for homegrown large models to step up and leaves a pretty big void in the market 🤷‍♀️.
![AI News: Official announcement released by TRAE platform](https://source.hubtoday.app/images/2025/11/news_01k97qzesjfjmvg0b1gge9d2mf.avif)
### Frontier Research
1. Are you totally over those "AI faces" that you can spot a mile away? Well, **FLUX.1 Krea [dev]**, the open-source image generation model from Krea AI and Black Forest Labs, is here to put an end to that "plastic look" for good 🤩. This model innovates with a two-stage training approach: first "broad learning," then "specialized refinement." It uses **SFT** and their homegrown **TPO** (an RLHF technique) for aesthetic fine-tuning, giving generated images a natural, artistic vibe instead of that stiff, artificial feel. If you wanna experience the [magic of 'de-AI-fying' images (AI News)](https://www.krea.ai/blog/flux-krea-open-source-release#starting-with-a-raw-base) firsthand, go check out their results! 🎨
![AI News: Unnatural artifacts in AI-generated images](https://source.hubtoday.app/images/2025/11/news_01k97qzxfxfe0rm21sr11qjsce.avif]
[](https://source.hubtoday.app/images/2025/11/news_01k97r0cgaeksbkqj6xv473mkd.avif)
2. A new study points out that the current **AI gesture generation** field is stuck in a self-congratulatory loop, lacking unified and scientific evaluation standards. This means everyone's just hyping their own models, and nobody knows who the real champ is 🤔. To fix this, researchers have rolled out a standardized human evaluation protocol based on the **BEAT2** dataset and put six recent models through a large-scale crowdsourced test. The harsh truth? Newer models aren't always better, and the entire field desperately needs an impartial "referee" to truly make progress. You can [read this paper (AI News)](https://arxiv.org/abs/2511.01233) for more details.💡
3. How can AI understand everything in the world and connect the dots between them? A technical report on **SAIL-Embedding** offers a brilliant answer, building an all-powerful **Omni-modal** embedding foundation model—think of it as the "Rosetta Stone" of the AI world 🧠. This model, trained in multiple stages, not only handles various data modalities but also injects powerful "collaborative perception" into recommendation systems, making them truly understand what you're looking for. These [research findings (AI News)](https://arxiv.org/abs/2510.12709) have already shown significant results in real-world scenarios like Douyin, proving their massive potential in the industry 🚀!
4. Traditional Transformer models, when tackling image super-resolution tasks, are a bit like looking at the world through thick glasses—always a bit fuzzy. But the **TaylorIR** framework is giving AI "contact lenses" instead! It uses **1x1** pixel-level patch embedding and an innovative **TaylorShift** attention mechanism to achieve truly fine-grained inference 🔍. This not only boosts image reconstruction quality to new SOTA levels but also slashes memory consumption by up to 60%, perfectly balancing high-definition detail with computational efficiency. If you're keen on this [technical breakthrough (AI News)](https://arxiv.org/abs/2411.10231), dive deeper to learn more! ⚡
### Industry Outlook & Social Impact
1. The **Alpha Arena** AI large model investment competition just wrapped up, and Alibaba's **Tongyi Qianwen Qwen3-Max** snatched the crown with an astounding **22.32%** return rate, emerging like a Wall Street prodigy 🏆. This competition saw six top AI models independently trading real funds in the cryptocurrency market, bringing AI's capabilities from theoretical benchmarks to the real-money battleground. This unique experiment not only showcased AI's huge potential in quantitative trading but also gave us fresh insights into AI decision-making. You can [view detailed match results (AI News)](https://www.aibase.com/zh/news/22499) for more info 📈.
![AI News: Alpha Arena competition results ranking](https://source.hubtoday.app/images/2025/11/news_01k97r0menfn3bk0z5fpekats0.avif)
2. **Studio Ghibli**, the legendary Japanese animation powerhouse, along with several other content creators, has issued an ultimatum to OpenAI, demanding it stop using copyrighted content to train AI models without authorization 😡. The trigger for this whole kerfuffle? Tools like Sora can easily whip up "Ghibli-style" images and videos, and even OpenAI's CEO has reportedly used such avatars—talk about rubbing salt in the wound! CODA (Japan's Content Overseas Distribution Association) emphasizes that this "act first, ask later" approach could constitute infringement in Japan, further fueling the global [AI copyright dispute (AI News)](https://www.aibase.com/zh/news/22479) ✍️.
3. **OpenAI and Amazon** have inked a seven-year, multi-billion dollar partnership deal, signaling that the alliance-building among AI giants is reaching a fever pitch 🤝. This deal not only solidifies OpenAI's standing in cloud services but also gives Amazon a powerful ally in the AI arms race. For the industry as a whole, this means top-tier AI models will become even more widespread and adopted faster. Get ready for an even more thrilling cloud battle ahead! You can find [more collaboration details (AI News)](https://www.reddit.com/r/artificial/comments/1oo4l5q/openai_just_struck_another_multibilliondollar/) here 💰.
4. **AI** is sparking a discussion about a "**jobless profit boom**," with strategists warning that as AI replaces labor at an unprecedented rate, we might be facing a permanent loss of jobs 📉. This article dives deep into the decoupling phenomenon between corporate profit growth and employment reduction, which is a thought-provoking economic signal. When productivity gains no longer equate to more job opportunities, how should we rethink future social structures and economic models? [Read this in-depth analysis (AI News)](https://www.reddit.com/r/artificial/comments/1onmfzq/a_jobless_profit_boom_has_cemented_a_permanent/)—it might just give you some insights 😟.
5. **AI-generated hallucinations** are spreading like wildfire across the internet, creating a disturbing "information echo chamber" effect where the wrong info you believe, AI might just believe and amplify too 😵‍💫. One user shared how AI concocted a lengthy description based on a non-existent event, and even Google's AI fell for it at one point, exposing AI's fragility in fact-checking. This [case study (AI News)](https://www.reddit.com/r/artificial/comments/1oniqha/fast_online_spread_of_ai_hallucinations/) warns us that when AI becomes an information source, distinguishing truth from fiction will be more crucial than ever 🚨.
6. **AI voice agents** have entered a new era, moving beyond simply offering technical solutions to directly "selling people" providing full-process **digital employees** to replace human roles 🤖. The article spotlights 11 leading US voice agent companies, diving deep into vertical sectors like customer service, rentals, car sales, and market research, achieving a closed commercial loop from conversation to execution. This signals a shift in voice AI's value from "tool" to "workforce," potentially reshaping business models in many high-frequency conversational scenarios. [View full industry overview (AI News)](https://m.okjike.com/originalPosts/6908ea1a1ed9b53c783248f6) to learn more 💼!
7. A fascinating question is heating up online: are we already suffering from "**AI psychosis**" without even realizing it 🤯? Before we even knew about chatbots, search engine recommendations, news feeds, and social media algorithms have been subtly guiding our behavior and thoughts for over a decade. This post argues that "chatbot psychosis" is just the tip of the iceberg, and we might already be "digital natives" deeply influenced by AI. Why not [join this philosophical debate (AI News)](https://www.reddit.com/r/artificial/comments/1ong3kt/what_if_were_all_already_suffering_from_ai/)? 🤔
8. Despite enterprises pouring hundreds of billions into generative AI, a whopping 95% of organizations haven't seen any financial returns—this is what we call the "**productivity paradox**" 📊. This article dives deep into this phenomenon, using historical general-purpose technologies like the steam engine, electricity, and computers as examples to show that the widespread adoption of disruptive tech and productivity boosts follow a long "J-curve" process. AI's true breakout might still be waiting for infrastructure, skills, and complementary products to mature. If you want to grasp [this profound insight (AI News)](https://ybzavo65ti.feishu.cn/wiki/YWHYwC87Ai3H1Sk7R13cazmPnob), this article is a must-read ⏳.
![AI News: The J-curve effect of technology adoption](https://source.hubtoday.app/images/2025/11/news_01k97r0vqbe5ar5cafbb4vvpe8.avif)
### TOP Open Source Projects
1. Still scratching your head over how to build complex AI agents? The **Eino ADK** framework, designed specifically for Go, just burst onto the scene, letting you build **Agent** and **Multi-Agent** systems as easily as stacking LEGOs 🛠️. It offers a complete solution, from the **ReAct** pattern to multi-agent collaboration, completely solving core headaches like glue code, state management, and workflow orchestration in traditional development. If you want to jumpstart your AI Agent development, definitely [check out this project on GitHub (AI News)](https://github.com/cloudwego/eino)—it'll make your development efficiency skyrocket 🚀!
![AI News: Eino ADK Agent workflow diagram](https://source.hubtoday.app/images/2025/11/news_01k97r19ezev997bwfy0v56c2q.avif)
2. Are you still pulling your hair out over server security configurations? This "**Linux Server Security Guide**," which has raked in **⭐20.6k** stars on GitHub, is the "digital bodyguard" you've been searching for 🔒. It's an continuously updated encyclopedia, meticulously listing best practices and operational steps for protecting Linux servers, comprehensive and incredibly practical. Whether you're an ops newbie or a seasoned veteran, this guide will help you forge your server into an unbreakable fortress 🤓.
3. Feeling bloated by all the default software that comes with Windows? **Win11Debloat**, a [lightweight PowerShell script (AI News)](https://github.com/Raphire/Win11Debloat) with **⭐31.6k** stars on GitHub, is your tailor-made "digital spring cleaner" 🧹. It can instantly remove pre-installed apps, disable telemetry data, and make various custom modifications, giving your Windows 10 or 11 experience an immediate refresh. Go ahead, give your OS a SPA day and enjoy that super clean feeling ✨!
4. Tired of the shackles of centralized VPNs and single points of failure? The **edgevpn** project offers a brilliant solution: it's a completely **decentralized** P2P VPN that automatically forms a network without any central servers 🌐. All you need is a shared token to create a private "secret tunnel" between devices. This [⭐1.4k-star project on GitHub (AI News)](https://github.com/mudler/edgevpn) brings unprecedented freedom and security to network connections 🛡️.
5. Do you constantly face long waits and tedious client operations every time you download files from cloud storage? **LinkSwift**, a [download address retrieval tool (AI News)](https://github.com/hmjz100/LinkSwift) with **⭐8.4k** stars on GitHub, is practically a "master key" for cloud drive users 🔑. Based on JavaScript, it supports eight major cloud drives like Baidu, Alibaba, and Xunlei, helping you easily get direct file links and wave goodbye to speed limits. Give this magic tool a try and make your download experience as smooth as silk 💨!
