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---
linkTitle: 12-15-Daily
title: 12-15-Daily AI News Daily
weight: 17
breadcrumbs: false
comments: true
description: 'OpenAI''s Sparse Model 🚀: 99.9% Zero Weights!'
---
## AI News Daily 2025/12/15
> AI News | Daily Morning Read | Aggregated Web Data | Cutting-Edge Scientific Exploration | Industry Free Expression | Open Source Innovation Power | AI and Human Future | [Visit Web Version ✨](https://ai.hubtoday.app/) | [Join Group Chat 💬](https://source.hubtoday.app/logo/wechat-qun.jpg)
### **Today's Digest**
```
1100+ Models' Weights Converge in Shared Subspace, Confirming Plato's Theory of Forms and Explaining Generalization
Weak-to-Strong GraphRAG Framework Boosts Multi-Hop Reasoning, Reduces Inference Costs by 30%
OpenAI Open-Sources Sparse Model with 99.9% Zero Weights for Computational Transparency
ChatGPT's Full Memory Injection vs. Claude's On-Demand Retrieval: Two Paths to the Same End
ZJU Open-Sources LLM Learning Book (13.5k Stars), Systematically Covering Theory to Practice
```
### Product & Feature Updates
1. **OpenAI's Sparse Model 🚀: 99.9% Zero Weights!**
OpenAI just dropped its **Sparse Model** 🤯, packing only 0.4B parameters and boasting a whopping 99.9% zero weights! This bad boy brings computational path transparency to the table. Using mean-mask pruning, this tech slashes task-specific circuit sizes by 16x. Get this: experiments reveal it only takes 2 MLP neurons to nail Python quote closing tasks, paving a fresh way for explainable AI. ✨
---
### Cutting-Edge Research
1. **Over 1100 Models Converge to a Single Point 🤯, Revealing AI's "World of Forms."**
A team from **Johns Hopkins** just dropped a bombshell 🧠: they took an [In-depth Analysis (AI News)](https://www.jiqizhixin.com/articles/2025-12-14-11) of over 1,100 neural networks and found something wild. Even after training with diverse datasets and hyperparameters, the weights surprisingly converged into a *shared low-dimensional subspace*. This totally echoes Plato's 'ideas preceding instances' philosophy. Their research helps explain why over-parameterized models generalize so well, giving us a fresh take on model compression and optimizing our AI landscapes. Pretty neat, huh? ✨ [Source: (AI News Daily)](https://www.arxiv.org/pdf/2512.05117)
2. **Weak-to-Strong GraphRAG: New Framework Boosts Multi-Hop Reasoning Accuracy! 🚀**
Say hello to the **ReG Framework** 🔥, a hot new paper submitted to ICLR 2026! This 'Weak-to-Strong GraphRAG' framework is designed to seriously level up multi-hop reasoning accuracy. How? By leveraging LLM feedback to fine-tune graph retrievers, it tackles that tricky mess of structured data in GraphRAG head-on. In CWQ-Sub tests, GPT-4o hit an impressive [Macro-F1 Reaches 68.91% (AI News)](https://openreview.net/forum?id=GtjELGHkPB), matching baseline models using a tiny 5% of the data. Plus, it slashes inference token consumption by 30%, making it a total game-changer for production environments. Sweet deal, right? ✨<br/>![AI News: ReG Framework Comparison Results](https://source.hubtoday.app/images/2025/12/13022af850ede5a75284707dfb27779b.avif)<br/>
---
### Top Open-Source Projects
1. **ZJU's LLM Learning Book 📚 (13.5k Stars): Systematically Covers LLM Fundamentals.**
**Zhejiang University** just open-sourced their [Foundations-of-LLMs Project (AI News)](https://github.com/ZJU-LLMs/Foundations-of-LLMs), a systematic goldmine for learning about large language models. This project has already racked up an impressive 13,527 stars ✨, covering everything from theoretical algorithms to hands-on engineering practice. It's perfect for researchers and engineers looking to dive in fast, truly a 'textbook-level' repository for the LLM world. Talk about a must-have! 🚀<br/>![AI News: LLM Learning Book Catalog Example](https://source.hubtoday.app/images/2025/12/42505d0432817ae78a872d5500343e76.avif)<br/>
2. **Daytona: Elastic AI Infrastructure ⭐ (37.1k Stars) for Safer AI-Generated Code!**
