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---
linkTitle: 09-15-Daily
title: 09-15-Daily AI News Daily
weight: 17
breadcrumbs: false
comments: true
description: Xiaohongshu's creative team just dropped a bomb, releasing their new
conversational generation model, FireRedTTS-2! This model aims to make AI podcasts
sound.
---
## AI News Daily 2025/9/15
> `AI Insights` | `Daily Read` | `Aggregated Web Data` | `Cutting-Edge Science` | `Industry Voices` | `Open Source Innovation` | `AI and Human Future` | [Visit Web Version↗](https://ai.hubtoday.app/) | [Join Group Chat](https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/main/docs/images/wechat.png)
### **Today's Summary**
```
Xiaohongshu released the open-source conversational model FireRedTTS-2, aiming to enhance the realism of AI speech.
The new UQ benchmark tests large models with real scientific problems, revealing current AI limitations.
OpenAI research suggests eradicating AI hallucinations may be unachievable and could stifle models' creativity and fluency.
Industry trends reveal the hidden human cost behind AI and the risks of replacing senior developers with AI.
Meanwhile, the role of programmers is undergoing profound changes, potentially shifting to AI system configuration and quality assurance in the future.
```
### Product & Feature Updates
1. Xiaohongshu's creative team just dropped a bomb, releasing their new conversational generation model, **FireRedTTS-2**! This model aims to make AI podcasts sound less robotic and more natural. By upgrading its discrete speech encoder and TTS model, FireRedTTS-2 tackles industry pain points like pronunciation errors, wonky rhythm, and unstable speaker switching. According to [this technical report (AI Insight)](https://arxiv.org/pdf/2509.02020), its performance is already top-tier. Even more impressively, it can clone a voice from a single audio snippet and has open-sourced its [related code (AI Insight)](https://github.com/FireRedTeam/FireRedTTS2). This is truly a massive gift for content creators, and you can get all the juicy details in this [news report (AI Insight)](https://www.jiqizhixin.com/articles/2025-09-14-2)! 🚀<br/>![AI Insight: FireRedTTS-2 Model Architecture Diagram](https://source.hubtoday.app/images/2025/09/news_01k54dcc0qfb2bhgfvf7nwrp66.avif)<br/>![AI Insight: FireRedTTS-2 Comparison with Other Models](https://source.hubtoday.app/images/2025/09/news_01k54dc985e4fvk0yhfjzwzw8s.avif)<br/>
### Cutting-Edge Research
1. **UQ (Unsolved Questions)** is here to change the game. Tired of AI benchmarks that are either too "nerdy" or too "naïve," researchers from Stanford and the University of Washington have launched this ultimate testing ground. This dataset packs 500 truly unsolved problems from science, math, and more. According to [this paper (AI Insight)](https://arxiv.org/pdf/2508.17580v1), even top-tier models like **o3 Pro** only ace 15% of the questions a true "hell mode" trial for AI. What's even cooler? They've also set up the [UQ-Platform open platform (AI Insight)](https://uq.stanford.edu/), a community-driven space that continuously updates and validates problems, turning model evaluation into a dynamic, evolving process rather than a one-off exam! ✨<br/>![AI Insight: UQ Dataset Filtering Process](https://source.hubtoday.app/images/2025/09/news_01k54daz60fmhs1fnj738mr1n8.avif)<br/>
2. OpenAI's latest research delivers a harsh truth: completely eradicating AI "**hallucinations**" might be an impossible mission. [The Conversation's in-depth analysis (AI Insight)](https://theconversation.com/why-openais-solution-to-ai-hallucinations-would-kill-chatgpt-tomorrow-265107) on this topic points out that solutions to fix hallucinations could actually kill ChatGPT's creativity and fluency, leaving it dull and boring. It seems we might have to accept that AI will always be a bit of a "Pinocchio" at heart. The key to the future isn't wiping out lies, but learning to coexist with them. 🤥
### Industry Outlook & Social Impact
1. A "sweatshop" lurks behind the glossy exterior of Google AI, as revealed by [The Guardian's in-depth report (AI Insight)](https://readhacker.news/s/6BzeH). This report pulls back the curtain on thousands of "overworked, underpaid" contract workers labeling data for AI models under brutal deadlines and opaque conditions. The article sharply notes that it's precisely the hard work of these human annotators that makes chatbots appear "smart." This forces us to question: in this age of rapid AI advancement, are we overlooking the true human cost behind it all? 🤔
2. Big companies are making a worrying move, as revealed by [Reddit's anonymous leak (AI Insight)](https://www.reddit.com/r/artificial/comments/1ngakf8/companies_are_laying_off_senior_devs_and/). This leak paints a disturbing picture: experienced senior developers are being laid off, with companies opting instead for AI systems and junior staff. This wave of decisions has directly led to buggy systems, customer service collapses, and AI-driven IT ticketing systems only making matters worse. This isn't just an isolated case; it's more like a "corporate virus" spreading, trading short-term cost-cutting for long-term systemic risks. 📉
3. The future of coding might not be coding at all, but rather "AI trainers." A [Reddit post (AI Insight)](https://www.reddit.com/r/artificial/comments/1ngomca/hot_take_the_future_of_coding_no_more_manual/) that sparked heated discussion proposes a bold idea: developers' roles will shift from code writers to configurators and QA testers for AI agents. The analogy is spot-on: much like a factory worker adjusts a malfunctioning machine instead of fixing individual defective products, future developers will produce high-quality code by optimizing AI systems. This signals a profound identity shift for software engineering. Are you ready? 👨‍🔧
4. Spotify is absolutely fuming over a recent incident, raising the question: "Whose data is it anyway?" The company discovered 10,000 users sold their listening data to third parties for building AI tools. This event, which sparked widespread [Reddit discussion (AI Insight)](https://www.reddit.com/r/artificial/comments/1ng38nn/spotify_peeved_after_10000_users_sold_data_to/), perfectly exposes the grey area between user data ownership and platform terms of service. This isn't just a debate about data privacy; it's a profound challenge to the value of personal assets in the digital age. 🤔<br/>![AI Insight: Spotify User Data Sale Incident](https://source.hubtoday.app/images/2025/09/news_01k54db19rfstber9qh1fjgwca.avif)<br/>
### Top Open Source Projects
1. **crawl4ai**, a web crawler specifically designed for LLMs, has burst onto the scene, solving the paramount challenge of data acquisition for hungry AI models. This open-source project, which has already snagged a whopping ⭐52.8k stars on [GitHub (AI Insight)](https://github.com/unclecode/crawl4ai), can crawl web content and convert it into an LLM-friendly format. It's essentially a "data granary" for RAG applications and model training. For any developer looking to arm their models with fresh, high-quality web data, this is an absolute must-have! 🔥
2. **DeepResearchAgent**, a multi-agent system capable of simulating research teams for in-depth exploration, is giving AI researchers their very own digital doppelgänger. This innovative framework, which has already garnered ⭐1.7k stars on [GitHub (AI Insight)](https://github.com/SkyworkAI/DeepResearchAgent), achieves automatic task decomposition and efficient execution by having a "top-level planning agent" command multiple "lower-level expert agents." It's not just a tool; it's an entirely new, automated paradigm for tackling complex problems. 🚀
3. Mac users, rejoice! The optimal way to run LLMs locally has finally arrived, all thanks to Apple's own team and their **mlx-lm** project. This toolkit, built on the **MLX** framework, makes running, fine-tuning, and training large language models on Apple Silicon incredibly efficient, having already racked up ⭐1.9k stars on [GitHub (AI Insight)](https://github.com/ml-explore/mlx-lm). With it, your MacBook can transform into a powerful, portable AI workstation! 🤩