6. Want a peek into the endless possibilities of AI agents? The **ottomator-agents** project has open-sourced all AI agents hosted on the **oTTomator Live Agent Studio** platform on GitHub—it's practically an "agent zoo" 🐾. This [⭐4.6k-star project (AI News)](https://github.com/coleam00/ottomator-agents) offers developers an amazing treasure trove of inspiration and a learning playground. Whether you're looking for creative ideas or research implementations, this place will blow your mind 💡!
### Social Media Shares
1. A developer packaged his go-to reading analysis methods, like **5W2H** and **reverse thinking**, into a Claude Skill, instantly transforming his AI assistant into a deep reading analyst 🤓. He not only open-sourced the Skill on GitHub but also showed how to systematically boost personal capabilities with AI tools—it's basically the ultimate form of knowledge management. If you're keen on having a custom-built thinking framework, you should definitely [check out his project (AI News)](https://github.com/ginobefun/deep-reading-analyst-skill) for some serious inspiration 🚀!
![AI News: User-created Claude Skill interface](https://source.hubtoday.app/images/2025/11/news_01k97r1p29eartervqgjyrtc97.avif)
2. Hugging Face's **HuggingChat** has basically turned into an open-source large model "buffet," hooking up with over **100** mainstream open-source LLMs in one go, including **GLM-4.6**, **Kimi-K2**, and **Llama** 🤯. Users can now easily switch between and experience top models from all corners of the globe on a single platform—this is HUGE news for developers and AI enthusiasts! Go wild and explore this ["model playground" (AI News)](https://huggingface.co/chat/) 🥳!
![AI News: HuggingChat model selection interface](https://source.hubtoday.app/images/2025/11/news_01k97r23bcev68m37c3t5t863w.avif)
3. **Bilibili** has actually started public testing of its **Up-loader voice cloning** feature, which can translate Chinese Up-loader videos into English using their own voices—sounds like some serious black magic, right 🗣️? However, users are hitting them with the million-dollar question: "Why would I want to listen to my favorite Up-loader speak English in a Chinese community?" While the tech is super cool, its practical application seems a bit perplexing, sparking some fun debates about product demand and positioning. [Check out this interesting share (AI News)](https://x.com/Jimmy_JingLv/status/1985661567686549760) to see what people are saying ❓.
![AI News: Bilibili voice cloning feature test interface](https://source.hubtoday.app/images/2025/11/news_01k97r2jezf1trapbx90wcdp0s.avif)
4. **AI** has now even mastered the "good morning greeting GIFs" favored by grandmas—those shimmering roses, spinning hearts, and vintage blessings are practically a "cyber renaissance" 😂. Netizens are both chuckling and feeling a little weird about it: on one hand, it's sweet and cute; on the other, it's a bit eerie. Are we teaching machines nostalgia? This [interesting post (AI News)](https://www.reddit.com/r/artificial/comments/1oo3xnd/ai_grandmas_are_now_generating_good_morning_gifs/) makes us ponder how AI is understanding and mimicking human emotional expression in unexpected ways 👵.
![AI News: AI-generated good morning greeting GIFs](https://source.hubtoday.app/images/2025/11/news_01k97r32fke2gtv5gw976a794e.avif)
5. A tech blogger showcased how to push **Claude Code** to its limits, feeding 36 related articles to the AI to generate a deep learning resource library, complete with videos and audio 📚. The whole process took 80 minutes and browsed 440 resources, culminating in a **NotebookLM** project ready for others to learn from—a true masterclass in AI-assisted learning. If you're looking to dive deep into Claude Code's best practices, this [learning resource (AI News)](https://notebooklm.google.com/notebook/240a4d87-8e4c-4f83-9459-dd07a9c7c999) is an absolute must-see 💡!
![AI News: Learning material screenshot in NotebookLM](https://source.hubtoday.app/images/2025/11/news_01k97r3frbf4ctvwctdpsg4ac7.avif)
6. In the AI era, simply "doing" isn't enough anymore; **writing evaluations (evals)** is becoming a core competency, especially for AI Agent builders 📝. Industry leaders believe this skill covers everything from building datasets and validating results to linking technical metrics with business value, making it crucial for gauging the quality of AI systems. As superintelligence approaches, our education and work methods need a revamp, shifting from mere implementers to imaginative "evaluators" and "prompters." [Check out this profound perspective (AI News)](https://x.com/omarsar0/status/1985406276986098174) 🧠.
7. A renowned blogger shared an epic article, hailed as "comparable to the early mobile internet blockbusters fifteen years ago," suggesting it might predict tech trends for the next decade or even longer 🚀. This widely discussed piece is seen as offering a valuable "future map" for the currently foggy tech industry. If you're also intrigued by [the grand narrative of tech trends (AI News)](https://m.okjike.com/originalPosts/6908dba53ea7571a788b67cc), you might want to give this highly anticipated, in-depth article a read 🗺️.
![AI News: Tech trends article sparking heated discussion](https://source.hubtoday.app/images/2025/11/news_01k97r3sb6f13rth26vtbr6mxv.avif)
---
## **AI News Daily Voice Version**
| 🎙️ **Xiao Yu Zhou Podcast** | 📹 **Douyin** |
| --- | --- |
| [Laisheng Xiaojiuguan (Podcast)](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG)|
| ![Xiaojiuguan](https://source.hubtoday.app/logo/f959f7984e9163fc50d3941d79a7f262.md.png) | ![Intelligence Station](https://source.hubtoday.app/logo/7fc30805eeb831e1e2baa3a240683ca3.md.png) |

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@@ -2,61 +2,101 @@
linkTitle: AI Daily
title: AI Daily-AI资讯日报
breadcrumbs: false
next: /en/2025-11/2025-11-03
next: /en/2025-11/2025-11-04
description: Your daily source for curated AI news, practical tools, and actionable
tutorials to master Artificial Intelligence;
cascade:
type: docs
---
## AI News Daily 2025/11/4
## AI News Daily 2025/11/5
> AI News | Daily Morning Read | Web Data Aggregation | Cutting-Edge Science Exploration | Industry Voice | Open Source Innovation | AI & Human Future | [Visit Web Version](https://ai.hubtoday.app/) | [Join Group Chat](https://source.hubtoday.app/logo/wechat-qun.jpg)
> AI News | Daily Read | Web Data Aggregation | Frontier Science Exploration | Industry Free Expression | Open Source Innovation | AI & Human Future | [Visit Web Version↗️](https://ai.hubtoday.app/) | [Join Group Chat](https://source.hubtoday.app/logo/wechat-qun.jpg)
### **Today's Digest**
```
Alibaba's AI coding tool Qoder now fully supports JetBrains IDEs, enhancing the dev experience.
In industry news, Google's VP of Search stated that ads aren't going away; they'll evolve with AI into new forms.
AI video generation tech, Odyssey-2, achieves real-time interaction, letting users walk freely in AI-generated scenes.
Meanwhile, a US netizen successfully slashed a massive $195,000 medical bill to $33,000 using Claude.
OpenAI's internal power struggle details were exposed as leaked testimony revealed the specifics behind CEO Sam Altman's ousting.
Ant Digital released a multilingual visual training framework, aiming to tackle the challenges of low-resource language processing.
ByteDance's TRAE platform officially delisted all Claude series models due to supplier policy adjustments.
In the industry, Alibaba's Tongyi Qianwen won the AI investment competition with a remarkable 22.32% return rate.
Meanwhile, Japan's Studio Ghibli and several other content creators demanded OpenAI stop unauthorized use of their copyrighted material.
AI is also sparking discussions about a "jobless profit boom," with its impact on the job market prompting deep reflection.
```
### Products & Feature Updates
1. **Alibaba's AI coding tool Qoder** is now fully supporting the **JetBrains** IDE lineup! We're talking **IntelliJ**, **PyCharm**, **GoLand**, and more, promising a super seamless AI-powered coding experience for developers. This update packs a punch with powerful features like **Agent Mode**, which automatically picks the best model, **Inline Chat** for real-time conversations, and smart code suggestions. Basically, it's designed to make Java, Rust, and Go developers' productivity absolutely skyrocket. [Qoder deeply integrates multiple top large models (AI News)](https://www.aibase.com/zh/news/22473), using automatic routing to match the best model for different tasks, so devs don't have to manually switch. Talk about harnessing the power of AI with zero fuss! 🤯<br/>![AI News: Alibaba Qoder Programming Tool](https://source.hubtoday.app/images/2025/11/news_01k95498b5f23ryg411ttpztsv.avif)<br/>
2. **MiniMax**, a big player in the open-source large model arena, just announced that its next-gen **M2.1** model is dropping in the next 1-2 weeks! This move is all about pushing their "intelligent inclusion" strategy even further. Before this, the **M2** model totally blew up in the developer community thanks to its killer cost-performance ratio and awesome optimizations for **AI Agents** and code generation. Plus, MiniMax's open approach, offering its Agent services for free, quickly built up a massive user base. [The launch of M2.1 will further solidify its advantage in performance and price (AI News)](https://www.aibase.com/zh/news/22472), giving developers an even stronger foundation to build smarter apps. Talk about a power move! 💪<br/>![AI News: MiniMax M2.1 Model Coming Soon](https://source.hubtoday.app/images/2025/11/news_01k9549mxtf0a8d0snd4tkx9fm.avif)<br/>
3. Alright, get ready for a "zero-code" revolution, because **Pokee AI** is leading the charge! This automation workflow platform lets users create a smart agent that actually gets tasks done with just a single natural language instruction. Say goodbye to complex node configurations and endless coding! 🙅‍♀️ The platform automatically understands your task intent, breaks it down, calls upon thousands of popular applications, and executes them after your confirmation. It delivers super simple user interaction and powerful cross-platform automation capabilities. [The emergence of Pokee AI marks a significant shift in intelligent agent technology from "complex configuration" to "natural language driven" (AI News)](https://www.aibase.com/zh/news/22457), dropping the barrier to building automated workflows to an all-time low. This is huge! 🚀
4. **Perplexity Patents**, a brand-new AI tool from **Perplexity**, just dropped, making patent searches as easy as a casual chat! And guess what? It's currently free for all users to test out. 🎉 You can ask questions like "Are there any AI patents related to language learning?" in plain English, and the system will spit out relevant patent collections, links to original documents, and even recommend patent info in related fields, seriously boosting research efficiency. This tool can also dig up "prior art" from unofficial sources, [providing users with an unprecedented patent information retrieval experience (AI News)](https://www.aibase.com/zh/news/22448) and making the patent world way less mysterious. Finally! ✨
5. At this year's **Adobe Max** conference, **Adobe** showcased a bunch of experimental AI tools, giving us a sneak peek into the future of creative productivity. One feature, "**Frame Shift**," was particularly mind-blowing, making video editing as simple as photoshopping an image! 🎨 This tool lets users remove or replace video content with a single click; the AI automatically identifies subjects, fills in backgrounds, and can even match lighting and perspective to the scene. Get this a puddle added to a video can even dynamically reflect a passing cat! 🐈 These AI experiments, dubbed "**Adobe Sneaks**," [are reshaping photo, video, and audio creation workflows in unprecedented ways (AI News)](https://www.aibase.com/zh/news/22447), making creative expression way more free and intelligent. Seriously cool stuff! 😎
### Product & Feature Updates
1. Ant Digital recently launched a game-changing **multilingual visual large model training framework**. This innovative framework aims to conquer the "communication barriers" of low-resource languages, truly enabling AI to achieve global coverage 🌍. Thanks to its unique "target language thinking" mechanism, the framework has delivered outstanding performance in multiple benchmark tests, even surpassing **GPT-4o** in certain tasks, effectively achieving a "dimension reduction" in low-resource language processing. This technology is already being utilized in ZOLOZ's [document recognition products (AI News)](https://www.aibase.com/zh/news/22513), providing robust technical support for global operations.