**Daytona** is here to save the day for AI developers! This awesome elastic AI infrastructure provides a super safe environment to run your [AI-Generated Code (AI News)](https://github.com/daytonaio/daytona), and it's already garnered a cool 37,103 stars ✨. Daytona tackles those pesky security and resource scheduling headaches in AI code deployment head-on, offering sandbox isolation and dynamic scaling. So go ahead, developers, confidently run that code from Copilot and other tools! 🚀<br/>![AI News: Daytona Architecture Diagram](https://source.hubtoday.app/images/2025/12/d54d4e91fc5eb4253823b5f8ef03fd31.avif)<br/>
3. **HuLa: Cross-Platform IM ⭐ (5.8k Stars) with Rust+Vue3 for Ultimate Performance!**
Get ready for **HuLa** 👋, HuLaSpark's brand-new instant messaging app! This bad boy is built with Rust + Vue3, offering ultimate performance and cross-platform compatibility across Windows, macOS, Linux, iOS, *and* Android. With 5,799 stars already ✨, HuLa is totally pulling in developers thanks to its insane speed and wide reach. Rust under the hood ensures high concurrency, while Vue3 spices up that frontend user experience. Talk about a powerhouse! 🚀<br/>![AI News: HuLa Multi-Platform Interface Display](https://source.hubtoday.app/images/2025/12/1c168be769f8fda33d246dd0a3c2be70.avif)<br/>
4. **AI Hedge Fund Team ⭐ (42.7k Stars): Open-Sourcing a New Quant Trading Paradigm.**
**virattt** just open-sourced their [AI Hedge Fund Project (AI News)](https://github.com/virattt/ai-hedge-fund), a super cool initiative using AI to build intelligent trading teams. This project has already bagged a whopping 42,683 stars ✨ and comes packed with integrated Alpha signal generation and risk management modules. Developers can now customize their strategies and really push the boundaries of machine learning in financial markets. Who knew AI could be such a Wall Street wizard? 💰<br/>![AI News: AI Hedge Fund Architecture Diagram](https://source.hubtoday.app/images/2025/12/e58911f797cb80b0a38f21816c66b5e0.avif)<br/>
5. **Pi: Mario's Minimalist AI Coding Agent 🚀 — Saying No to Bloated Tools!**
Developer **Mario** just dropped his [Pi Project (AI News)](https://mariozechner.at/posts/2025-11-30-pi-coding-agent/), a seriously minimalist AI coding agent that says 'nope' to bloated tools! This lean, mean command-line machine, built with Node.js/TypeScript, focuses on just four core functions: read, bash, edit, and write. It manages context precisely through a hierarchical `AGENTS.md` file. Unlike Cursor, Pi is all about transparency and giving you full control. Super clean, super powerful! ✨
---
### Social Media Buzz
1. **ChatGPT vs. Claude Memory Mechanisms Unpacked 🤯: Two Paths, Same Destination!**
Blogger **@manthanguptaa** just did some serious reverse-engineering, giving us the lowdown on [ChatGPT and Claude's Memory Solutions (AI News)](https://x.com/shao__meng/status/2000184704243515434). Turns out, they've got two totally different, yet equally effective, approaches. ChatGPT goes for full memory injection with lightweight summaries, pre-calculating recent chats for quick recall. Claude, however, opts for on-demand retrieval, nailing precise callbacks via tool calls. So, ChatGPT's your go-to for casual chats, while Claude shines brightest for those hefty, complex projects. Pretty clever, both ways! ✨<br/><br/>
2. **SSE Stream Resumption for LLM Tokens 🔥: Protocol or Implementation Issue?**
There's a hot debate brewing among developers: **Can SSE actually support stream resumption for LLM tokens**? 🤔 The core of the argument boils down to whether it's a protocol issue or an implementation one. While the SSE spec *does* technically support reconnecting using an `id` field, here's the kicker: if the server hasn't persisted that state, you're out of luck trying to resume. Folks are tossing around alternatives like WebSocket + pub/sub or caching proxies, but it always comes down to balancing costs and security compliance. What's your take? 💬
3. **Google AI Boss's 2026 Outlook 🚀: Ditching API Keys for Mass Adoption!**
The **Google AI Boss's 2026 Outlook** is currently blowing up on Reddit! 🤯 One developer hit the nail on the head, pointing out that 'any product demanding users to enter an API Key has already waved goodbye to the mass market.' While this setup was standard for early-stage products, today's commercial tools are all about simplifying authentication. Lowering those user barriers has become the industry standard a no-brainer, really, for anyone wanting to hit it big. What do you think? 👇<br/>![AI News: Google AI 2026 Outlook Image](https://source.hubtoday.app/images/2025/12/ka9pDc20UD5j_ver8dfrv9rpj3Jntje1yXPsdb_pEQM.avif)<br/>