4. Docker is paving a wider cloud-native highway for developers, and the new **mcp-gateway** project is its latest milestone. As a CLI plugin and gateway designed for MCP (Multi-Component Portable), it signals that managing complex distributed applications is about to get a whole lot simpler. This project in the [Docker official repository (AI Insight)](https://github.com/docker/mcp-gateway) is already attracting nearly ⭐400 watchers. Keep a close eye on it—this could be a crucial step in simplifying future multi-component application deployments! 🚀
### Social Media Share
1. The AI app store battle just saw a dramatic overnight flip. A chart viral on [social media (AI Insight)](https://x.com/op7418/status/1967102525225762974) shows the Gemini App's user growth curve suddenly skyrocketing, overtaking the veteran champion, ChatGPT. Paired with the classic line "Slowly then suddenly," this chart perfectly illustrates the tech world's brutal and dramatic nature. Looks like Google's mobile AI strategy is finally flexing its muscles! 🔥<br/>![AI Insight: Gemini App User Growth Chart](https://source.hubtoday.app/images/2025/09/news_01k54db4q0fay8d3yanjdqfj64.avif)<br/>
2. AI isn't just about "tweaking parameters" anymore; it's evolved into a complex "**full-stack engineering**" challenge, demanding seamless integration from data and training to deployment and business loops. In [this insightful tweet (AI Insight)](https://x.com/shao__meng/status/1967212895395365252), a seasoned professional meticulously compiled 9 must-read bibles in AI engineering, serving as a complete upgrade path from novice to expert. This reading list is your battle map to evolve from a model user into an AI architect. Go ahead and bookmark it! 🛠️<br/>![AI Insight: AI Engineering Must-Read Books Cover 1](https://source.hubtoday.app/images/2025/09/news_01k54db7ccfvy96jw2fbv2ffvg.avif)<br/>
3. Hype vs. reality: This year's highly anticipated open-source TTS models might not be living up to their "seller's show." A developer sharply criticized on a [social platform (AI Insight)](https://x.com/oran_ge/status/1966988384901255322), claiming that the open-source versions of some models fall far short of their promotional videos, akin to the vast difference between "buyer's photos" and "seller's photos." This practice of "photoshopping" models to grab attention, much like misleading images on Xiaohongshu, is eroding community trust. He calls for less marketing gimmicks and more genuine open-sourcing. 😒
4. Wharton Professor Ethan Mollick recently put three top AIs to a fun "stress test" with a mind-bending question: If you could time travel back to ancient Rome for a day, what would you learn to advance modern tech, and what would you do to get rich overnight? He shared the results on [his social media (AI Insight)](https://x.com/emollick/status/1967009330789589077). The AIs' answers, blending creativity with historical insight, were deemed "pretty good" by the professor, showcasing their impressive potential in handling complex, open-ended problems. 💡<br/>![AI Insight: AI Answers Time Travel Question 1](https://source.hubtoday.app/images/2025/09/news_01k54dbk0bem5se8pq3vn97y5x.avif)<br/>![AI Insight: AI Answers Time Travel Question 2](https://source.hubtoday.app/images/2025/09/news_01k54dbpn4f03sg8b0dcn05kqp.avif)<br/>
---
## **An AI Coding Invitation**
### 3 Projects in Half a Year, 90% Code Done by AI, Zero Cost — I'm Launching a Community to Livestream My Next Product Development
Hey everyone, over the past six months, I've been a lone wolf, quietly crushing three major open-source projects, including one with over 1000 Stars: [AIClient2API ↗️](https://github.com/justlovemaki/AIClient-2-API). The craziest part? Looking back, **over 90% of the code was AI-generated**.
My development journey involved zero API costs, relying solely on free large language models like Gemini and Qwen. I also didn't spend a dime on server rentals; platforms like Cloudflare and Vercel carried the load for me. This entire experience truly hit home: **AI is amplifying the creativity of ordinary people in unprecedented ways.**
While my solo journey has been incredibly rewarding, it's also been pretty lonely. Those moments of stumbling into pitfalls, or late-night flashes of inspiration, always made me wish for fellow travelers to share and discuss with.
That's why I've come up with an idea: to launch a **knowledge planet (community)**, bringing together all fellow enthusiasts who love to tinker and create.
This isn't your typical course; it's a genuine co-creation community. The price point is low, just **50 RMB**, think of it as our "Crazy Thursday" fried chicken meal. It's a way to make friends and set a pact for mutual growth.
**Join us, what will you get?**
I'm about to kick off developing a **personal prompt management tool** from scratch. Once we hit 7 members, the community officially starts, and in it, I will:
* **Daily Live Updates**: I'll fully document my development progress, thought processes, and tech choices.
* **Real-World Pitfall Sharing**: I'll openly share issues I run into and my bug-fixing strategies, helping you dodge common pitfalls.
* **Transparent Thinking**: From product design to technical architecture, I'll share all my underlying thoughts with you.
Here, you can **witness a product's birth, ask questions anytime, jump into discussions, and even influence its direction.** Together, we'll watch an idea evolve from zero to one, ultimately becoming a tangible reality in our hands.
If you're stoked about AI development and curious to see how one person "arms" themselves using free tools, then you're invited. Come join us!
![Knowledge Planet QR Code](https://source.hubtoday.app/logo/zsxq.jpg)
---
## **AI News Daily Audio Version**
| 🎙️ **Xiaoyuzhou** | 📹 **Douyin** |
| --- | --- |
| [Laisheng Xiaojiuguan](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) |

View File

@@ -2,90 +2,88 @@
linkTitle: AI Daily
title: AI Daily-AI资讯日报
breadcrumbs: false
next: /en/2025-09/2025-09-13
next: /en/2025-09/2025-09-14
description: Your daily source for curated AI news, practical tools, and actionable
tutorials to master Artificial Intelligence;
cascade:
type: docs
---
## AI News Daily 2025/9/14
## AI News Daily 2025/9/15
> AI News | Daily Morning Read | All-Network Data Aggregation | Frontier Science Exploration | Industry Free Voice | Open Source Innovation Power | AI and Human Future | [Visit Web Version↗](https://ai.hubtoday.app/) | [Join Group Chat🤙](https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/main/docs/images/wechat.png)
> AI News | Daily Briefing | Web Data Aggregation | Cutting-Edge Science Exploration | Industry Free Voice | Open Source Innovation Power | AI and Human Future | [Visit Web Version ↗️](https://ai.hubtoday.app/) | [Join Group Chat 🤙](https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/main/docs/images/wechat.png)
### Today's Summary
### **Today's Summary**
```
Kuaishou Kling launches new Avatar feature for realistic digital humans, Doubao Aistudy introduces AI tutor.
Westlake University tackles rampant AI-generated papers with AiraXiv and DeepReview systems.
Google DeepMind develops new tech to significantly reduce LIGO detector noise and boost observation capabilities.
Baidu's open-source ERNIE model tops Hugging Face global charts thanks to its outstanding performance.
AI coding sparks heated debate, its tool value varying with developer skill, prompting industry reflection.
Xiaohongshu has rolled out its open-source conversational model, FireRedTTS-2, aiming to boost the realism of AI-generated voices.
A new UQ benchmark is putting large language models to the test with real-world scientific problems, revealing the current limitations of AI.
OpenAI research suggests that completely eradicating AI hallucinations might be impossible, potentially stifling models' creativity and fluency.
Industry trends are uncovering the hidden human costs behind AI and the risks of replacing senior developers with AI.
Simultaneously, the role of programmers is undergoing a profound transformation, potentially shifting to configuring and quality-checking AI systems in the future.