### Cutting-Edge Research
1. First up in research, **Alibaba's Qwen team** just dropped an early preview of **Qwen3-Max-Thinking**! While it's still an intermediate checkpoint in training, this model is already pulling off some insane feats. With the help of tool use and expanded computation, it scored a mind-blowing **100%** on tough reasoning benchmarks like **AIME 2025** and **HMMT**. Seriously impressive stuff! [Already showing its prowess even during the training phase (AI News)](https://chat.qwen.ai/?thinking=true), users can now get a sneak peek at its power via **Qwen Chat** and Alibaba Cloud APIs. This latest development totally solidifies the Qwen series' lead in complex reasoning tasks. What a beast! 🧠<br/>![AI News: Qwen3-Max-Thinking Performance on Reasoning Benchmarks](https://source.hubtoday.app/images/2025/11/news_01k9549rx7evn9trg1x3dfr190.avif)<br/>
2. Protecting 3D point cloud content has always been a real head-scratcher when it comes to copyright, but a new paper just dropped a robust **deep neural watermarking framework** that's here to save the day! It tackles the problem by embedding binary watermarks into the singular values of point cloud blocks and then extracting them using a **PointNet++** neural network. The experiments are super promising, showing that even under heavy attacks like rotation, scaling, and cropping, this method's bit accuracy and Intersection over Union (IoU) still blow traditional methods out of the water, demonstrating stellar watermark recovery capabilities. [This research provides strong technical assurance for the intellectual property protection of 3D content (AI News)](https://arxiv.org/abs/2510.27533), ensuring creators' work gets the reliable protection it deserves. Big win for IP! 🚀
3. In today's hyper-connected world, products aren't just standalone items; they're nodes within complex network systems, which throws a huge wrench into traditional life cycle management. 🤯 But fear not! A new paper dives deep into the challenges and countermeasures for "**System of Systems**" (SoS) life cycle management, proposing a practical reference framework centered around **Model-Based Systems Engineering (MBSE)**. This framework highlights four key principles: **reference architecture, end-to-end configuration, model curation, and measurable value contribution**. It [provides a clear roadmap for managers and practitioners to design scalable value streams in complex systems (AI News)](https://arxiv.org/abs/2510.27194). So, if you're wrestling with complex systems, this guide's got your back! ✅
2. ByteDance's AI service platform, **TRAE**, recently announced the official delisting of all **Claude series models** due to policy adjustments by its supplier, Anthropic. This move stems from Anthropic's decision to stop providing model services to companies with Chinese investment backgrounds, causing significant ripples within the domestic developer community that relies on its technology. While users can still access other models, this situation undoubtedly serves as a wake-up call for the rise of domestic large models, leaving a notable market void 📉.
`![AI News: Official announcement released by TRAE platform](https://source.hubtoday.app/images/2025/11/news_01k97qzesjfjmvg0b1gge9d2mf.avif)`
### Frontier Research
1. Tired of those easily identifiable "AI faces"? **FLUX.1 Krea [dev]**, the open-source image generation model from Krea AI and Black Forest Labs, is here to totally eliminate that "plastic feel." This model innovatively employs a two-stage training method, "learn broadly, then specialize," using **SFT** and their self-developed **TPO** (an RLHF technique) for aesthetic fine-tuning. This ensures generated images shed their stiffness and exude a natural artistic flair. If you're curious to experience [the "de-AI-fying" magic (AI News)](https://www.krea.ai/blog/flux-krea-open-source-release#starting-with-a-raw-base) firsthand, check out their impressive results ✨.
`![AI News: Unnatural traces in AI-generated images](https://source.hubtoday.app/images/2025/11/news_01k97qzxfxfe0rm21sr11qjsce.avif)![](https://source.hubtoday.app/images/2025/11/news_01k97r0cgaeksbkqj6xv473mkd.avif)`
2. A new study reveals that the current field of **AI gesture generation** is stuck in a self-congratulatory loop, lacking unified and scientific evaluation standards. This leads to various models boasting their own merits, with no clear indication of who the true champion is. To address this, researchers have introduced a standardized human evaluation protocol based on the **BEAT2** dataset, conducting large-scale crowdsourced tests on six recent models. The results uncover a harsh truth: newer models aren't always superior, and the entire field desperately needs an impartial "referee" ⚖️ to genuinely advance. You can [read this paper (AI News)](https://arxiv.org/abs/2511.01233) for more details.
3. A technical report on **SAIL-Embedding** offers an impressive answer to the question of how AI can understand all things and establish connections between them. This report details the construction of an all-encompassing **Omni-modal** embedding foundation model, a true "Rosetta Stone" for the AI world. Through multi-stage training, this model can process data from various modalities and inject powerful "collaborative perception" capabilities into recommendation systems, making recommendations feel like they truly understand you. These [research findings (AI News)](https://arxiv.org/abs/2510.12709) have already demonstrated significant results in real-world scenarios like TikTok, proving its immense potential 💪!
4. The **TaylorIR** framework is giving AI a serious upgrade for image super-resolution. While traditional Transformer models often see the world through "thick glasses," always a bit blurry when handling this task, TaylorIR acts like "contact lenses" for AI. It employs **1x1** pixel-level patch embedding and an innovative **TaylorShift** attention mechanism, achieving truly refined inference. This not only elevates image reconstruction quality to a new SOTA level but also reduces memory consumption by a whopping 60%, perfectly resolving the conflict between high-definition detail and computational efficiency. Friends [interested in this technological breakthrough (AI News)](https://arxiv.org/abs/2411.10231) can dive deeper into this skyrocketing performance 🚀.
### Industry Outlook & Social Impact
1. Good news for advertisers (maybe bad for ad-blockers)! **Google's VP of Search Products, Robbie Stein**, spilled the beans in an interview, clearly stating that ads aren't going anywhere in Google's search experience. In fact, he says they'll evolve into even more targeted new forms, powered by more refined user data within their **advanced search services**. 🤑 Stein revealed that Google has already kicked off some ad experiments in its advanced search, and in the future, they'll deliver innovative ad models based on complex natural language queries from users (like searching by taking a photo of shoes). [This means that as AI makes search smarter, Google's monetization strategy is also "evolving" in parallel (AI News)](https://www.aibase.com/zh/news/22467), making ads way more precise and native. Get ready for some hyper-personalized ads! 🎯
2. Hold up, AI video generation just shattered another boundary! 💥 **Odyssey-2** has unleashed true "**real-time interactive AI video**," letting users not only walk around in AI-generated scenes with their arrow keys but also input prompts to control video content on the fly. This means AI videos are no longer just one-way "playback"; they've transformed into interactive, explorable, dynamic worlds! The whole process has virtually no delay, making for an incredibly smooth experience. [The emergence of this technology will undoubtedly completely change the way we interact with video content (AI News)](http://odyssey.ml), empowering everyone to become the "director" of their own dreamscapes. Mind. Blown. 🤯<br/><video src="https://video.twimg.com/amplify_video/1985055091058253824/vid/avc1/1320x2868/f6NVRpPQ3bB4Z7AY.mp4?tag=21" controls="controls" width="100%"></video><br/>
1. In the recent AI large model investment competition, **Alpha Arena**, Alibaba's **Tongyi Qianwen Qwen3-Max** emerged victorious, snatching the crown with an astounding **22.32%** return rate, like a new Wall Street prodigy bursting onto the scene 💰. This contest pitted six top-tier AI models against each other, autonomously trading real capital in the cryptocurrency market, bringing AI's capabilities from theoretical benchmarks to the battlefield of actual money. This unique experiment not only showcases AI's immense potential in quantitative trading but also reveals a fresh perspective on AI decision-making. You can [check the detailed match results (AI News)](https://www.aibase.com/zh/news/22499).