---
## **AI News Daily: Audio Edition**
| 🎙️ **Xiaoyuzhou** | 📹 **Douyin** |
| --- | --- |
| [Laisheng Speakeasy](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG)|
| ![Speakeasy](https://source.hubtoday.app/logo/f959f7984e9163fc50d3941d79a7f262.md.png) | ![Intelligence Station](https://source.hubtoday.app/logo/7fc30805eeb831e1e2baa3a240683ca3.md.png) |

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@@ -2,83 +2,78 @@
linkTitle: AI Daily
title: AI Daily-AI资讯日报
breadcrumbs: false
next: /en/2025-12/2025-12-13
next: /en/2025-12/2025-12-14
description: Your daily source for curated AI news, practical tools, and actionable
tutorials to master Artificial Intelligence;
cascade:
type: docs
---
## AI News Daily 2025/12/14
## AI Daily News Digest - December 15, 2025
> 📰 AI News | Daily Briefing | Web Data Aggregation | Frontier 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 Briefing | 🌐 Web-wide Data Aggregation | 🔬 Cutting-Edge Scientific Exploration | 🗣️ Industry Voices | 💡 Open Source Innovation | 🤖 AI & Humanity's Future | [Visit Web Version](https://ai.hubtoday.app/) | [Join Group Chat](https://source.hubtoday.app/logo/wechat-qun.jpg)
### **Today's Summary**
### **Today's Highlights**
```
Runway launches GWM-1 general world model to build 3D spaces and virtual humans.
Google Translate integrates Gemini, supporting real-time voice conversation translation in 70 languages.
GPT-5.2 release met with negative reviews; high benchmark scores don't solve real-world conversation problems.
Oracle's bet on OpenAI causes enterprise migration; AI layoffs potentially exceed expectations with no political solution.
Open-source projects like CopilotKit boost AI co-pilot and agent workflow development.
1. Over 1100 models' weights converge in a shared subspace, supporting Plato's theory of Forms to explain generalization.
2. Weak-to-Strong GraphRAG framework boosts multi-hop reasoning, cutting inference costs by 30%.
3. OpenAI open-sources sparse model with 99.9% zero weights, achieving computational transparency.
4. ChatGPT's full memory injection vs. Claude's on-demand retrieval: Two paths, same destination.
5. Zhejiang University open-sources LLM learning book, 13.5k stars, systematically covers theory to practice.
```
### Product & Feature Updates
1. Runway just dropped its "General World Model" GWM-1, totally reshaping AI creation with three core modules. This isn't just about content generation; [Runway's GWM-1 (AI News)](https://runwayml.com/research/introducing-runway-gwm-1) *really* understands how the world works! Its GWM-Worlds module crafts **infinitely explorable 3D spaces** with spacetime consistency. GWM-Avatars create audio-driven virtual characters, while GWM-Robotics provides synthetic training environments for robots. On top of that, the accompanying Gen-4.5 now features native audio generation and multi-shot consistent editing, enabling some seriously cool joint audio-video modeling. ✨<br/>![AI News: Runway GWM-1 Architecture Diagram](https://source.hubtoday.app/images/2025/12/news_01kcc4wnmyempbpgcgnct3qjww.avif)<br/>
2. Google Translate just got a major upgrade, now powered by the Gemini model, and it's a total game-changer for real-time voice translation. [Google's upgraded translation service (AI News)](https://www.xiaohu.ai/c/xiaohu-ai/google-5af468) leverages Gemini to understand context and tone, making translations sound way more natural. Text translation handles 20 languages, and its voice-to-voice translation is in Beta, supporting over 70 languages—your headphones can literally become an instant interpreter! 🤯 The speaking practice feature has also expanded to 20 countries, offering real-time corrections and progress tracking. Talk about a glow-up! ✨<br/>
3. Grok just got a deep integration with Tesla, making voice-activated route planning a total reality. Grok's voice commands can now recognize your intent and set routes for Teslas, even adjusting travel plans in real-time. Netizens are already sharing [demo videos (AI News)](https://x.com/imxiaohu/status/1999828212218781838) of this in action. If this integrates with FSD, imagine verbally commanding your car to complete complex tasks! That's next-level! 🚗<br/><video src="https://source.hubtoday.app/images/2025/12/news_01kcc4yajqekjtrwkapq6pkvqn.mp4"></video><br/>