```
### Product and Feature Updates
### Product & Feature Updates
1. The `Xiaohongshu Smart Creation team` has dropped a bombshell, releasing their conversational generation model, **FireRedTTS-2**. The goal? To make AI podcasts sound less like robots reading a script. ✨ This model tackles industry pain points like mispronunciations, awkward rhythm, and unstable speaker switching by upgrading its discrete speech encoder and TTS model. According to [this technical report (AI News)](https://arxiv.org/pdf/2509.02020), its performance is already top-tier. Even more impressively, it can clone a voice from a single audio clip and has open-sourced its [relevant code (AI News)](https://github.com/FireRedTeam/FireRedTTS2)! This is a huge gift for content creators, and [this news report (AI News)](https://www.jiqizhixin.com/articles/2025-09-14-2) provides all the juicy details. 🚀<br/>![AI News: FireRedTTS-2 Model Architecture Diagram](https://source.hubtoday.app/images/2025/09/news_01k54dcc0qfb2bhgfvf7nwrp66.avif)<br/>![AI News: FireRedTTS-2 vs. Other Models Comparison](https://source.hubtoday.app/images/2025/09/news_01k54dc985e4fvk0yhfjzwzw8s.avif)<br/>
1. Doubao Aistudy, an AI tutoring product, is quietly revolutionizing home education with astonishing results. Users simply snap a photo of a problem, and its **AI teacher** guides children step-by-step through solutions using voice and drawing, breaking down complex topics. A [Real User Share (AI News)](https://x.com/vista8/status/1966840180578676849) suggests this immersive, interactive learning experience already exceeds many expectations. ✨
<br/>![AI News: Doubao Aistudy AI Tutor Product Demo](https://source.hubtoday.app/images/2025/09/news_01k51vfkzqeeht08yjkpgskg4m.avif)<br/>
### Cutting-Edge Research
1. Current large model benchmarks are either too "nerdy" or too "naively simple." So, `researchers from Stanford and the University of Washington` have unveiled the ultimate testing ground: **UQ (Unsolved Questions)**. This dataset packs 500 truly unresolved problems from science, math, and other fields. According to [this paper (AI News)](https://arxiv.org/pdf/2508.17580v1), even top-tier models like **o3 Pro** only ace 15% of the questions a true "hell mode" challenge for AI! What's even cooler is they've set up an [UQ-Platform open platform (AI News)](https://uq.stanford.edu/), which continuously updates and validates problems through community input, transforming model evaluation from a one-time exam into a dynamically evolving process. 🤯<br/>![AI News: UQ Dataset Filtering Process](https://source.hubtoday.app/images/2025/09/news_01k54daz60fmhs1fnj738mr1n8.avif)<br/>
2. Can we save `AI from its straight-faced fibs`? OpenAI's latest research spills a harsh truth: completely eliminating "**hallucinations**" might be an impossible mission. [The Conversation's in-depth analysis (AI News)](https://theconversation.com/why-openais-solution-to-ai-hallucinations-would-kill-chatgpt-tomorrow-265107) points out that fixing hallucinations could actually kill ChatGPT's creativity and fluency, turning it into a dull, uninteresting bot. Looks like we might just have to accept AI as a somewhat "Pinocchio-esque" companion. The key won't be eradicating the lies, but rather learning to live with them. 🤥
### Frontier Research
### Industry Outlook & Social Impact
1. What kind of "sweatshop" lies behind `Google AI's` shiny facade? An [in-depth report from The Guardian (AI News)](https://readhacker.news/s/6BzeH) pulls back the curtain, revealing thousands of "overworked, underpaid" contract workers labeling data for AI models under harsh deadlines and opaque conditions. The article sharply notes that it's the relentless grind of these human annotators that makes chatbots appear "smart." This makes you wonder: in an era of rapid AI advancement, are we overlooking the real human costs behind it all? 🤔
2. An [anonymous Reddit post (AI News)](https://www.reddit.com/r/artificial/comments/1ngakf8/companies_are_laying_off_senior_devs_and/) paints a disturbing picture: `large companies` are ditching experienced senior developers, instead relying on AI systems and junior staff. This whole maneuver has directly led to buggy systems and customer service meltdowns, with AI-driven IT ticketing systems only adding fuel to the fire. This isn't just an isolated case; it feels more like a "corporate virus" spreading, trading short-term cost cuts for long-term systemic risks. 📉
3. Is `the future of programmers` not about coding, but about being "AI wranglers"? A trending [Reddit post (AI News)](https://www.reddit.com/r/artificial/comments/1ngomca/hot_take_the_future_of_coding_no_more_manual/) throws out a bold idea: developers' roles will shift from code writers to configurators and QA testers for AI agents. The analogy is spot-on: much like factory workers adjust malfunctioning machines instead of fixing individual defects, future developers will optimize AI systems to churn out high-quality code. This hints at a profound identity shift coming to software engineering. Are you ready? 👨‍🔧
4. Whose data is it anyway? `Spotify` recently got super peeved because 10,000 users sold their listening data to a third party to build AI tools. This incident sparked huge debate on [Reddit (AI News)](https://www.reddit.com/r/artificial/comments/1ng38nn/spotify_peeved_after_10000_users_sold_data_to/), perfectly exposing the gray area between user data ownership and platform terms of service. This isn't just a data privacy squabble; it's a profound challenge to the value of personal assets in the digital age. 🤔<br/>![AI News: Spotify User Data Sale Incident](https://source.hubtoday.app/images/2025/09/news_01k54db19rfstber9qh1fjgwca.avif)<br/>
1. Westlake University is tackling the deluge of AI-generated academic papers with a 'fight fire with fire' approach, launching the **AiraXiv** platform and the **DeepReview** peer-review system. AiraXiv provides dedicated archiving for AI-generated scholarly works, while DeepReview simulates human expert thought processes, delivering high-quality review feedback in minutes to address the problem at its source. This [Frontier Research on arXiv (AI News)](https://arxiv.org/abs/2503.08569) reveals its AI reviewer's performance even surpasses GPT-o1, opening up new possibilities for the future of academic publishing. ✨
<br/>![AI News: DeepReview Review Process Flowchart](https://source.hubtoday.app/images/2025/09/news_01k51vfqadfs4s6b058487wn20.avif)<br/>
### Open Source TOP Projects
1. To feed the hungry AI large models, a web crawler specifically designed for LLMs, `crawl4ai`, has burst onto the scene, solving the paramount challenge of data acquisition. This open-source project, which has already snagged a whopping ⭐52.8k stars on [GitHub (AI News)](https://github.com/unclecode/crawl4ai), scrapes web content and converts it into an LLM-friendly format, making it a "data granary" for RAG applications and model training. For any developer looking to arm their models with fresh, high-quality web data, this is an absolute must-have tool! 🔥
2. `AI researchers` now have their own "digital doppelgänger": **DeepResearchAgent**, a multi-agent system capable of simulating research teams for in-depth exploration. This innovative framework, which has racked up ⭐1.7k stars on [GitHub (AI News)](https://github.com/SkyworkAI/DeepResearchAgent), uses a "top-level planning agent" to orchestrate multiple "bottom-level expert agents," enabling automatic task decomposition and efficient execution. It's more than just a tool; it's a brand-new, automated paradigm for tackling complex problems. 🚀
3. `Mac users` can finally get their groove on with LLMs locally, all thanks to Apple's own team and their **mlx-lm** project. This toolkit, built on the **MLX** framework, makes running, fine-tuning, and training large language models on Apple Silicon incredibly efficient, having already scored ⭐1.9k stars on [GitHub (AI News)](https://github.com/ml-explore/mlx-lm). With this, your MacBook can transform into a powerful, portable AI workstation! 🤩
4. `Docker` is paving a wider cloud-native highway for developers, and the new project **mcp-gateway** is the latest landmark. As a CLI plugin and gateway designed for MCP (Multi-Component Portable), it signals that managing complex distributed applications is about to get way simpler. This project in [Docker's official repository (AI News)](https://github.com/docker/mcp-gateway) is already pulling in nearly ⭐400 followers. Keep a close eye on it—this could be a game-changer for streamlining future multi-component app deployments! ✨
2. Google DeepMind is making waves again, this time helping humanity 'listen' to the universe's heartbeat—gravitational waves. Their latest achievement has landed in the top-tier journal **Science**. They developed **Deep Loop Shaping** technology, which uses AI to slash the noise intensity of LIGO detectors in the **10-30Hz** low-frequency range to just **1/30th** of its original level, massively boosting the signal-to-noise ratio. This breakthrough not only sees LIGO's [Observable Universe Volume Skyrockets 70% (AI News)](https://www.science.org/doi/10.1126/science.adw1291), but it also means we can detect cosmic events like black hole mergers much earlier. Pretty cool, right? 🤯
<br/>![AI News: LIGO Detector Working Principle Diagram](https://source.hubtoday.app/images/2025/09/news_01k51vftwpex4t7dkef2mqkksp.avif)