`![AI News: Alpha Arena competition results ranking](https://source.hubtoday.app/images/2025/11/news_01k97r0menfn3bk0z5fpekats0.avif)`
### Top Open Source Projects
1. Ever wanted an autonomous AI agent that can think, browse the web, code, and run entirely locally? Well, **agenticSeek** (⭐22.9k) is your ultimate answer! It's dubbed the fully localized **Manus AI**, meaning no APIs, no monthly bills just pay your electricity bill and you're good to go. 💰 [This project makes powerful autonomous agents more accessible and secure than ever before (AI News)](https://github.com/Fosowl/agenticSeek), marking another huge milestone in democratizing AI. Get in on this, people! 🎉
2. Next up, we've got **LocalAI** (⭐36.5k), a free and open-source alternative to **OpenAI**, **Claude**, and more! This bad boy can be self-hosted and runs locally first, even on consumer-grade hardware without needing a GPU. Seriously impressive! 🤯 It supports generating text, audio, video, images, and other modalities its features are outrageously powerful. Plus, it supports distributed and decentralized inference, making it the ultimate "all-in-one bucket" for local AI. [With it, you can easily build your own "private cloud AI" (AI News)](https://github.com/mudler/LocalAI) and totally break free from cloud service dependency. What a game-changer! 🚀
3. Wondering which enterprise-grade agent platform reigns supreme? Look no further than **MaxKB** (⭐18.9k)! Thanks to its powerful and user-friendly features, it's become a hot pick in the open-source community. It helps businesses quickly build and manage their own agent applications. [This project aims to lower the barrier for enterprises to apply AI (AI News)](https://github.com/1Panel-dev/MaxKB), allowing agent technology to genuinely land in business scenarios and boost productivity. A true business booster! 📈
4. Dreaming of a desktop AI assistant that's always ready, understands context, and can keep up with your workflow? Say hello to **Everywhere** (⭐2.0k)! This bad boy was built for exactly that. It intelligently responds to your needs and seamlessly integrates multiple large language models and MCP tools. [This desktop AI assistant is dedicated to creating a unified, intelligent work entry point (AI News)](https://github.com/DearVa/Everywhere), making your digital life way more efficient and convenient. Your new productivity BFF! 😎
5. Last but not least in open-source projects, check out **PageIndex** (⭐3.1k)! This nifty document indexing tool is specifically designed for inference-based **RAG** (Retrieval Augmented Generation). It's all about helping AI deeply understand and leverage document content, leading to way more precise and insightful answers. [This project is crucial for improving the performance of RAG systems (AI News)](https://github.com/VectifyAI/PageIndex) and is a key piece in building top-notch knowledge Q&A systems. Smart stuff! 💡
2. Japan's animation titan, **Studio Ghibli**, along with several other content creators, has issued an ultimatum to OpenAI, demanding it cease the unauthorized use of copyrighted material to train AI models. The trigger for this incident was the ease with which tools like Sora could generate "Ghibli-style" images and videos. Even OpenAI's CEO was reportedly seen using such avatars, a classic case of "official memeing gone too far." CODA (Content Overseas Distribution Association, Japan) emphasizes that this "act first, ask questions later" model could constitute infringement in Japan, further fueling the global [AI copyright dispute (AI News)](https://www.aibase.com/zh/news/22479) 🔥.
### Social Media Buzz
1. The **OpenAI** drama just got a fresh new twist! 🍿 Leaked testimony video from **Ilya Sutskever** has dropped, revealing he prepped a whopping **52-page PPT** and sent it to the board via a self-destructing method. His core accusations against **Sam Altman**? "Persistent lying, sabotage, and instigating conflicts among executives." Yikes! 😬 The testimony suggests Ilya's intel mainly came from **Mira Murati**, and the whole ousting move seems to have lacked thorough planning, looking more like a "coup" fueled by emotions and secondhand info. [This leaked testimony reconstructs the inside story of the palace intrigue that shocked the tech world (AI News)](https://storage.courtlistener.com/recap/gov.uscourts.cand.433688/gov.uscourts.cand.433688.340.1.pdf), making it clear that even top scientists could use some lessons in corporate maneuvering. What a mess! 🤦‍♀️
2. You won't believe this wild story! 🤯 A US netizen shared their mind-blowing experience of using **Claude** to slash a colossal $195,000 medical bill down to just $33,000. Talk about an AI-powered "legal eagle"! 🦸‍♀️ By having the AI analyze the bill's itemized details and medical billing rules, they uncovered a ton of illegal duplicate charges by the hospital. Based on this, they drafted a letter with airtight logic and solid evidence to negotiate with the hospital, ultimately scoring a massive win. 🎉 [This story vividly demonstrates AI's immense potential for ordinary people in defending their rights and handling complex professional issues (AI News)](https://x.com/imxiaohu/status/1985174703976435861) a $20 subscription fee for over $160,000 in savings? That's an ROI that's absolutely off the charts! 📈<br/>![AI News: US Netizen Uses AI to Successfully Negotiate Down Huge Medical Bill](https://source.hubtoday.app/images/2025/11/news_01k954mg9ve50s7h2p5cqqpbxm.avif)<br/>
3. Still vexed by **ChatGPT's** notorious **em dashes** and those brainless "rainbow compliments"? 🤔 Well, a new tutorial has dropped the ultimate solution! By using **custom instructions**, you can not only completely zap those em dashes but also teach the AI to challenge you and give more critical answers. Talk about an upgrade! 🚀 A deeper dive reveals that the AI's "em dash addiction" might be because it was "fed" a ton of late 19th-century books, inheriting that era's writing style. How wild is that? [This interesting article not only provides practical Prompt techniques (AI News)](https://ruben.substack.com/p/emdash), but also takes us on a fun AI "archaeological" journey. Super insightful! ✨<br/>![AI News: Removing ChatGPT's Em Dashes with Custom Instructions](https://source.hubtoday.app/images/2025/11/news_01k954bt5ge49b8sp1negd7539.avif)<br/>
4. Wanna give your **AI Coding Agent** a "memory" so it makes fewer mistakes, cuts down on API costs, and just keeps learning? A developer just dropped their secret sauce! 🤯 They suggest having the **Agent** log all its code logic and past "gotchas" in editable **Markdown** files, then referencing these "notes" when tackling new tasks. This approach, by automating knowledge accumulation, totally outdoes manually managed **Claude Skills**, creating a self-contained knowledge loop that makes the AI smarter the more you use it in projects. Talk about next-level! 🚀 [Click to view the author's 12 public .md file templates (AI News)](https://x.com/shao__meng/status/1985143396152087005) and instantly equip your AI Agent with a brain. Go on, give it a try! ✨<br/>![AI News: Adding Memory Functionality to AI Coding Agent](https://source.hubtoday.app/images/2025/11/news_01k954mnq3f15s6t68v5005fxr.avif)<br/>
5. Last up in social buzz, the **Google PAIR team** just dropped their "**Human-Centered AI Design Guidelines**," emphasizing that technical accuracy doesn't automatically mean user trustworthiness. Building "human-centric AI systems" is the real game-changer! 💡 This guide isn't about teaching you how to train models; instead, it systematically explains how to integrate AI's capabilities into human decision-making processes in a transparent, understandable, and controllable way. It answers the three fundamental questions: **AI's role, boundaries, and responsibilities**. [This design framework aims to help developers and designers build a healthy trust relationship between models and humans (AI News)](https://x.com/imxiaohu/status/1985313202369139121) and is a super valuable, rare find in the AI product design world. A must-read for anyone in the space! ✅<br/>![AI News: Google PAIR Team's Design Guidelines](https://source.hubtoday.app/images/2025/11/news_01k954fn0dfstbaxhhsfzkayt5.avif)<br/>
3. OpenAI and **Amazon** have inked a seven-year, multi-billion dollar cooperation agreement, signaling that the strategic alliances among AI giants are entering a heated phase. This deal not only solidifies OpenAI's position in the cloud services arena but also provides Amazon with a formidable ally in the AI arms race. For the industry as a whole, this means the widespread adoption and application of top-tier AI models will accelerate even further, promising an even more thrilling cloud battle ahead 💥. [More collaboration details (AI News)](https://www.reddit.com/r/artificial/comments/1oo4l5q/openai_just_struck_another_multibilliondollar/) are available for perusal.
4. AI is sparking a discussion about a "**jobless profit boom**," with strategists warning that as AI replaces labor at an unprecedented pace, we might be facing a permanent loss of employment opportunities. This article delves into the decoupling phenomenon between corporate profit growth and job reduction—a thought-provoking economic signal. When increased productivity no longer equates to more job opportunities, how should we rethink future social structures and economic models? [Reading this in-depth analysis (AI News)](https://www.reddit.com/r/artificial/comments/1onmfzq/a_jobless_profit_boom_has_cemented_a_permanent/) might offer some insights 🤔.
5. AI-generated **hallucinations** are rapidly spreading online, creating a disturbing "information echo chamber" effect where AI might believe and amplify the same false information you do. One user shared how AI fabricated a lengthy description based on a non-existent event, and even Google's AI was briefly "fooled," exposing AI's vulnerability in fact-checking. This [case (AI News)](https://www.reddit.com/r/artificial/comments/1oniqha/fast_online_spread_of_ai_hallucinations/) warns us that distinguishing truth from falsehood becomes more crucial than ever 🚨 when AI acts as an information source.
6. AI voice agents have entered a new era, moving beyond merely offering technical solutions to directly "selling people" by providing full-process **digital employees** to replace human labor in specific roles. The article inventories 11 top US **voice agent** companies that have penetrated vertical sectors like customer service, rentals, car sales, and even market research, achieving a business closed-loop from conversation to execution. This marks a shift in the value of voice AI from "tool" to "workforce," potentially reshaping business models in many high-frequency dialogue scenarios in the future 💼. [View the full industry overview (AI News)](https://m.okjike.com/originalPosts/6908ea1a1ed9b53c783248f6).
7. An intriguing question is currently sparking heated debate online: Are we already unknowingly suffering from "**AI psychosis**"? Long before we even realized the existence of chatbots, search engine recommendations, news feeds, and social media algorithms have been subtly guiding our behavior and thoughts for over a decade. This post suggests that "chatbot psychosis" is merely the tip of the iceberg, and we might already be "digital natives" profoundly influenced by AI 🤖. [Join this philosophical debate (AI News)](https://www.reddit.com/r/artificial/comments/1ong3kt/what_if_were_all_already_suffering_from_ai/).
8. Despite enterprises pouring hundreds of billions into generative AI, a whopping 95% of organizations haven't seen any financial returns this is what's being dubbed the "**productivity paradox**." This article thoroughly dissects this phenomenon, using historical general-purpose technologies like the steam engine, electricity, and computers as examples. It highlights that the widespread adoption of disruptive technologies and subsequent productivity boosts require a lengthy "J-curve" process. AI's true explosion might still be waiting for the maturity of infrastructure, skills, and complementary products. To grasp [this profound insight (AI News)](https://ybzavo65ti.feishu.cn/wiki/YWHYwC87Ai3H1Sk7R13cazmPnob), this article is an absolute must-read 📚.
`![AI News: J-curve effect of technology adoption](https://source.hubtoday.app/images/2025/11/news_01k97r0vqbe5ar5cafbb4vvpe8.avif)`
### Open Source TOP Projects
1. Still scratching your head over how to build complex AI agents? The **Eino ADK** framework, specifically designed for Go language, has burst onto the scene, allowing you to easily build **Agent** and **Multi-Agent** systems like assembling LEGOs. It offers a complete solution set, from **ReAct** patterns to multi-agent collaboration, thoroughly tackling core challenges in traditional development like boilerplate code, state management, and process orchestration. If you want to quickly get started with AI Agent development, definitely [check out this project on GitHub (AI News)](https://github.com/cloudwego/eino); it'll make your development efficiency skyrocket 🚀.