4. Google Gemini Pro membership now lets you share its benefits with up to five people. Gemini Pro members can hook up to 5 others with their perks, and even gift friends a 4-month trial! Talk about a sweet deal, making the subscription model way more flexible. 🤝<br/>
1. **OpenAI's Sparse Model: Open-Sourced with 99.9% Zero Weights!**
OpenAI just dropped some news: their [Circuit Sparsity Model (AI News)](https://www.qbitai.com/2025/12/360864.html), boasting a tiny 0.4B parameters, has an insane 99.9% zero weights! This bad boy brings computational path transparency to the table. How? It uses mean-masking pruning to shrink task-specific circuits by a whopping 16x. Get this: experiments show you only need two MLP neurons to nail Python quote completion. Talk about a game-changer for explainable AI! 🚀
---
### Frontier Research
### Cutting-Edge Research
1. GPT-5.2 dropped and got slammed with bad reviews within 24 hours, highlighting a huge gap between benchmark tests and real-world usability. OpenAI's [GPT-5.2 (AI News)](https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2651007119&idx=1&sn=8808a5b8f75b6c33b1fd9a8e5c0815fd) even scored lower than Claude Sonnet 3.7 on SimpleBench, making a basic "garlic" letter 'r' count error seriously?! 🤦 Its emotional intelligence seems to have taken a nosedive, giving mechanical responses to scenarios involving disfavored children. The safety refusal mechanism is overly strict, earning it criticism for being "inhumane." Netizens are roasting it, saying high benchmark scores don't mean squat in real conversation scenarios. 📉<br/>![AI News: GPT-5.2 Benchmark Comparison Bar Chart](https://source.hubtoday.app/images/2025/12/news_01kcc4zd41ewvb87bmpwbrzszf.avif)<br/>
1. **Over 1100 Models Converge to a Single Point: Unveiling AI's "World of Forms"!**
A mind-blowing discovery from the Johns Hopkins team: After a [deep dive (AI News)](https://www.jiqizhixin.com/articles/2025-12-14-11) into 1100 neural networks, they found that regardless of datasets or hyperparameters, the weights converged to a shared low-dimensional subspace! This kinda backs up Plato's 'Forms precede instances' philosophy. 🤯 The research sheds light on the generalization phenomenon in over-parameterized models, offering fresh perspectives for model compression and optimization. Check out the [Source: (AI News Daily)](https://www.arxiv.org/pdf/2512.05117) for the full scoop. ✨
2. Gemini TTS now offers precise control over voice parameters through simple prompts. Li Cang's [AI comic drama application (AI News)](https://x.com/op7418/status/1999491858662326281) showcases Gemini 2.5 TTS, letting users tweak gender, intonation, tone, and even the pronunciation of specific words—all with just a prompt! 🗣️ Paired with Nano Banana Pro for scene generation, this combo enables fully interactive storytelling. Pretty wild, right? ✨<br/><video src="https://source.hubtoday.app/images/2025/12/news_01kcc5002hexr8r7vhkqxjvd2g.mp4"></video><br/>
---
### Industry Outlook & Social Impact
1. Oracle's massive bet on OpenAI is sparking a huge wave of contract losses and customer migrations. [Oracle went all-in, betting approximately $300 billion on OpenAI (AI News)](https://newshacker.me/story?id=46246031), and now, as long-term enterprise contracts expire, clients are flocking to PostgreSQL and OpenJDK to cut costs. Banks are gradually migrating via Amazon RDS, and some vendors, like Hyland, have even announced they're dropping Oracle support. Talk about a shake-up! 💸 Credit default swaps are climbing, and the market is getting a bit antsy about potential AI investment overheating. 🔥<br/>
2. AI-driven white-collar layoffs might be way bigger than we expect, and frankly, politicians are ghosting the problem. A hot Reddit thread points out that [AI can now perform knowledge work instead of just assisting (AI News)](https://www.reddit.com/r/artificial/comments/1plkvps/whitecollar_layoffs_are_coming_at_a_scale_weve/). With Opus 4.5, GPT-5.2, and Gemini 3.0 integrating into business processes, white-collar jobs could shrink by a whopping 30-70% over the next decade. 😬 The political sphere has zero solutions, and just saying "skill upgrades" isn't going to fix this mess. It's a wake-up call! 🚨<br/>