### Social Media Shares
1. In the fierce battle of AI app stores, the tide seems to have turned overnight. A chart gone viral on [social media (AI News)](https://x.com/op7418/status/1967102525225762974) shows `Gemini App's` user growth curve suddenly skyrocketing, overtaking the veteran champion ChatGPT in one fell swoop. This chart, paired with the classic line "Slowly then suddenly," perfectly encapsulates the brutal drama of the tech world. Looks like Google's mobile AI strategy is finally flexing its muscles! 🔥<br/>![AI News: Gemini App User Growth Chart](https://source.hubtoday.app/images/2025/09/news_01k54db4q0fay8d3yanjdqfj64.avif)<br/>
2. `AI` is no longer just about "tweaking parameters"; it's evolved into a complex "**full-stack engineering**" challenge, demanding the complete integration of data, training, deployment, and the business loop. A seasoned pro, in [this insightful tweet (AI News)](https://x.com/shao__meng/status/1967212895395365252), meticulously compiled 9 must-read bibles in the AI engineering domain—a complete upgrade path from novice to expert. This reading list is your battle map to transform from a model user into an AI architect. Go ahead and save it for your studies! 🛠️<br/>![AI News: Essential AI Engineering Books Cover 1](https://source.hubtoday.app/images/2025/09/news_01k54db7ccfvy96jw2fbv2ffvg.avif)<br/>
3. The highly anticipated `open-source TTS models` of this year — do their actual results live up to their "seller show" promotions? One developer sharply clapped back on a [social platform (AI News)](https://x.com/oran_ge/status/1966988384901255322), claiming that some open-source versions of models are miles away from their promo videos, with results like chalk and cheese compared to the "buyer show" and "seller show." This "photoshopping" models just to grab eyeballs, much like those deceptive pics on Xiaohongshu, is eroding community trust. He's calling for less marketing fluff and more genuine open-sourcing. 😒
4. If `you could travel back to ancient Rome` for a day, what would you learn to advance modern tech, and what would you do to get rich overnight? Wharton Professor Ethan Mollick used this wild thought experiment to conduct a fun "stress test" on three top-tier AIs, sharing the results on [his social media (AI News)](https://x.x.com/emollick/status/1967009330789589077). The AIs' answers were both creative and historically insightful, earning a "pretty good" rating from the professor, fully showcasing their amazing potential in tackling complex, open-ended questions. 💡<br/>![AI News: AI Answers Time Travel Question 1](https://source.hubtoday.app/images/2025/09/news_01k54dbk0bem5se8pq3vn97y5x.avif)<br/>![AI News: AI Answers Time Travel Question 2](https://source.hubtoday.app/images/2025/09/news_01k54dbpn4f03sg8b0dcn05kqp.avif)<br/>
3. CogGuide is a new research proposing a solution to a common pain point: large models often 'take shortcuts' during reasoning instead of truly understanding. This method builds a 'comprehend-plan-select' cognitive process, guiding the model like a cognitive coach through zero-shot, full-modality reasoning. It effectively curbs the model's tendency to cut corners. This [Thought-Provoking Paper (AI News)](https://arxiv.org/abs/2509.06641) shows that by simply using clever guidance, without fine-tuning model parameters, AI's reasoning ability can be significantly boosted with exceptional universality. Pretty smart, right? 🤔
4. New research has proposed a clever countermeasure to a persistent problem: data is the lifeblood of deep learning models, but high-quality labeled data is expensive and scarce, often leading to overfitting. A [New Research Proposes a Clever Countermeasure (AI News)](https://arxiv.org/abs/2404.02353) leverages advanced text-to-image diffusion models to "conjure up" new training samples for **semantic data augmentation**. This approach not only expands datasets but also significantly boosts the model's generalization capabilities in unseen domains, making AI much more 'worldly-wise.' Pretty neat! ✨
5. The **FA-VAE** framework has been proposed by researchers to address a common issue: ever feel like AI-generated images sometimes lack texture or have blurry details? A [Latest Deep Analysis Paper (AI News)](https://arxiv.org/abs/2509.05441) reveals the root cause: existing models, when compressing images, generally exhibit a bias against **high-frequency information**, leading to the loss of fine textures. This framework acts like a 'high-frequency hearing aid' for AI, enabling it to reconstruct sharp image details much better and generate more realistic works. Big win for visual quality! 🖼️
### Industry Outlook and Social Impact
1. The debate over AI coding assistant pricing—$20 or $200 a month, which offers more bang for your buck? An [In-depth Online Discussion (AI News)](https://x.com/dotey/status/196685276333281453) provides the answer: it totally depends on the user's skill level. For coding pros, expensive tools are 'divine weapons' that generate immense value; for newbies, they might just be 'performance beasts' that are tough to tame. Ultimately, the bottleneck is the human itself. Food for thought! 🤔
2. **AI Coding** is a scorching hot topic in tech circles, and a [Popular Post on Hacker News (AI News)](https://readhacker.news/s/6Bz4F) quickly sparked intense debate, even escalating to the philosophical realm of 'perception is reality.' This wave of discussion perfectly mirrors the polarized views within the industry on AI programming capabilities: fervent embrace on one side, cautious observation on the other. This very debate about code, truth, and the future is an excellent footnote to the 'singularity approaching.' Wild stuff! 🤯
### Top Open Source Projects
1. Baidu's latest open-source **ERNIE-4.5-21B-A3B-Thinking** model has surprisingly parachuted to the #1 spot on Hugging Face's global model trend charts! 🎉 This lightweight **MoE** model, built on Baidu's proprietary PaddlePaddle framework, boasts outstanding reasoning capabilities and a **128K** long context window, making it a "must-have" for Agent products. This move not only garnered a retweet and recommendation from the Hugging Face CEO but also significantly boosted the presence of domestic large models in [Discussion in the Open Source Community (AI News)](https://x.com/vista8/status/1966810908963037392). What a splash! 🚀
<br/>![AI News: ERNIE Model Tops Hugging Face Charts](https://source.hubtoday.app/images/2025/09/news_01k51vfxvhep7aqvk8x6g8yndd.avif)
<br/>
2. **PowerShell**, the Swiss Army knife for system administrators and developers, is no longer just for Windows; it's now a powerful tool for all systems. This evergreen project, [Boasting ⭐48.6k Stars on GitHub (AI News)](https://github.com/PowerShell/PowerShell), proves its robust cross-platform vitality and irreplaceable status. Whether it's for automated operations or complex script writing, it's one of the most reliable buddies in your toolkit. Super useful! 💻
3. The **codebuff** project offers an elegant solution for those tired of constantly hopping between IDEs and terminals, letting you summon code generation magic directly within your terminal. ✨ Though young, this tool has already garnered ⭐1.3k stars in the [GitHub Community (AI News)](https://github.com/CodebuffAI/codebuff) thanks to its 'use-and-go' convenience, showing immense potential to become a new favorite for developers' efficient workflows. Pretty slick! 🚀
4. **simdjson** is your savior when performance becomes a bottleneck—it's a 'performance monster' capable of parsing JSON at gigabytes per second! 🚀 This project, with its extreme speed, is already being used by many renowned companies like Meta and ClickHouse in their core products. Its [GitHub Homepage (AI News)](https://github.com/simdjson/simdjson) boasts a whopping ⭐21.2k stars. If you're dealing with massive JSON data, it's definitely the top pick. Seriously fast! 💨
5. The **flash-linear-attention** project is the 'energy-saving accelerator' born to tackle this: attention mechanisms are major power hogs for large models. This project provides an efficient implementation for the most advanced **linear attention models**, aiming to make models larger, faster, and more resource-efficient. It's one of the key technologies driving AI architecture evolution. The project quickly attracted ⭐3.1k stars in the [Open Source Community (AI News)](https://github.com/fla-org/flash-linear-attention), signaling a bright future for linear attention. Super efficient! ✨
---
## AI Product Spotlight: [AIClient2API ↗️](https://github.com/justlovemaki/AIClient-2-API)
## **An AI Coding Invitation**
### 🌟 AIClient-2-API: More Than Just a Proxy, It's Your AI Power Hub!
### 3 Projects in Half a Year, 90% Code by AI, Zero Cost — I'm Building a Community and Live-Streaming My Next Product Development
AIClient-2-API turns this fantasy into reality: imagine a scenario where you can effortlessly call upon top-tier large models with any AI tool, without fretting over incompatible interfaces or annoying rate limits. This powerful converter cleverly transforms authorizations from various AI clients (like Gemini CLI, Kiro) into a stable, unified local OpenAI API service.
Hey everyone,
We've packed in some game-changing features that will revolutionize your workflow:
Over the past six months, `I've been a lone wolf`, diving deep and completing 3 major open-source projects, one of which, [AIClient2API ↗️](https://github.com/justlovemaki/AIClient-2-API), already boasts over 1000 stars. The craziest part? Looking back, `over 90% of the code was generated by AI`.