`![AI News: Eino ADK Agent workflow diagram](https://source.hubtoday.app/images/2025/11/news_01k97r19ezev997bwfy0v56c2q.avif)`
2. Still tearing your hair out over server security configurations? The "[Linux Server Security Guide (AI News)](https://github.com/imthenachoman/How-To-Secure-A-Linux-Server)," which has amassed a whopping **⭐20.6k** stars on GitHub, is the "digital bodyguard" you've been looking for 🛡️. It's a continuously updated encyclopedia, detailing various best practices and operational steps for securing Linux servers, comprehensive and practical. Whether you're a DevOps newbie or a seasoned veteran, this guide will help you forge your server into an impenetrable fortress.
3. Does the "bloatware" that comes pre-installed with Windows systems leave you feeling bogged down? **Win11Debloat**, a [lightweight PowerShell script (AI News)](https://github.com/Raphire/Win11Debloat) that's garnered a high **⭐31.6k** stars on GitHub, is your custom-made "digital spring cleaning" magic wand 🧹. It can remove pre-installed apps, disable telemetry data, and apply various customized modifications with a single click, instantly refreshing your Windows 10 or 11 experience. Go ahead, give your operating system a SPA treatment and enjoy the ultimate clean feel ✨!
4. Tired of the shackles of centralized VPNs and single points of failure? The **edgevpn** project offers a brilliant solution: a completely **decentralized** P2P VPN that automatically forms a network without any central server 🌐. With just a shared token, you can create a private "secret tunnel" between your devices. This tool, [with ⭐1.4k stars on GitHub (AI News)](https://github.com/mudler/edgevpn), brings unprecedented freedom and security to network connections.
5. Always facing long waits and cumbersome client operations when downloading files from cloud storage? **LinkSwift**, the [download link acquisition tool (AI News)](https://github.com/hmjz100/LinkSwift) that's racked up **⭐8.4k** stars on GitHub, is essentially the "master key" for cloud drive users 🔑. Based on JavaScript, it supports eight major cloud drives including Baidu, Alibaba, and Xunlei, helping you easily grab direct file links and say goodbye to speed restrictions. Give this awesome tool a try and make your download experience smooth as silk! 💨
6. Curious to peek into the endless possibilities of AI agents? The **ottomator-agents** project on GitHub has open-sourced all AI agents hosted on the **oTTomator Live Agent Studio** platform, essentially an "AI agent zoo" 🦁. This [project (AI News)](https://github.com/coleam00/ottomator-agents), which has already garnered **⭐4.6k** stars, offers developers a fantastic treasure trove of inspiration and a learning platform. Whether you're hunting for new ideas or researching implementations, this place will totally blow your mind! 🤯
### Social Media Shares
1. A developer has packaged his frequently used reading analysis methods, such as **5W2H** and **reverse thinking**, into a Claude Skill, instantly transforming the AI assistant into a deep reading analyst 🧠. He not only open-sourced the Skill on GitHub but also demonstrated how to systematically enhance personal capabilities with AI tools, truly the ultimate form of knowledge management. If you're looking to own a custom-built thinking framework, definitely [check out his project (AI News)](https://github.com/ginobefun/deep-reading-analyst-skill); it might just spark some inspiration ✨.
`![AI News: User-created Claude Skill interface](https://source.hubtoday.app/images/2025/11/news_01k97r1p29eartervqgjyrtc97.avif)`
2. Hugging Face's **HuggingChat** has seriously become an "open-source large model buffet," integrating over **100** mainstream open-source LLMs in one go, including **GLM-4.6**, **Kimi-K2**, and **Llama**. Users can now effortlessly switch and experience top models from all over the world on a single platform, which is undoubtedly fantastic news for developers and AI enthusiasts alike. Go wild and explore in this ["model playground" (AI News)](https://huggingface.co/chat/); it's totally awesome! 🎉
`![AI News: HuggingChat model selection interface](https://source.hubtoday.app/images/2025/11/news_01k97r23bcev68m37c3t5t863w.avif)`
3. Bilibili has actually kicked off a public beta for its **Up host voice cloning** feature, which can translate Chinese Up hosts' videos into English using their own voices. Sounds pretty futuristic, right? However, users have posed the ultimate question: "Why would I want to listen to my favorite Up host speak English in a Chinese community?" While technically cool, this feature seems a bit puzzling 🤨 in terms of its practical application, sparking an amusing discussion about product demand positioning. [Check out this interesting share (AI News)](https://x.com/Jimmy_JingLv/status/1985661567686549760).
`![AI News: Bilibili voice cloning feature test interface](https://source.hubtoday.app/images/2025/11/news_01k97r2jezf1trapbx90wcdp0s.avif)`
4. AI has now even mastered generating "good morning greeting images" in that classic grandma style! Those glittering roses, spinning hearts, and nostalgic blessings are practically a "cyber renaissance." Netizens are cracking up but also feeling a bit weirded out: are we teaching machines to be nostalgic? This [interesting post (AI News)](https://www.reddit.com/r/artificial/comments/1oo3xnd/ai_grandmas_are_now_generating_good_morning_gifs/) makes us ponder how AI is understanding and imitating human emotional expression in unexpected ways 😂.
`![AI News: AI-generated good morning GIF](https://source.hubtoday.app/images/2025/11/news_01k97r32fke2gtv5gw976a794e.avif)`
5. A tech blogger showcased how to push **Claude Code**'s potential to the absolute limit. He "fed" 36 pieces of relevant content to AI, generating a deep learning resource library complete with video and audio. The entire process took 80 minutes, browsing 440 resources, and ultimately resulted in a **NotebookLM** project available for others to learn from—a true paradigm of AI-assisted learning. If you're eager to dive deep into Claude Code's best practices, this [learning resource (AI News)](https://notebooklm.google.com/notebook/240a4d87-8e4c-4f83-9459-dd07a9c7c999) is an absolute must-see 🔥.
`![AI News: Learning materials screenshot in NotebookLM](https://source.hubtoday.app/images/2025/11/news_01k97r3frbf4ctvwctdpsg4ac7.avif)`
6. In the AI era, simply knowing "how to do" isn't enough anymore; **writing evaluations (evals)** is emerging as a core competency, especially for AI Agent builders 🧑‍💻. Industry leaders believe this skill encompasses the entire process, from building datasets and validating results to linking technical metrics with business value, making it crucial for gauging the quality of AI systems. As superintelligence approaches, our education and work methods need reshaping, transforming us from mere executors into imaginative "evaluators" and "prompt engineers." [Check out this profound perspective (AI News)](https://x.com/omarsar0/status/1985406276986098174).
7. A renowned blogger has shared a powerful article, hailed as "comparable to the early hits of the mobile internet fifteen years ago," suggesting it might predict the trajectory of technology for the next decade or even longer 🚀. This widely debated piece is seen as offering a valuable "future map" 🗺️ for the currently foggy tech industry. If you're intrigued by the [grand narrative of technology trends (AI News)](https://m.okjike.com/originalPosts/6908dba53ea7571a788b67cc), you absolutely should read this highly anticipated, in-depth article.
`![AI News: Highly debated technology trend article](https://source.hubtoday.app/images/2025/11/news_01k97r3sb6f13rth26vtbr6mxv.avif)`
---
## **AI News Daily Voice Edition**
## **AI News Daily Audio Version**
| **Xiaoyuzhou** | **Douyin** |
| 🎙️ **Xiaoyuzhou** | 📹 **Douyin** |
| --- | --- |
| [Laisheng Bistro](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG)|
| ![Bistro](https://source.hubtoday.app/logo/f959f7984e9163fc50d3941d79a7f262.md.png) | ![Intel Station](https://source.hubtoday.app/logo/7fc30805eeb831e1e2baa3a240683ca3.md.png) |
| [Laisheng Xiaojiuguan](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG)|
| ![Podcast Tavern](https://source.hubtoday.app/logo/f959f7984e9163fc50d3941d79a7f262.md.png) | ![Intelligence Hub](https://source.hubtoday.app/logo/7fc30805eeb831e1e2baa3a240683ca3.md.png) |

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@@ -4,25 +4,25 @@ type: about
sidebar:
exclude: true
---
#### Hexi 2077 / justlovemaki
#### Hey there! I'm Hexi2077 / justlovemaki
> A decade of code, my fingers often flew,
> But a restless spirit sought something new.
> Then AI's storm began to surge and roar,
> I vowed to conquer, and explore much more.
Ten years coding, my fingers have flown,
But a restless spirit, still largely unknown.
Then AI's rumble, a storm on the rise,
Time to charge into the clouds, aiming for the skies!
#### My Code Philosophy 🤔
#### 💡 My Code Philosophy
> Technology serves the people.
Technology for the People!
#### Featured Work
#### ✨ My Cool Projects
* **[Open Source Project/CloudFlare-AI-Image](https://github.com/justlovemaki/CloudFlare-AI-Image)**:
* 🖼️ An AI image generation script, powered by Cloudflare Workers.
* **[Open Source Project/CloudFlare-AI-Insight-Daily](https://github.com/justlovemaki/CloudFlare-AI-Insight-Daily)**:
* 📰 This content aggregation and generation platform, driven by Cloudflare Workers, delivers daily AI insights straight to you! Think industry news, hot open-source projects, mind-blowing academic papers, and even tech influencers' social chatter.
* 🔗 For even more project details, check out my [GitHub](https://github.com/justlovemaki).
* **[Open Source Contribution/CloudFlare-AI-Image](https://github.com/justlovemaki/CloudFlare-AI-Image)**:
This AI image generation script is built on Cloudflare Worker. Super neat!
* **[Open Source Contribution/CloudFlare-AI-Insight-Daily](https://github.com/justlovemaki/CloudFlare-AI-Insight-Daily)**:
This content aggregation and generation platform, powered by Cloudflare Workers, daily curates the latest AI buzz for you. It covers industry news, hot open-source projects, cutting-edge academic papers, and even what tech bigwigs are jabbering about on social media!
* For more project details, dive into my [GitHub](https://github.com/justlovemaki).
#### What I'm Exploring Now 💡
#### 🌱 What I'm Geeking Out On Now
I'm super into LLM applications and website SEO right now, diving deep into learning and hands-on practice.
I'm super keen on LLM applications and website SEO. Seriously diving deep into learning and hands-on practice right now!

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@@ -6,22 +6,22 @@ sidebar:
---
# Contact Me
Got questions, collaboration ideas, or need some support? Hit me up! I'm always stoked to hear your thoughts and suggestions.