3. AI subscription dependency could lead to a "pharmaceutical" profit model, locking users in for life. Some folks believe LLM companies are getting teenagers hooked on AI to do their homework, only to jack up prices when they're adults and can't read or write without it—potentially charging 10% of their salary as a usage fee! 🤑 This dark business path, alongside automated layoffs, is one of the two major profit directions, yet it's rarely discussed in the [media (AI News)](https://www.reddit.com/r/artificial/comments/1pl9x64/the_unspoken_future_plan_for_ai/). Spooky! 👻<br/>
4. Netizens are calling for people to maintain a "human feel" and be wary of AI content becoming too generic. Tw93 posted that Chinese tweets are crammed with clickbait phrases like "brothers, it's blowing up!," and AI-generated content often lacks any real uniqueness. The post emphasizes keeping [personality traits and taste (AI News)](https://x.com/HiTw93/status/1999464403192979680) intact in the age of AI, urging everyone to avoid becoming mere appendages to the tech. Keep it real, folks! 🤖➡️🧑‍💻<br/>
2. **New Weak-to-Strong GraphRAG Framework: Boosting Multi-Hop Reasoning Accuracy!**
The ReG framework is making waves! A paper submitted to ICLR 2026 introduces this new Weak-to-Strong GraphRAG approach, designed to optimize graph retrievers using LLM feedback. It's tackling the messy structured data challenge head-on for GraphRAG. And get this: on CWQ-Sub tests, GPT-4o's [Macro-F1 hit 68.91% (AI News)](https://openreview.net/forum?id=GtjELGHkPB) with just 5% of the data, matching baseline models! This sweet method also slashes inference token consumption by 30%, making it super viable for production environments. 🔥<br/>![AI News: ReG Framework Comparison Results](https://source.hubtoday.app/images/2025/12/13022af850ede5a75284707dfb27779b.avif)<br/>
---
### Top Open Source Projects
1. CopilotKit is a React framework designed for building AI co-pilots. [CopilotKit (AI News)](https://github.com/CopilotKit/CopilotKit) provides the React UI and foundational infrastructure, making it super easy to develop AI co-pilots, chatbots, and in-app agents. It's already snagged ⭐25.8k stars and is seriously hot right now! 🔥<br/>
1. **ZJU's LLM Learning Book: 13.5K Stars and a Systemic Guide to LLM Fundamentals!**
Zhejiang University has open-sourced their fantastic [Foundations-of-LLMs Project (AI News)](https://github.com/ZJU-LLMs/Foundations-of-LLMs), which is basically a systematic goldmine of large model learning resources. This project has already racked up 13,527 stars 🌟 and covers everything from theoretical algorithms to engineering practices. It's perfect for researchers and engineers looking to get up to speed quickly, and honestly, it's becoming the 'textbook-level' repo for the LLM field! Highly recommended. 👍<br/>![AI News: LLM Learning Book Catalog Example](https://source.hubtoday.app/images/2025/12/42505d0432817ae78a872d5500343e76.avif)<br/>
2. MindsDB is a federated query engine tailored for AI. [MindsDB (AI News)](https://github.com/mindsdb/mindsdb) positions itself as an MCP server, supporting cross-data source querying and AI integration. It's already crushing it with 37.8k stars! Pretty awesome! 🚀<br/>
2. **Daytona: Elastic AI Infrastructure with 37.1K Stars for Safer Generated Code!**
Daytona is stepping up the game, offering an elastic environment for securely running [AI-generated code (AI News)](https://github.com/daytonaio/daytona)! It's already bagged 37,103 stars, and for good reason. This tool tackles those nagging security and resource scheduling headaches in AI code deployment, supporting sandbox isolation and dynamic scaling. Developers can finally run code generated by tools like Copilot with peace of mind. What a relief! 🛡️<br/>![AI News: Daytona Architecture Diagram](https://source.hubtoday.app/images/2025/12/d54d4e91fc5eb4253823b5f8ef03fd31.avif)<br/>