🔄 **New Account Pool Feature**: Still battling single account request limits? Our brand-new account pool lets you configure multiple model accounts, enabling automatic round-robin and failover. Say goodbye to single points of failure and give your AI services enterprise-grade high availability! 💪
`I didn't pay a single dime in API fees` for any of this, relying entirely on free large models like Gemini and Qwen. Nor did I shell out for servers, with platforms like Cloudflare and Vercel shouldering all the load for me. This whole experience really hammered home one thing: **AI is amplifying the creativity of everyday folks in unprecedented ways.**
🧠 **Prompt Alchemy**: This might just be the most powerful proxy feature you've ever seen! You can easily **extract, override, or even append** all system prompts flowing through it. This means you can inject a unified soul and set of rules into all connected tools, achieving unprecedented fine-grained control. ✨
While the `solo journey` was super fulfilling, it definitely got a bit lonely. All those moments of hitting roadblocks, those flashes of inspiration in the dead of night—I always wished for fellow travelers to share and bounce ideas off.
🔓 **Break Free, Roam Wild**: We've got your back, elegantly bypassing Gemini's free API rate limits and unlocking Kiro's potential, allowing you to **use expensive Claude models for free**! This aligns perfectly with our advocacy: **using free Claude API with Claude code for an economical and practical programming solution**. 🚀
So, `I had an idea`: **to create a knowledge planet (community) and gather all the passionate, creative folks who love to tinker.**
💡 **Client as a Service, Imagination Unleashed**: The core philosophy of "AIClient-2-API" is to liberate closed client capabilities into open APIs. With it, you can freely combine the power of various tools. As one expert put it: "**Using kilo code assistant with Cursor's prompts and any top-tier large model in tare, why even use Cursor?**" The possibilities are endless! 🤯
This isn't your `traditional course`; it's a genuine co-creation community. The price point? Not steep at all: **50 RMB**. Think of it as our "Crazy Thursday" — we'll grab some fried chicken together, make friends, and forge a pact for mutual growth.
**Join Us, What Will You Get?**
`I'm gearing up to develop a **personal prompt management tool** from scratch`. Once our community hits 7 members, we'll officially kick things off. In the community, I'll be:
* **Daily Live-Stream Updates**: Documenting my development progress, thought process, and tech stack choices from start to finish.
* **Real-Talk on Pitfalls**: Unreservedly sharing the issues I hit and my thought process for bug fixing, helping you avoid common detours.
* **Transparent Thought Process**: Whether it's product design or technical architecture, I'll share all the behind-the-scenes thinking with you.
Here, `you can witness a product's birth, ask questions anytime, jump into discussions, and even influence its direction`. Together, we'll watch an idea evolve from zero to one, eventually becoming a tangible reality in your hands.
If `you're also hyped about AI development`, and curious to see how one person can "arm" themselves with free tools, then welcome aboard!
![Knowledge Planet QR Code](https://source.hubtoday.app/logo/zsxq.jpg)
Forget the cumbersome configurations and constant switching! "AIClient-2-API" helps you consolidate resources and focus on creation itself. Join now and kickstart your AI superpower journey! 🚀
---
## AI News Daily Audio Version
## **AI News Daily Voice Version**
| 🎙️ **Xiaoyuzhou FM** | 📹 **Douyin** |
| 🎙️ **Laisheng Xiaojiuguan (Little Tavern of the Afterlife)** | 📹 **Self-Media Account** |
| --- | --- |
| [Next Life Pub](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG)|
| ![Pub](https://source.hubtoday.app/logo/f959f7984e9163fc50d3941d79a7f262.md.png) | ![Intelligence Station](https://source.hubtoday.app/logo/7fc30805eeb831e1e2baa3a240683ca3.md.png) |
| [Laisheng Xiaojiuguan (Little Tavern of the Afterlife)](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG)|
| ![Laisheng Xiaojiuguan](https://source.hubtoday.app/logo/f959f7984e9163fc50d3941d79a7f262.md.png) | ![Intelligence Station](https://source.hubtoday.app/logo/7fc30805eeb831e1e2baa3a240683ca3.md.png) |

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@@ -4,23 +4,21 @@ type: about
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exclude: true
---
#### Hey there! 何夕2077 / justlovemaki
#### 👋 Hexi 2077 / justlovemaki
> Ten years coding, fingers cool,
> Bottled-up thoughts, playing by no rule.
> But then I heard AI's thunderous call,
> Now I'm ready to rock, giving my all!
> Ten years of code, fingers might be cool, but a burning ambition? Still rules!
> Then AI's thunder roared, loud and clear; time to jump in, no holding back, no fear!
#### My Code Philosophy ✨
> Technology, at its core, serves the people. That's my jam!
> My motto? Technology for the people!
#### My Portfolio / What I've Built 🛠️
#### My Greatest Hits 🚀
* **[Open Source Contribution / CloudFlare-AI-Image](https://github.com/justlovemaki/CloudFlare-AI-Image)**: This is a slick AI image generation script, all powered by Cloudflare Workers.
* **[Open Source Contribution / CloudFlare-AI-Insight-Daily](https://github.com/justlovemaki/CloudFlare-AI-Insight-Daily)**: This platform is a content aggregation and generation powerhouse, running on Cloudflare Workers. Every single day, it curates the freshest AI buzz for you, including industry news, trending open-source projects, cutting-edge academic papers, and hot takes from tech influencers.
* For even more project goodies, hop over to my [GitHub](https://github.com/justlovemaki)!
* **[Open Source Contribution/CloudFlare-AI-Image](https://github.com/justlovemaki/CloudFlare-AI-Image)**: This AI image generation script? It's all powered by Cloudflare Worker.
* **[Open Source Contribution/CloudFlare-AI-Insight-Daily](https://github.com/justlovemaki/CloudFlare-AI-Insight-Daily)**: Cloudflare Workers totally power this content aggregation and generation platform. It's a daily dose of AI goodness, serving up industry news, hot open-source projects, cutting-edge academic papers, and even the latest buzz from tech influencers on social media.
* Wanna see more? My [GitHub](https://github.com/justlovemaki) has all the juicy details!
#### What I'm Diving Into Now 🌊
#### What I'm Digging Into Now 🔍
I'm super passionate about LLM applications and website SEO right now, and guess what? I'm actively diving deep into learning and getting hands-on with both!
LLM applications and website SEO? Yep, I'm super into them, diving deep into learning and getting hands-on with some cool stuff!

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sidebar:
exclude: true
---
# Get In Touch! 👇
# Let's Connect! 👋
Got questions, ideas, or just wanna chat? I'm super excited to hear from you! Hit me up through the channels below if you need any support or want to collaborate.
I'm super keen to hear your thoughts and suggestions! If you've got any questions, collaboration ideas, or need some support, please reach out to me using the methods below.
I promise to get back to your emails ASAP, so don't hesitate to reach out!
I promise to get back to your emails ASAP! 🚀
---
## How to Reach Me 🚀
## **How to Reach Me**
* **Email:**
* **Email:** 📧
* [justlikemaki@qq.com](mailto:justlikemaki@qq.com)
* **WeChat:**
* {{< cards >}}
{{< card link="https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/refs/heads/main/docs/images/wechat.png" title="Personal WeChat" subtitle="Feel free to connect with me" image="https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/refs/heads/main/docs/images/wechat.png">}}
{{< card link="https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/refs/heads/main/docs/images/wechat.png" title="Personal WeChat" subtitle="Feel free to connect with me!" image="https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/refs/heads/main/docs/images/wechat.png">}}
{{< /cards >}}
* **Office Hours:**
* Monday - Friday, 9:00 AM - 6:00 PM (GMT+8)
* (Closed on weekends and public holidays)
* **Office Hours:**
* Monday to Friday, 9:00 AM - 6:00 PM (GMT+8)
* (I'm off on weekends and public holidays!)

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@@ -10,31 +10,31 @@ sidebar:
---
This Privacy Policy outlines our policies and procedures concerning the collection, use, and disclosure of your information when you use our service. It also details your privacy rights and how the law protects you.
This Privacy Policy describes our policies and procedures regarding the collection, use, and disclosure of your information when you use our Service. It also informs you about your privacy rights and how the law protects you.
Your personal data helps us deliver and improve our service. By using the service, you agree to our collection and use of your information in line with this Privacy Policy.
We use your personal data to provide and improve the Service. By using the Service, you agree to the collection and use of information in accordance with this Privacy Policy.