Reach out to me! I'm super happy to hear your thoughts and suggestions. If you've got any questions, collaboration ideas, or need some support, please contact me via the methods below.
And hey, I promise to get back to your emails ASAP.
I promise to reply to your emails ASAP.
---
## **Let's Connect**
## **Get in Touch!** 👋
* **Email:**
* [justlikemaki@qq.com](mailto:justlikemaki@qq.com)
* **WeChat:**
* **Personal WeChat:**
* {{< cards >}}
{{< card link="https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/refs/heads/main/docs/images/wechat.png" title="Personal WeChat" subtitle="Connect with me" image="https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/refs/heads/main/docs/images/wechat.png">}}
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* **Office Hours:**
* Monday - Friday, 9:00 AM - 6:00 PM (GMT+8)
* (Weekends and public holidays are for chilling 😉)
* Monday to Friday, 9:00 AM - 6:00 PM (GMT+8)
* (Weekends and public holidays: Chillin' out! 😎)

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@@ -10,168 +10,167 @@ sidebar:
---
Hey there! 👋 This Privacy Policy breaks down how we collect, use, and spill the beans (or not!) on your info when you're using our service. Plus, it's gonna tell you all about your privacy rights and how the law's got your back.
This Privacy Policy outlines our policies and procedures on the collection, use, and disclosure of your information when you use our service. It also spills the tea on your privacy rights and how the law's got your back.
So, what's the deal with your personal data? We use it to get our service running smoothly and make it even better for you. By jumping in and using our service, you're basically saying, "Yep, I'm cool with you collecting and using my info according to this Privacy Policy." Easy peasy!
Your personal data is super important to us! We use it to provide and level up our service. By using our service, you're giving us a thumbs-up 👍 to collect and use your info according to this Privacy Policy.
## Interpretations and Definitions
### Interpretations
Alright, so let's get our terms straight! Words that start with a capital letter have special meanings defined below. And hey, these definitions stay the same whether they're singular or plural, just so you know! 😉
Capitalized words have meanings defined under these conditions. Whether they appear in singular or plural form, these definitions rock 🤘 the same meaning.
### Definitions
For the lowdown on this Privacy Policy, here's what we mean by:
For the purposes of this Privacy Policy, here's the lowdown on what these terms mean:
- **Account** refers to a unique account set up just for you to get into our service, or specific parts of it.
- **Account** means a unique account created for you to access our Service or parts of our Service.
- **Affiliate** means an entity that controls, is controlled by, or is under common control with another party. "Control" here means holding 50% or more of the shares, equity interest, or other voting securities needed to elect directors or other managing bodies.
- **Affiliate** means an entity that controls, is controlled by, or is under common control with a party. Here, “control” means owning 50% or more of the shares, equity interest, or other securities entitled to vote for election of directors or other managing authority.
- **Company** (when we say "the Company," "We," "Us," or "Our" in this document) means **hubtoday**.
- **Company** (referred to as "the Company," "We," "Us," or "Our" in this Agreement) refers to **hubtoday**.
- **Cookies** are those tiny files a website tucks onto your computer, phone, or any other device. They hold bits of info like your browsing history on that site, and they do a bunch of other cool things too! 🍪
- **Cookies** are tiny files that a website drops on your computer, mobile device, or any other device. They contain details of your browsing history on that website, among other things, for various purposes.
- **Country** means: California, USA. 🇺🇸
- **Country** refers to: California, USA. 🇺🇸
- **Device** means pretty much anything you can use to hop onto our service—think computers, cellphones, or even your trusty digital tablet.
- **Device** means any gadget that can access the Service, like a computer, a cell phone, or a digital tablet.
- **Personal Data** is any info that's connected to an identified or identifiable individual.
- **Personal Data** is any info that relates to an identified or identifiable individual.
- **Service** means, well, this website!
- **Service** means the Website.
- **Service Provider** means any natural or legal person crunching data on behalf of the Company. Think of them as third-party companies or individuals we've hired to help run the service, provide services for us, or even just help us figure out how folks are using it. They're like our trusty sidekicks!
- **Service Provider** means any natural or legal person who processes data on behalf of the Company. Think of them as third-party companies or individuals hired by the Company to make the Service happen, provide the Service on our behalf, perform Service-related duties, or help us analyze how the Service is being used.
- **Usage Data** is that data collected automatically, usually generated from you using the service or from the service's own infrastructure (like how long you chill on a certain page).
- **Usage Data** refers to data automatically collected, generated either by using the Service or by the Service infrastructure itself (for example, the duration of a page visit).
- **Website** means **hubtoday**, which you can find chilling at `https://ai.hubtoday.app/`.
- **Website** refers to **hubtoday**, which you can hit up at `https://ai.hubtoday.app/`.
- **You** means the awesome individual checking out or using our service, or if you're representing them, the company or legal entity doing the accessing. That's you!
- **You** means the individual accessing or using the Service, or the company or other legal entity on behalf of which such individual is accessing or using the Service.
## Collecting and Using Your Personal Data
### Types of Data Collected
### Types of Data We Collect
#### Personal Data
When you're hanging out on our service, we might ask you for some personally identifiable info. This helps us get in touch or figure out who you are. This kind of info could include, but isn't limited to:
When you're using our Service, we might ask you to share some personally identifiable information that we can use to contact or identify you. This personal info could include, but isn't limited to:
- Email address 📧
- Usage Data
- Email address
- Usage Data
#### Usage Data
Here's the scoop on Usage Data: it's automatically gathered whenever you're using our service.
Usage Data is automatically collected when you're rocking 🎸 the Service.
This data might include cool stuff like your device's Internet Protocol address (aka that trusty IP address), your browser type and version, which pages you're checking out on our service, the exact time and date of your visit, how long you're hanging around on those pages, unique device identifiers, and other diagnostic data.
Usage Data might include your Device's Internet Protocol address (think IP address), browser type, browser version, the pages of our Service you visit, the time and date of your visit, how long you chill on those pages, unique device identifiers, and other diagnostic data.
If you're accessing the service via your mobile device, we might automatically collect some info there too. This includes (but isn't limited to!) the type of mobile device you're rocking, its unique ID, your mobile IP address, your mobile operating system, the type of mobile internet browser you're using, unique device identifiers, and other diagnostic data.
When you access the Service via a mobile device, we might automatically collect certain info. This includes, but isn't limited to, the type of mobile device you're using, your mobile device's unique ID, your mobile device's IP address, your mobile operating system, the type of mobile Internet browser you're using, unique device identifiers, and other diagnostic data.
Oh, and whenever you visit our service—whether on desktop or mobile—we might also grab the info your browser sends our way.
Your browser also sends us information that we might collect when you visit our Service or access the Service through a mobile device.
### Tracking Technologies and Cookies
So, how do we keep tabs on what's happening and remember your preferences? We use Cookies and other neat tracking tech to watch activity on our service and stash away certain info. These tracking goodies include things like beacons, tags, and scripts all used to collect data, keep track of stuff, and ultimately make our service better and analyze how it's being used. Some of the tech we use might be:
We use Cookies and similar Tracking Technologies to keep tabs on activity on our Service and store certain info. The tracking tech we use includes beacons, tags, and scripts, all for collecting and tracking info, plus improving and analyzing our Service. The tech we might use includes:
- **Cookies or Browser Cookies**: Basically, a Cookie is just a tiny file popped onto your device. You can totally tell your browser to reject all Cookies or give you a heads-up when one's being sent. But, heads-up: if you don't accept Cookies, some parts of our service might not work quite right for you. Unless you've specifically told your browser to block 'em, our service will likely be using Cookies.
- **Cookies or Browser Cookies**: A Cookie is a small file chilling on your device. You can tell your browser to reject all Cookies or to give you a heads-up 🚨 when one is being sent. But, if you don't take Cookies, you might not be able to use some parts of our Service. Unless you've tweaked your browser settings to give Cookies the boot, our Service might just use 'em.
- **Web Beacons**: Web Beacons are tiny electronic files (also known as clear gifs, pixel tags, and single-pixel gifs) that some sections of our Service and our emails might contain. These little guys allow the Company, for example, to count users who've visited those pages or opened an email, and for other website stats (like recording the popularity of a certain section and double-checking system and server integrity). Pretty neat, huh?
- **Web Beacons**: You might find these small electronic files, also called clear gifs, pixel tags, or single-pixel gifs, lurking in some parts of our service and our emails. They're super handy for us to count users who've visited certain pages or opened an email, and for other cool website stats (like checking out how popular a section is or making sure our systems are shipshape).
Cookies can be "Persistent" or "Session" Cookies. When you go offline, Persistent Cookies stick around on your personal computer or mobile device. Session Cookies, on the other hand, peace out ✌️ the moment you close your web browser.
Just so you know, Cookies come in two flavors: "Persistent" or "Session" Cookies. Persistent Cookies stick around on your computer or phone even after you've logged off, while Session Cookies vanish the moment you close your web browser. Poof! 💨
We use both Session and Persistent Cookies for the following awesome purposes:
We actually use both Session and Persistent Cookies for these reasons:
- **Necessary / Essential Cookies**
- **Type**: Session Cookies
- **Administered by**: Us
- **Purpose**: These Cookies are absolutely essential for hooking you up with services available through the Website and letting you use some of its cool features. They help verify users and prevent dodgy use of user accounts. Without these Cookies, the services you've asked for simply can't be provided, and we only use these Cookies to deliver those services to you. Period.
- **Necessary / Essential Cookies**
- **Type**: Session Cookies
- **Administered by**: Us
- **Purpose**: These Cookies are absolutely crucial for getting our website services to you and letting you use some of its key features. They're like the bouncers at a club, helping us verify who you are and keeping those pesky fraudulent account uses at bay. Without these bad boys, the services you're asking for just wouldn't be possible, and trust us, we only use them to make sure you get what you came for.
- **Cookies Policy / Notice Acceptance Cookies**
- **Type**: Persistent Cookies
- **Administered by**: Us
- **Purpose**: These Cookies are used to figure out if users have given a thumbs-up 👍 to the use of cookies on the Website.
- **Cookies Policy / Notice Acceptance Cookies**
- **Type**: Persistent Cookies
- **Administered by**: Us
- **Purpose**: These Cookies are like our little reminders to see if you've already given us the thumbs-up to use cookies on the website. No need to ask twice! 👍
- **Functionality Cookies**
- **Type**: Persistent Cookies
- **Administered by**: Us
- **Purpose**: These Cookies let us remember the choices you make when you use the Website, like recalling your login deets or language preferences. The whole point of these Cookies is to give you a more personalized experience and save you the hassle of having to re-enter your preferences every single time you use the Website. Sweet!