3. Sim is an open-source AI agent workflow platform. [Sim (AI News)](https://github.com/simstudioai/sim) is your go-to for building and deploying AI agent workflows, boasting ⭐19.4k stars and consistently rising developer attention. Get on board! 🛠️<br/>
3. **HuLa: Cross-Platform IM with 5.8K Stars, Built with Rust+Vue3 for Extreme Performance!**
HuLaSpark just launched HuLa, an IM app rocking [Rust+Vue3 (AI News)](https://github.com/HuLaSpark/HuLa) for ultimate cross-platform compatibility we're talking Windows, macOS, Linux, iOS, AND Android! This project has scored 5,799 stars thanks to its extreme performance and seamless cross-platform vibe. Rust at the core ensures high concurrency, while Vue3 juices up the front-end interaction. It's smooth sailing all the way! ⚡<br/>![AI News: HuLa Multi-Platform Interface Display](https://source.hubtoday.app/images/2025/12/1c168be769f8fda33d246dd0a3c2be70.avif)<br/>
4. **AI Hedge Fund Team: 42.7K Stars & an Open-Source Quant Trading Paradigm!**
The [ai-hedge-fund project (AI News)](https://github.com/virattt/ai-hedge-fund) by virattt is open-source and totally redefining quantitative trading! This project, with its stellar 42,683 stars, uses AI to build smart trading teams, integrating Alpha signal generation and risk management modules. Developers can tweak strategies and push the boundaries of machine learning in financial markets. This is seriously cool stuff for anyone into fintech! 💰<br/>![AI News: AI Hedge Fund Architecture Diagram](https://source.hubtoday.app/images/2025/12/e58911f797cb80b0a38f21816c66b5e0.avif)<br/>
5. **pi: The Minimalist AI Coding Agent That Says NO to Bloatware!**
Mario, the developer behind the [pi project (AI News)](https://mariozechner.at/posts/2025-11-30-pi-coding-agent/), just dropped a super minimalist AI coding agent built on Node.js/TypeScript! This command-line bad boy only rocks four core functions: read, bash, edit, and write. It handles precise context management through a tiered AGENTS.md file. Unlike Cursor, pi is all about transparency and control. If you're tired of bloated tools, this might be your new best friend! 💻✨
---
### Social Media Shares
1. Vibe Coding just dropped a demo showing the complete workflow from prompt to slide deck. Baoyu shared a [slide generation tool (AI News)](https://x.com/dotey/status/1999666701902680551) that creates presentations from text or PDFs, supporting secondary editing and PPTX export. The initial prompt defines a dual-column layout (outline + real-time generation), with a tech stack featuring React, TailwindCSS 4, and Shadcn/UI. Talk about making presentations a breeze! 📊<br/><video src="https://video.twimg.com/amplify_video/1999659998930944004/vid/avc1/1920x1080/pmdZWWC7jQh7natc.mp4?tag=21"></video><br/>
1. **ChatGPT vs. Claude: Memory Mechanisms Unpacked! Two Paths, Same Destination!**
Blogger @manthanguptaa pulled off some reverse engineering to compare [ChatGPT and Claude's memory solutions (AI News)](https://x.com/shao__meng/status/2000184704243515434). ChatGPT goes for full injection and lightweight summaries, pre-computing recent conversations. Claude, on the other hand, uses on-demand retrieval, tapping into tool calls for precise recall. Basically, ChatGPT is your go-to for casual chats, while Claude shines in complex project development. Both get the job done, just in their own unique ways! 🤔💡<br/><br/>
2. SonarQube just rolled out a new MCP Server, integrating static code analysis directly into your workflow. This new MCP Server embeds SonarQube's inspection capabilities right into your IDE, scanning for security and reliability issues in real-time. ⚡ Interestingly, the Google DORA report shows AI usage jumped by 90%, but bugs also increased by 9%, and code review time shot up by 91%! Yikes! Check the [source (AI News)](https://x.com/shao__meng/status/1999635702934626367) for details. 📊<br/>
2. **SSE for LLM Token Streaming: Resumption Debate Heats Up! Protocol or Implementation?**
There's a hot debate brewing among developers about [whether SSE supports resumption (AI News)](https://newshacker.me/story?id=46203824) for streaming LLM tokens. The core disagreement? Is it a protocol problem or an implementation issue? While the SSE spec does support reconnection via the 'id' field, if the server hasn't persisted the state, you can't exactly pick up where you left off. Alternatives like WebSocket with pub/sub or cached proxies are on the table, but it all boils down to balancing cost and security compliance. A tricky one! 🔥