## Explanations & Definitions
## Interpretation and Definitions
### Explanations
Capitalized words have meanings defined under the following conditions. The following definitions hold the same meaning whether they appear in singular or plural form.
### Interpretation
Words capitalized at the beginning have meanings defined under the following conditions. The following definitions will have the same meaning whether they appear in singular or plural.
### Definitions
For the purpose of this Privacy Policy:
For the purposes of this Privacy Policy:
- **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 a party, where "control" means ownership of 50% or more of the shares, equity interest, or other securities entitled to vote for election of directors or other managing authority.
- **Company** (referred to as "the Company," "We," "Us," or "Our" in this Agreement) refers to **hubtoday**.
- **Company** (referred to as either "the Company," "We," "Us," or "Our" in this Agreement) refers to **hubtoday**.
- **Cookies** are small files placed on your computer, mobile device, or any other device by a website, containing details of your browsing history on that website among its many uses.
- **Country** refers to: California, United States.
- **Device** means any device that can access the Service such as a computer, a cellphone, or a digital tablet.
- **Device** means any device that can access the Service, such as a computer, a cellphone, or a digital tablet.
- **Personal Data** is any information that relates to an identified or identifiable individual.
- **Personal Data** is any information relating to an identified or identifiable individual.
- **Service** refers to the Website.
@@ -48,37 +48,37 @@ For the purpose of this Privacy Policy:
## Collecting and Using Your Personal Data
### Types of Data We Collect
### Types of Data Collected
#### Personal Data
When you use our Service, we might ask you to give us certain personally identifiable information that we can use to contact or identify you. This information could include, but isn't limited to:
When using our Service, we may ask you to provide certain personally identifiable information that can be used to contact or identify you. Personally identifiable information may include, but is not limited to:
- Email address
- Usage Data
#### Usage Data
Usage Data is collected automatically when you use the Service.
Usage Data is automatically collected when using the Service.
Usage Data might include your Device's Internet Protocol address (like an IP address), browser type, browser version, the pages you visit on our Service, the time and date of your visit, the time spent on those pages, unique device identifiers, and other diagnostic data.
Usage Data may include your Device's Internet Protocol address (e.g., IP address), browser type, browser version, the pages of our Service that you visit, the time and date of your visit, the time spent on those pages, unique device identifiers, and other diagnostic data.
When you access the Service via a mobile device, we might automatically collect certain info, including but not limited to the type of mobile device you use, your mobile device's unique ID, your mobile device's IP address, your mobile operating system, the type of mobile Internet browser you use, unique device identifiers, and other diagnostic data.
When you access the Service via a mobile device, we may automatically collect certain information, including but not limited to, the type of mobile device you use, your mobile device's unique ID, your mobile device's IP address, your mobile operating system, the type of mobile Internet browser you use, unique device identifiers, and other diagnostic data.
We may also collect information that your browser sends whenever you visit our Service or when you access the Service via a mobile device.
We may also collect information that your browser sends whenever you visit our Service or when you access the Service by or through a mobile device.
### Tracking Technologies and Cookies
We use Cookies and similar tracking technologies to monitor activity on our Service and store certain information. The tracking technologies we use include beacons, tags, and scripts, which help us collect and track info, plus improve and analyze our Service. Our technologies might include:
We use Cookies and similar tracking technologies to track activity on our Service and store certain information. The tracking technologies used include beacons, tags, and scripts to collect and track information, and to improve and analyze our Service. The technologies we use may include:
- **Cookies or Browser Cookies**: A Cookie is a small file placed on your Device. You can tell your browser to refuse all Cookies or to indicate when a Cookie is being sent. However, if you don't accept Cookies, you might not be able to use some parts of our Service. Unless you've adjusted your browser setting to refuse Cookies, our Service may use Cookies.
- **Web Beacons**: Certain sections of our Service and our emails might contain small electronic files called web beacons (also referred to as clear gifs, pixel tags, and single-pixel gifs). These files allow the Company to, for example, count users who have visited those pages or opened an email, and for other related website statistics (e.g., recording the popularity of a certain section and verifying system and server integrity).
- **Cookies or Browser Cookies**: A Cookie is a small file placed on your Device. You can instruct your browser to refuse all Cookies or to indicate when a Cookie is being sent. However, if you do not accept Cookies, you may not be able to use some parts of our Service. Unless you have adjusted your browser setting so that it will refuse Cookies, our Service may use Cookies.
- **Web Beacons**: Certain sections of our Service and our emails may contain small electronic files known as web beacons (also referred to as clear gifs, pixel tags, and single-pixel gifs) that permit the Company, for example, to count users who have visited those pages or opened an email and for other related website statistics (for instance, recording the popularity of a certain section and verifying system and server integrity).
Cookies can be "Persistent" or "Session" Cookies. Persistent Cookies stay on your personal computer or mobile device when you go offline, while Session Cookies are deleted as soon as you close your web browser.
Cookies can be "Persistent" or "Session" Cookies. When you go offline, Persistent Cookies remain on your personal computer or mobile device, while Session Cookies are deleted as soon as you close your web browser.
We use both Session and Persistent Cookies for the purposes outlined below:
We use both Session and Persistent Cookies for the purposes set out below:
- **Necessary / Essential Cookies**
- **Type**: Session Cookies
- **Administered by**: Us
- **Purpose**: These Cookies are essential to provide you with services available through the Website and to enable you to use some of its features. They help authenticate users and prevent fraudulent use of user accounts. Without these Cookies, the services you've asked for can't be provided, and we only use these Cookies to give you those services.
- **Purpose**: These Cookies are essential to provide you with services available through the Website and to enable you to use some of its features. They help to authenticate users and prevent fraudulent use of user accounts. Without these Cookies, the services that you have asked for cannot be provided, and we only use these Cookies to provide you with those services.
- **Cookies Policy / Notice Acceptance Cookies**
- **Type**: Persistent Cookies
@@ -88,89 +88,89 @@ We use both Session and Persistent Cookies for the purposes outlined below:
- **Functionality Cookies**
- **Type**: Persistent Cookies
- **Administered by**: Us
- **Purpose**: These Cookies allow us to remember the choices you make when you use the Website, like remembering your login details or language preferences. The aim of these Cookies is to offer you a more personal experience and save you from having to re-enter your preferences every time you use the Website.
- **Purpose**: These Cookies allow us to remember choices you make when you use the Website, such as remembering your login details or language preference. The purpose of these Cookies is to provide you with a more personal experience and to avoid you having to re-enter your preferences every time you use the Website.
For more information about the Cookies we use and your choices regarding Cookies, please check out our Cookies Policy or the Cookies section of our Privacy Policy.
For more information about the Cookies we use and your choices regarding Cookies, please visit our Cookies Policy or the Cookies section of our Privacy Policy.
### How We Use Your Personal Data
The Company might use Personal Data for the following purposes:
### Use of Your Personal Data
The Company may use Personal Data for the following purposes:
- **To provide and maintain our Service**, which includes monitoring the use of our Service.
- **To manage Your Account**: This involves managing your registration as a user of the Service. The Personal Data you provide can give you access to different functionalities of the Service that are available to you as a registered user.
- **For the performance of a contract**: This means developing, complying with, and undertaking the purchase contract for the products, items, or services You have bought, or any other contract with Us through the Service.
- **To contact You**: We might reach out to you via email, telephone calls, SMS, or other equivalent forms of electronic communication (like a mobile application's push notifications) regarding updates or informative communications related to features, products, or contracted services, including security updates, when these are necessary or reasonable.
- **To provide You with news**, special offers, and general information about other goods, services, and events we offer that are similar to those you have already purchased or inquired about, unless you've opted not to receive such information.
- **To manage Your requests**: This involves attending to and managing your requests to us.
- **For business transfers**: We might use your information to evaluate or conduct a merger, divestiture, restructuring, reorganization, dissolution, or other sale or transfer of some or all of our assets, whether as a going concern or as part of bankruptcy, liquidation, or similar proceeding, in which Personal Data held by us about our Service users is among the assets transferred.
- **For other purposes**: We may use your information for other purposes like data analysis, identifying usage trends, determining the effectiveness of our promotional campaigns, and to evaluate and improve our Service, products, marketing, and your experience.
- **To provide and maintain our Service**, including monitoring the usage of our Service.