- **Functionality Cookies**
- **Type**: Persistent Cookies
- **Administered by**: Us
- **Purpose**: These Cookies are the smart ones! They help us remember your choices when you're cruising around our website, like saving your login deets or your preferred language. The whole point here is to give you a super personalized experience and save you the hassle of typing in your preferences every single time you visit. Sweet!
For more info about the Cookies we use and your choices regarding Cookies, hit up our Cookies Policy or the Cookies section of our Privacy Policy.
Wanna know more about the Cookies we use and what your options are? Just hop over to our Cookies Policy or check out the Cookies section right here in our Privacy Policy.
### How We Use Your Personal Data
The Company might use Personal Data for the following awesome purposes:
### Use of Your Personal Data
Alright, so the Company might use your Personal Data for these specific reasons:
- **To provide and maintain our Service**, including keeping an eye on how our Service is being used.
- **To manage Your Account**: managing your registration as a user of the Service. The Personal Data you give us can get you access to different functionalities of the Service that are available to you as a registered user.
- **For the performance of a contract**: developing, complying with, and undertaking the purchase contract for the products, items, or services you've bought or any other contract with Us through the Service.
- **To contact You**: to get in touch with you via email, phone calls, SMS, or other equivalent forms of electronic communication (like mobile app push notifications) regarding updates or informative communications related to the functionalities, products, or contracted services, including security updates, when it's necessary or reasonable.
- **To provide You with news**, special offers and general info about other goods, services, and events which we offer that are similar to those you've already bought or enquired about, unless you've said "nope" to receiving such info.
- **To manage Your requests**: to attend to and manage your requests to Us.
- **For business transfers**: Your information might be used by us to evaluate or carry out a merger, divestiture, restructuring, reorganization, dissolution, or other sale or transfer of some or all of our assets. This could be as a going concern or as part of bankruptcy, liquidation, or similar proceeding, where Personal Data held by us about our Service users is among the assets transferred. Business stuff, ya know?
- **For other purposes**: Your information might be used by us for other cool purposes, like data analysis, spotting usage trends, figuring out how effective our promotional campaigns are, and to evaluate and improve our Service, products, marketing, and your overall experience. We're always trying to make things better! ✨
- **To provide and maintain our Service**: This includes keeping an eye on how our service is being used, making sure everything's running smoothly.
- **To manage Your Account**: We'll handle your registration as a user of the service. The Personal Data you hand over gives you access to all the different features available to registered users.
- **For the performance of a contract**: This means working on, sticking to, and delivering on the purchase contract for any products, items, or services you've bought, or any other contract you've made with us through the service.
- **To contact You**: We might reach out to you via email, phone calls, SMS, or other electronic communication forms (like push notifications from our mobile app). This is for updates or info messages related to features, products, or contracted services, including security updates, whenever it's necessary or makes sense.
- **To provide You with news and offers**: We'll send you news, special offers, and general info about other goods, services, and events we're slinging that are similar to what you've already bought or asked about. Of course, this is unless you've opted out of getting such info.
- **To manage Your requests**: We'll process and handle all your requests to us.
- **For business transfers**: We might use your info to check out or go through with a merger, divestiture, restructuring, reorganization, dissolution, or any other sale or transfer of some or all of our assets. This could be as a going concern or as part of bankruptcy, liquidation, or similar proceedings, where the Personal Data we hold about our service users is among the assets being transferred.
- **For other purposes**: We might totally use your info for other stuff too, like data analysis, spotting usage trends, figuring out how effective our promo campaigns are, and evaluating and improving our service, products, marketing, and your overall experience.
Your personal information might be shared by us in the following scenarios:
Now, about sharing your personal info—we might do that in these scenarios:
- **With Service Providers**: We might share your personal info with our Service Providers to monitor and analyze how our service is used, and to get in touch with you.
- **For Business Transfers**: If we're looking at a merger, selling off company assets, financing, or acquiring all or part of our business by another company, we might share or transfer your personal info during those negotiations or the actual process. It's all part of the business dance!
- **With Affiliates**: We could share your info with our affiliates. Don't worry, we'll make sure they play by the rules of this Privacy Policy too. Our affiliates include our parent company, any subsidiaries, joint venture partners, or other companies we control or are under common control with.
- **With Business Partners**: We might share your info with our business partners to hook you up with specific products, services, or awesome promotions.
- **With Other Users**: If you spill your personal info or interact with other users in public areas, well, that info might be seen by everyone and could even be publicly distributed outside the service. Just a heads-up! 📢
- **With Your Consent**: If you give us the green light, we might dish out your personal info for any other purpose you agree to.
- **With Service Providers**: We might share your personal info with Service Providers to keep an eye on and analyze the use of our Service, and to get in touch with you.
- **For business transfers**: We might share or transfer your personal info during negotiations of, or in connection with, any merger, sale of Company assets, financing, or acquisition of all or a portion of our business by another company.
- **With Affiliates**: We might share your info with our Affiliates. If we do, we'll totally require those Affiliates to honor this Privacy Policy. Affiliates include our parent company and any other subsidiaries, joint venture partners, or other companies that we control or that are under common control with us.
- **With business partners**: We might share your info with our business partners to hook you up with certain products, services, or promotions.
- **With other users**: When you share personal info or interact in public areas with other users, that info might be seen by all users and could even be publicly distributed outside. So, maybe don't spill all the beans! 🤫
- **With Your consent**: With Your consent, we might spill your personal info for any other purpose. (Only if you say it's cool!)
### Retention of Your Personal Data
So, how long do we keep your Personal Data? 🕰️ The Company will only hold onto it for as long as it's absolutely necessary for the reasons we've spelled out in this Privacy Policy. We'll also keep and use your Personal Data as much as we need to meet our legal obligations (like if we have to hold your data to follow the law), iron out any disagreements, and make sure our legal agreements and policies are upheld.
The Company will only hold onto your Personal Data for as long as it's necessary for the purposes outlined in this Privacy Policy. We'll keep and use your Personal Data to the extent needed to comply with our legal obligations (like if we're required to keep your data to obey applicable laws), hash out disputes, and enforce our legal agreements and policies.
The Company will also hold onto Usage Data for our internal analysis. Usually, Usage Data chills with us for a shorter time, unless we need it to seriously beef up the security or supercharge the functionality of our service, or if the law tells us we gotta keep it for longer.
The Company also keeps Usage Data for internal analysis purposes. Usage Data usually sticks around for a shorter period, unless it's used to beef up the security or improve the functionality of our Service, or if we're legally obligated to hold onto this data for longer periods.
### Transfer of Your Personal Data
Okay, so your info (including your Personal Data!) gets processed at the Company's main offices and wherever else our processing partners are chilling. This means your data might actually get zipped over to and stored on computers outside your home state, province, country, or whatever government area you're in. Why does that matter? Well, data protection laws in those spots might be different from yours.
Your information (including Personal Data) gets processed at the Company's operating offices and any other spots where the parties involved in the processing are located. This means your info might get transferred to and maintained on computers located outside of your state, province, country, or other governmental jurisdiction where the data protection laws might be different from yours.
By giving this Privacy Policy a nod and sending us your info, you're essentially giving us the green light for that transfer. 🚦
By agreeing to this Privacy Policy and submitting such info, you're giving a nod to that transfer.
The Company is gonna take all the reasonable and necessary steps to make sure your data is handled safely and in line with this Privacy Policy. We won't ever transfer your Personal Data to an organization or country unless there are seriously awesome controls in place, especially for the security of your data and other personal info. No sketchy business here!
The Company will take all reasonably necessary steps to make sure your data is treated securely and totally in line with this Privacy Policy. No transfer of your Personal Data will happen to an organization or a country unless there are adequate controls in place, including the security of your data and other personal information. We got your back! 💪
### Delete Your Personal Data
Guess what? You've got the power to delete your Personal Data, or at least ask us for a hand in deleting the stuff we've collected about you! 💥
### Deleting Your Personal Data
You have the right to delete your Personal Data or ask us to give you a hand in deleting the Personal Data we've collected about you. Just say the word!
Our service might even let you zap certain info about yourself right from within the service itself. How cool is that?
Our Service might give you the power to delete certain info about yourself right from within the Service.
You can totally update, tweak, or delete your info anytime by logging into your account (if you've got one, of course!) and heading over to the account settings where you can manage all your personal deets. Or, hey, just hit us up directly to ask for access, corrections, or to delete any personal info you've given us.
You can update, amend, or delete your info anytime by logging into your Account (if you've got one) and hitting up the account settings section that lets you manage your personal info. You can also totally contact us to request access to, correct, or delete any personal info you've given us.
But, just a little heads-up: sometimes we might need to hang onto certain info if we've got a legal obligation or a legit reason to do so. Just keeping it real!
But heads up! 💡 We might need to hang onto certain info when we have a legal obligation or a lawful basis to do so.
### Disclosure of Your Personal Data
#### Business Transactions
Heads up! If the Company ever gets into a merger, acquisition, or an asset sale, your Personal Data might be on the move. We'll definitely give you a shout before your Personal Data is transferred and falls under a different Privacy Policy. Just keeping you in the loop!
If the Company gets into a merger, acquisition, or asset sale, your Personal Data might get transferred. We'll give you a heads-up 📣 before your Personal Data is transferred and becomes subject to a different Privacy Policy.
#### Law Enforcement
Sometimes, things get a bit official. Under certain circumstances, the Company might have to spill your Personal Data if the law demands it or if public authorities (like a court or government agency) hit us with a valid request. We gotta play by the rules! 👮‍♀️
#### Law enforcement
The Company might be asked to spill your Personal Data in certain scenarios if required by law or in response to valid requests by public authorities (like a court or a government agency). We gotta play by the rules!
#### Other Legal Requirements
The Company might also feel it's necessary (and we'll truly believe it's for the best) to disclose your Personal Data to:
- Follow a legal obligation.
- Protect and defend the Company's rights or property.
- Stop or investigate potential wrongdoing connected with the service.
- Keep users of the service or the public safe.
- Guard against legal liability.