- **To manage Your Account**: managing your registration as a user of the Service. The Personal Data You provide can give You access to different functionalities of the Service that are available to You as a registered user.
- **For the performance of a contract**: the development, compliance and undertaking of the purchase contract for the products, items or services You have purchased or of any other contract with Us through the Service.
- **To contact You**: To contact You by email, telephone calls, SMS, or other equivalent forms of electronic communication, such as a mobile application's push notifications regarding updates or informative communications related to the functionalities, products or contracted services, including security updates, when necessary or reasonable for their implementation.
- **To provide You with news**, special offers and general information about other goods, services, and events which we offer that are similar to those that you have already purchased or enquired about unless You have opted not to receive such information.
- **To manage Your requests**: To attend and manage Your requests to Us.
- **For business transfers**: We may use Your information to evaluate or conduct a merger, divestiture, restructuring, reorganization, dissolution, or other sale or transfer of some or all of Our assets, whether as a going concern or as part of bankruptcy, liquidation, or similar proceeding, in which Personal Data held by Us about our Service users is among the assets transferred.
- **For other purposes**: We may use Your information for other purposes, such as data analysis, identifying usage trends, determining the effectiveness of our promotional campaigns, and to evaluate and improve our Service, products, marketing, and your experience.
We might share your personal information in these situations:
We may share Your personal information in the following situations:
- **With Service Providers**: We may share your personal information with Service Providers to monitor and analyze the use of our Service and to contact You.
- **For business transfers**: We may share or transfer your personal information during any merger, sale of Company assets, financing, or acquisition of all or a portion of our business to another company, or in negotiations for such.
- **With Affiliates**: We may share your information with our Affiliates, in which case we'll 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 may share your information with our business partners to offer You certain products, services, or promotions.
- **With other users**: When you share personal information or otherwise interact in the public areas with other users, such information may be viewed by all users and may be publicly distributed outside.
- **With your consent**: We may disclose your personal information for any other purpose with your consent.
- **With Service Providers**: We may share Your personal information with Service Providers to monitor and analyze the use of our Service and to contact You.
- **For business transfers**: We may share or transfer Your personal information in connection with, or during negotiations of, any merger, sale of Company assets, financing, or acquisition of all or a portion of Our business to another company.
- **With Affiliates**: We may share Your information with Our Affiliates, in which case we will 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 may share Your information with Our business partners to offer You certain products, services, or promotions.
- **With other users**: When You share personal information or otherwise interact in the public areas with other users, such information may be viewed by all users and may be publicly distributed outside.
- **With Your consent**: We may disclose Your personal information for any other purpose with Your consent.
### Retention of Your Personal Data
The Company will only keep your Personal Data for as long as it's needed for the purposes explained in this Privacy Policy. We'll hold onto and use your Personal Data to the extent necessary to comply with our legal obligations (for instance, if we have to keep your data to obey applicable laws), resolve disputes, and enforce our legal agreements and policies.
The Company will retain Your Personal Data only for as long as is necessary for the purposes set out in this Privacy Policy. We will retain and use Your Personal Data to the extent necessary to comply with our legal obligations (for example, if we are required to retain your data to comply with applicable laws), resolve disputes, and enforce our legal agreements and policies.
The Company will also keep Usage Data for internal analysis purposes. Usage Data is generally kept for a shorter period, unless it's used to boost the security or improve the functionality of our Service, or we're legally obligated to hold onto this data for longer periods.
The Company will also retain Usage Data for internal analysis purposes. Usage Data is generally retained for a shorter period of time, except when this data is used to strengthen the security or to improve the functionality of Our Service, or We are legally obligated to retain this data for longer time periods.
### Transfer of Your Personal Data
Your information (including Personal Data) is processed at the Company's operating offices and in any other places where the parties involved in the processing are located. This means this info might be transferred to and maintained on computers located outside of your state, province, country, or other governmental jurisdiction, where data protection laws may differ from those in your jurisdiction.
Your information, including Personal Data, is processed at the Company's operating offices and in any other places where the parties involved in the processing are located. This means that this information may be transferred to and maintained on computers located outside of Your state, province, country, or other governmental jurisdiction where the data protection laws may differ from those of Your jurisdiction.
Your consent to this Privacy Policy followed by your submission of such information represents your agreement to that transfer.
By consenting to this Privacy Policy and submitting such information, You agree to that transfer.
The Company will take all steps reasonably necessary to ensure your data is treated securely and in accordance with this Privacy Policy. No transfer of your Personal Data will take place to an organization or a country unless there are adequate controls in place, including the security of your data and other personal information.
The Company will take all steps reasonably necessary to ensure that Your data is treated securely and in accordance with this Privacy Policy, and no transfer of Your Personal Data will take place to an organization or a country unless there are adequate controls in place, including the security of Your data and other personal information.
### Deleting Your Personal Data
You have the right to delete or request that we assist in deleting the Personal Data we've collected about You.
### Delete Your Personal Data
You have the right to delete or request us to assist in deleting the Personal Data that we have collected about You.
Our Service might give you the ability to delete certain information about you from within the Service itself.
Our Service may give You the ability to delete certain information about You from within the Service.
You can always update, amend, or delete your information by logging into your Account (if you have one) and visiting the account settings section that lets you manage your personal information. You can also contact us to request access to, correct, or delete any personal information you've given to us.
You can update, amend, or delete Your information at any time by logging into Your Account, if you have one, and visiting the account settings section that allows You to manage Your personal information. You may also contact Us to request access to, correct, or delete any personal information that You have provided to Us.
Please keep in mind, however, that we may need to retain certain information when we have a legal obligation or a lawful basis to do so.
However, please note that we may need to retain certain information when we have a legal obligation or a lawful basis to do so.
### Disclosure of Your Personal Data
#### Business Transactions
If the Company gets involved in a merger, acquisition, or asset sale, your Personal Data might be transferred. We'll provide notice before your Personal Data is transferred and becomes subject to a different Privacy Policy.
If the Company is involved in a merger, acquisition, or asset sale, Your Personal Data may be transferred. We will provide notice before Your Personal Data is transferred and becomes subject to a different Privacy Policy.
#### Law enforcement
In certain circumstances, the Company might have to disclose your Personal Data if required to do so by law or in response to valid requests by public authorities (like a court or a government agency).
Under certain circumstances, the Company may be required to disclose Your Personal Data if required to do so by law or in response to valid requests by public authorities (e.g., a court or a government agency).
#### Other Legal Requirements
The Company might disclose your Personal Data in the good faith belief that such action is necessary to:
The Company may disclose 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 the personal safety of Users of the Service or the public
- Protect against legal liability
### Security of Your Personal Data
The security of your Personal Data is important to us, but hey, remember that no method of transmission over the Internet or method of electronic storage is 100% secure. While we strive to use commercially acceptable means to protect your Personal Data, we can't guarantee its absolute security.
The security of Your Personal Data is important to Us, but remember that no method of transmission over the Internet, or method of electronic storage is 100% secure. While We strive to use commercially acceptable means to protect Your Personal Data, We cannot guarantee its absolute security.
## Children's Privacy
Our Service isn't aimed at anyone under the age of 13. We don't knowingly collect personally identifiable information from anyone under 13. If you're a parent or guardian and you know that your child has provided us with Personal Data, please get in touch with us. If we realize we've collected Personal Data from anyone under 13 without verification of parental consent, we'll take steps to remove that information from our servers.
Our Service does not address anyone under the age of 13. We do not knowingly collect personally identifiable information from anyone under the age of 13. If You are a parent or guardian and You are aware that Your child has provided Us with Personal Data, please contact Us. If We become aware that We have collected Personal Data from anyone under the age of 13 without verification of parental consent, We will take steps to remove that information from Our servers.
If we need to rely on consent as a legal basis for processing your information, and your country requires consent from a parent, we might ask for your parent's consent before we collect and use that information.
If We need to rely on consent as a legal basis for processing Your information, and Your country requires consent from a parent, We may require Your parent's consent before We collect and use that information.
## Links to Other Websites
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 directed to that third-party's site. We strongly advise you to review the Privacy Policy of every site you visit.
Our Service may contain links to other websites that are not operated by Us. If You click on a third-party link, You will be directed to that third-party's site. We strongly advise You to review the Privacy Policy of every site You visit.
We have no control over and assume no responsibility for the content, privacy policies, or practices of any third-party sites or services.
## Changes to This Privacy Policy
We might update our Privacy Policy from time to time. We'll let you know about any changes by posting the new Privacy Policy on this page.
We may update Our Privacy Policy from time to time. We will notify You of any changes by posting the new Privacy Policy on this page.
Before changes kick in, we'll notify you via email and/or a prominent notice on our Service and update the "Last updated" date at the top of this Privacy Policy.
Before the change becomes effective, We will inform You via email and/or a prominent notice on Our Service and update the "Last updated date" at the top of this Privacy Policy.
We recommend you review this Privacy Policy periodically for any changes. Changes to this Privacy Policy are effective when they're posted on this page.
You are advised to review this Privacy Policy periodically for any changes. Changes to this Privacy Policy are effective when they are posted on this page.
## Contact Us
If you've got any questions about this Privacy Policy, you can reach us:
If You have any questions about this Privacy Policy, You can contact Us:
- **Email**: [justlikemaki@foxmail.com](mailto:justlikemaki@foxmail.com)
- 📧 **Email**: [justlikemaki@foxmail.com](mailto:justlikemaki@foxmail.com)

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@@ -6,48 +6,48 @@ sidebar:
---
# Terms of Service
*Effective Date: June 1, 2025*
*Effective: June 1, 2025*
---
Welcome to **ai.hubtoday** (which we'll lovingly refer to as "the Site" or "we" from now on). Before you jump in and use any of our services, please, please, please read these Terms of Service carefully. By accessing or using the Site, you're not just browsing you're agreeing to and accepting these terms.
Hey there! Welcome to **ai.hubtoday** (we'll just call it "the **Site**" or "us" from now on). 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 essentially saying "Yep, I agree!" to all these terms. 😊
## 1. Service Introduction
So, what do we do? **The Site** offers paid subscription content and membership services to our users. This includes, but isn't limited to, blog posts, exclusive resources, e-books, and community interactions. Just a heads-up: some of this awesome content is only accessible to our subscribers.
**The Site** offers a bunch of awesome paid subscription content and membership services. Think blog posts, exclusive resources, ebooks, and cool community interactions! Just a heads-up, some goodies are exclusively for our subscribed members. 😉
## 2. User Registration & Accounts
* To register for an account, **users** need to provide a valid email address and set up a password.
* **Users** are totally responsible for their account's security and all activities that happen under it. Seriously, **don't** transfer or share your account with anyone.
* If a user breaks these terms, **the Site** has the right to **suspend or terminate** their account.
## 2. User Registration and Account
- **To get started**, you'll need to register an account with a valid email and set up a password.
- **Your account's security** and all activities under it are totally your responsibility. And just so we're clear: **no transferring or sharing** your account, okay? 🚫
- **If you ever breach these terms**, the Site reserves the right to **pause or even terminate** your account.
## 3. Paid Subscription Services
* **Our subscription services** are billed on a monthly/annual basis. You'll see the exact fees clearly laid out on the checkout page.
* For all payments, we use third-party payment platforms (like Stripe, PayPal). Rest assured, **the Site** doesn't store your payment info. Your financial details are safe!
* Good to know: Your subscription will **automatically renew** unless you cancel it before your current billing cycle ends.
* **Our 14-Day Refund Policy:** If you're a first-time subscriber and aren't happy with the service, you can request a full refund within 14 days of your purchase. Just hit us up at the contact email provided at the end of these terms and tell us why. Heads up: this is a one-time offer per user. After 14 days, or if it's not your first rodeo, payments are **non-refundable**, unless required by law.
- **Our subscription services** are billed monthly or annually, with all the costs laid out clearly on the checkout page. No hidden fees, promise!
- **All your payments** will go through awesome third-party platforms like Stripe or PayPal. Just to put your mind at ease, we never store your payment info ourselves. 🔒
- **Your subscription** will **automatically renew** super convenient! unless you decide to cancel it before your current billing cycle ends.
- **Here's our cool 14-day Refund Policy**: If you're a first-time subscriber and not totally thrilled with our service within 14 days of purchase, you can totally ask for a full refund! Just hit us up at the contact email at the end of these terms and tell us why you're not happy. Heads up: this is a one-time deal per user. After 14 days, or if it's not your first rodeo, **we generally don't offer refunds** unless the law explicitly says we have to. Sorry! 🤷‍♀️
## 4. Content Usage & Intellectual Property
* FYI: All original content's **copyright belongs to the Site (hubtoday)**. Please don't copy, reproduce, or use it for commercial purposes without our permission.
* As a user, you get a **non-exclusive, non-transferable right to access** our content, purely for your personal learning and reading.
* If you're eyeing it for commercial use or want to quote a lot, please get in touch with **the Site** for authorization first.
## 4. Content Use and Intellectual Property
- **All the original content** here at hubtoday is **our copyrighted stuff**. That means no copying, reposting, or using it for commercial purposes without our say-so. Period.
- **As a user**, you get a **non-exclusive, non-transferable right** to access our content purely for your personal learning and reading pleasure. Keep it to yourself, alright? 😉
- **If you're thinking commercial use** or need to cite a lot, please get in touch with us first for authorization.
## 5. User Conduct Guidelines
* When it comes to user behavior, **it's a strict NO-GO** to upload, post, or spread any content that's illegal, harassing, false, offensive, or infringes on others' rights.
* Also, **please don't** use technical means to bulk download, crawl, or crack our member-exclusive content. That's just not cool.
* **The Site** totally reserves the right to remove inappropriate content and **ban users** who break these rules.
- **You absolutely cannot** upload, post, or spread any content that's illegal, harassing, fake, offensive, or infringes on anyone else's rights. Seriously, don't do it. 🙅‍♂️
- **Bulk downloading**, scraping, or cracking our member content using any technical trickery is also a big fat **NO**. Just enjoy it as intended!
- **The Site** reserves the right to remove any inappropriate content and will **ban users** who don't play by the rules. Consider yourself warned! 🚨
## 6. Service Changes & Interruptions
* Heads up! **We** reserve the right to change, suspend, or terminate any part or all of our services at any time, without giving you prior notice.
* If, for some reason, content becomes temporarily unavailable due to force majeure, server failures, or third-party service interruptions, **the Site** won't be held liable for any damages. Sorry about that!
## 6. Service Changes and Interruptions
- **We** can change, pause, or even stop parts or all of our services anytime we need to, without giving you a heads-up. It's just how things roll sometimes. 🤷
- **If content becomes temporarily unavailable** due to things like natural disasters (force majeure), server hiccups, or issues with third-party services, **we can't be held responsible for any compensation**. Bummer, we know.
## 7. Disclaimer
* Just so we're clear: The information **the Site** provides is purely for reference. It **does NOT constitute** any professional advice (like financial, legal, medical, etc.).
* And a big one: **The Site** is **not responsible** for any direct or indirect losses users might incur from using our content or services. Just sayin'.
- **The info we provide** on the Site is strictly for your general reference. It's **not** professional advice of any kind (like financial, legal, or medical stuff), so please don't treat it as such.
- **The Site** is **not responsible** for any direct or indirect losses you might run into from using our content or services. Just a heads-up!
## 8. Governing Law
* So, what's the law of the land for these terms? **These Terms of Service** are governed by and interpreted in accordance with the laws of the State of California, USA, without regard to its conflict of law principles.
* For any disputes arising from or related to these terms, both parties agree to try and resolve things amicably through friendly negotiation first. If that doesn't work out, you agree to submit to the jurisdiction of the courts located in Santa Clara County, California.
## 8. Applicable Law
- **These Terms of Service** are all about the laws of the State of California, USA, and that's how we'll interpret them, no matter what other legal principles might pop up.
- **If any disputes** crop up because of or related to these terms, we both agree to try and sort it out nicely first. If that doesn't work, you agree to take it to the awesome courts in Santa Clara County, California.
## 9. Contact Us
* Got questions about these terms? No worries! Just hit us up via the following:
* 📧 **Email**: [justlikemaki@foxmail.com](mailto:justlikemaki@foxmail.com)
## 9. Contact Information
- **Got questions** about these terms? Don't hesitate to reach out! You can hit us up here: 👇
- 📧 **Email**: [justlikemaki@foxmail.com](mailto:justlikemaki@foxmail.com)