The Company might spill your Personal Data in the good faith belief that such action is necessary to:
- Comply with a legal obligation
- Protect and defend the rights or property of the Company
- Prevent or investigate possible wrongdoing in connection with the Service
- Protect the personal safety of Users of the Service or the public
- Protect against legal liability
### Security of Your Personal Data
Look, keeping your Personal Data safe and sound is super important to us! 🔐 But let's be real: no method of sending stuff over the internet or storing it electronically is ever 100% foolproof. While we totally bust our chops to use commercially accepted ways to protect your Personal Data, we just can't promise it's absolutely, positively, 100% secure. We're doing our best, though!
The security of your Personal Data is a big deal to us! But remember, no method of transmission over the Internet or method of electronic storage is ever 100% foolproof. While we totally try our best to use commercially acceptable ways to protect your Personal Data, we just can't guarantee its absolute security. It's a wild web out there! 🌐
## Children's Privacy
Our service isn't aimed at anyone under 13, period. We're super careful not to knowingly collect any personally identifiable info from kids under that age. If you're a parent or guardian and you find out your little one has given us Personal Data, please, please get in touch with us! 🙏 If we ever discover we've accidentally scooped up Personal Data from anyone under 13 without verified parental consent, we'll spring into action and delete that info from our servers. Pronto!
Our Service isn't meant for anyone under the age of 13. We don't knowingly collect personally identifiable info from anyone under 13. If you're a parent or guardian and you know your child has given us Personal Data, please get in touch with us. If we figure out that we've collected Personal Data from anyone under 13 without verification of parental consent, we'll take steps to delete that info from our servers. Kids, stick to playing outside! 🤸‍♀️
And hey, if we need to get consent as a legal reason for processing your info, and your country says a parent's consent is a must-have, then we might ask for your parent's permission before we collect and use that info. Just making sure everyone's on board!
If we need to rely on consent as a legal basis for processing your info and your country requires consent from a parent, we might ask for your parent's consent before we collect and use that info.
## Links to Other Websites
Our service might have links leading to other websites that aren't run by us. Just a heads-up! If you click on one of those third-party links, you'll be whisked away to *their* site. We really, really, *really* recommend you take a peek at the Privacy Policy of every single site you visit. Better safe than sorry!
Our Service might contain links to other websites that aren't operated by us. If you click on a third-party link, you'll be whisked away 🚀 to that third party's site. We totally recommend you check out the Privacy Policy of every site you visit.
We don't have any say over, and can't take responsibility for, the content, privacy policies, or practices of any third-party sites or services. So, browse wisely! 🤓
We have zero control over, and assume no responsibility for, the content, privacy policies, or practices of any third-party sites or services. Just a heads-up! 😉
## Changes to this Privacy Policy
Things change, right? So, we might update our Privacy Policy every now and then. When we do, we'll let you know about any tweaks by just posting the spanking new Privacy Policy right here on this page.
We might update our Privacy Policy from time to time. When we make changes, we'll let you know by posting the new Privacy Policy on this page.
Before any big changes actually kick in, we'll give you a heads-up via email and/or a super noticeable announcement on our service. And, of course, we'll update that "Last Updated" date right at the top of this Privacy Policy.
Before the changes kick in, we'll give you a heads-up 🔔 via email and/or a prominent notice on our Service and update the "Last updated" date at the top of this Privacy Policy.
We totally recommend you check back on this Privacy Policy regularly to catch any changes. Any updates to this Privacy Policy become effective the moment they're posted on this page. Easy peasy!
It's a good idea to periodically review this Privacy Policy for any changes. Changes to this Privacy Policy are effective when they're posted on this page. Stay in the loop! 🔄
## Contact Us
Got any burning questions about this Privacy Policy? 🔥 No sweat! You can totally get in touch with us through these channels:
If you have any questions about this Privacy Policy, you can totally hit us up:
- 📧 **Email**: [justlikemaki@foxmail.com](mailto:justlikemaki@foxmail.com)
- 📧 **Email**: [justlikemaki@foxmail.com](mailto:justlikemaki@foxmail.com)

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# Terms of Service
*Effective: June 1, 2025*
*Effective Date: June 1, 2025*
---
👋 Welcome to **ai.hubtoday**! Before you dive into our awesome services, please take a moment to read these Terms of Service. By visiting or using **ai.hubtoday**, you're basically saying "I agree!"
Welcome to **ai.hubtoday** (referred to here as "the Site" or "we")! 🎉 Before you dive into using our services, please take a moment to read through these Terms of Service. By accessing or using the Site, you're basically saying, "Yep, I agree to all this!"
## 1. About Our Services
Our services at **ai.hubtoday** hook you up with paid subscription content and member perks, like blog posts, exclusive resources, e-books, and community vibes. Heads up: some content is only for our subscribed users!
## 1. Service Overview
The Site offers users a bunch of paid subscription content and member services. Think blog posts, exclusive resources, e-books, and even community interaction and that's just scratching the surface! 🤩 Just a heads-up, though, some content is only for our awesome subscribers.
## 2. User Registration & Accounts
* To snag an account, **users** just need to give us a valid email and set up a password.
* **Users**, you're totally on the hook for your account's security and anything that happens with it. Sharing or transferring your account? Big no-no! 🙅‍♀️
* **ai.hubtoday** can, and will, suspend or terminate accounts if users breach these terms.
* Users need to sign up for an account by providing a valid email address and setting a password. Easy peasy!
* Users are responsible for keeping their account secure and for all activities happening under it. Seriously, **no transferring or sharing** your account that's a big no-no! 🙅‍♀️
* The Site reserves the right to **suspend or terminate** a user's account if they break these terms. Don't say we didn't warn ya! 😉
## 3. Paid Subscription Services
* Our subscription services are billed monthly or annually, with all costs clearly shown on the checkout page.
* Payments? They're all handled through third-party platforms like Stripe or PayPal. **ai.hubtoday** won't ever stash your payment info.
* Your subscription will totally auto-renew unless you cancel before your current billing cycle ends.
* **Our 14-day Refund Policy** is pretty sweet: First-time subscribers, if you're not vibing with our service within 14 days of purchase, you can snag a full refund. Just hit us up at the contact email at the end of these terms and tell us why. Heads up, though: it's a one-time deal per user. After 14 days or for repeat subscribers, all payments are final unless the law says otherwise, of course.
* Subscription services are billed on a monthly or annual basis, with costs clearly laid out on the checkout page. No hidden surprises here! 💸
* All payments are processed securely through third-party platforms like Stripe or PayPal. We don't store your payment info on our end, so you can breathe easy. 🔒
* Subscriptions will **automatically renew** unless you cancel before your current billing cycle ends. Keep an eye on that calendar!
* **Our 14-day refund policy** is pretty sweet: if you're a first-time subscriber and not totally stoked with our service within 14 days of purchase, you can snag a full refund. Just hit us up via the contact email at the end of these terms and tell us why you're bouncing. Each user gets one shot at this refund, so use it wisely! After 14 days, or if it's not your first rodeo with us, payments are generally **non-refundable**, unless the law absolutely says otherwise. Fair's fair, right?
## 4. Content Use & Intellectual Property
* All original content? That's **ai.hubtoday**'s baby! Please don't copy, repost, or use it for commercial stuff without getting our OK first.
* **Users** only get a non-exclusive, non-transferable right to access our content for personal learning and reading.
* For commercial use or if you want to quote a lot, hit us up at **ai.hubtoday** for authorization.
## 4. Content Usage & Intellectual Property
* All original content is **copyrighted by the Site (hubtoday)**. That means you can't just copy, repost, or use it for commercial purposes without our say-so. Play nice! 😉
* Users only get a **non-exclusive, non-transferable right** to access content for personal learning and reading. It's for your eyes only, basically.
* For commercial use or if you want to quote a lot, please hit up the Site to get authorization. Let's chat first! 🤝
## 5. User Conduct Guidelines
* As for user conduct, **please don't** upload, post, or spread any illegal, harassing, fake, offensive, or rights-infringing content. Seriously, don't. 🚫
* Using tech tricks to bulk download, scrape, or crack member content? **Also a no-go!**
* **ai.hubtoday** can totally remove inappropriate content and ban users who play dirty.
* Users are strictly prohibited from uploading, posting, or spreading any content that's illegal, harassing, false, offensive, or infringes on others' rights. Keep it clean, folks! 🚫
* Users are strictly prohibited from using technical means to bulk download, crawl, or crack member-only content. That's just sneaky, and we're watching! 👀
* The Site has the right to remove inappropriate content and **ban rule-breaking users**. Seriously, don't test us! 🙅‍♂️
## 6. Service Changes & Interruptions
* **We** totally reserve the right to change, suspend, or ditch parts or all of our services anytime, without notice.
* In case of force majeure, server glitches, or third-party service outages making content temporarily unavailable, **ai.hubtoday** won't be on the hook for compensation.
* We reserve the right to change, suspend, or terminate all or part of our services at any time, without prior notice. Think of it as keeping things fresh! ✨
* The Site **won't be liable for compensation** if content is temporarily unavailable due to force majeure, server issues, or third-party service interruptions. Sometimes things are just outta our hands, ya know?
## 7. Disclaimer
* The info provided on **ai.hubtoday** is just for kicks and reference. It's totally not professional advice (like financial, legal, medical, you get the drill 😉).
* For any direct or indirect losses users might get from using our content or services, **ai.hubtoday** is absolutely not liable. Just sayin'.
* The information provided by the Site is for reference only and **does not constitute** any professional advice (like financial, legal, or medical stuff). We're not pros in those areas, so don't take it as gospel! 🧐
* The Site **is not responsible** for any direct or indirect losses users incur from using our content or services. Basically, use at your own risk! 🤷‍♀️
## 8. Governing Law
* These Terms of Service? They're governed by the laws of California, USA, and interpreted that way, no matter what other legal stuff might pop up.
* Any disputes arising from or related to these terms, **we** should try to chat it out first, amicably. If that doesn't work, you agree to take it to the courts in Santa Clara County, California, which totally have jurisdiction.
* These Terms of Service are governed by and construed in accordance with the laws of the State of California, USA, without regard to its conflict of laws principles. Just keeping things official! 📜
* Any disputes arising from or related to these Terms should first be sorted out amicably between both parties. If a friendly chat doesn't do the trick, you agree to submit to the jurisdiction of the courts located in Santa Clara County, California. Let's try to be friends first, though! 🙏
## 9. Contact Us
* 🤔 If you've got any questions about these terms, hit us up here:
## 9. Get in Touch
* If you have any questions about these terms, just hit us up here: 👇
* 📧 **Email**: [justlikemaki@foxmail.com](mailto:justlikemaki@foxmail.com)