3. Coqui XTTS-v2 offers a free AI voice cloning guide using Google Colab. The XTTS-v2 (a 1.8GB pre-trained model) supports 16 languages and 24kHz output, running smoothly on Google Colab's free T4 GPU. 🎙️ The model uses the Coqui Public License (CPML), so it's only for non-commercial use. Get the full scoop in this [tutorial (AI News)](https://www.reddit.com/r/MachineLearning/comments/1plh4b3/p_ai_voice_cloning_with_coqui_xttsv2_on_google/)! ✨<br/>![AI News: Coqui XTTS-v2 Architecture Diagram](https://source.hubtoday.app/images/2025/12/news_01kcc508m8fjj9nrqzksh8kaah.avif)<br/>
4. Little Ear Sir is shouting out Devpost online hackathons. [Devpost (AI News)](https://devpost.com/) gathers tons of hackathon projects with sweet prize money, making it a prime spot for contestants to check out. Get those ideas flowing! 💡💰<br/>
3. **Google AI Boss Looks to 2026: Time for AI Products to Ditch the API Key Barrier!**
Reddit is buzzing about the [Google AI roadmap (AI News)](https://www.reddit.com/r/artificial/comments/1pm5w94/googles_ai_boss_just_sketched_2026_heres_what_it/), with one developer dropping a truth bomb: 'Products that require users to fill out API keys have already given up on the mass market.' 🙅‍♀️ While early products often went this route, simplifying authentication and lowering user barriers has become the industry standard for commercial tools today. It's all about making AI accessible to everyone! 🚀<br/>![AI News: Google AI 2026 Outlook Illustration](https://source.hubtoday.app/images/2025/12/ka9pDc20UD5j_ver8dfrv9rpj3Jntje1yXPsdb_pEQM.avif)<br/>
---
## **AI News Daily Voice Version**
## **AI News Daily - Audio Version**
| 🎙️ **Podcast Platform** | 📹 **Douyin** |
| :-------------------- | :------------- |
| [Rebirth Tavern 🎧](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Media Account 📲](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG) |
| ![Tavern](https://source.hubtoday.app/logo/f959f7984e9163fc50d3941d79a7f262.md.png) | ![Intelligence Station](https://source.hubtoday.app/logo/7fc30805eeb831e1e2baa3a240683ca3.md.png) |
| 🎙️ **Xiaoyuzhou** | 📹 **Douyin** |
| --- | --- |
| [Whiskey Pub in the Next Life](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG) |
| ![Whiskey Pub](https://source.hubtoday.app/logo/f959f7984e9163fc50d3941d79a7f262.md.png) | ![Intelligence Station](https://source.hubtoday.app/logo/7fc30805eeb831e1e2baa3a240683ca3.md.png) |

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#### Hexi 2077 / justlovemaki
#### Hey there! 👋 Hexi 2077 / justlovemaki
> My tech journey has been a wild ride! 🚀 After a decade of hustling with code, feeling a bit burnt out, I suddenly caught wind of the AI revolution. Now, I'm all in, ready to dive headfirst into this brave new world!
> Been coding for a solid decade, fingers chilly from all that typing, but my true ambitions were kinda bottled up. Then BAM! 💥 AI starts making waves, and I'm like, 'Alright, time to dive in and conquer!'
#### 💡 My Coding Philosophy
#### My Code Philosophy 💻
> Technology: For the People!
> Tech for the people, always!
#### 🌟 My Highlight Projects
#### Featured Projects
* **[Open Source Contribution/CloudFlare-AI-Image](https://github.com/justlovemaki/CloudFlare-AI-Image)**:
* This is an AI image generation script, powered by Cloudflare Workers.
* **[Open Source Contribution/CloudFlare-AI-Insight-Daily](https://github.com/justlovemaki/CloudFlare-AI-Insight-Daily)**:
* This platform, totally powered by Cloudflare Workers, is a content aggregation and generation hub. It dishes out daily updates on all things AI we're talking industry news, awesome open-source projects, mind-blowing academic papers, and even the latest buzz from top tech influencers on social media!
* Wanna see more projects? Check out my [GitHub](https://github.com/justlovemaki)!
* **[Open Source Contribution / CloudFlare-AI-Image](https://github.com/justlovemaki/CloudFlare-AI-Image)**:
* This is an AI image generation script powered by Cloudflare Workers.
* **[Open Source Contribution / CloudFlare-AI-Insight-Daily](https://github.com/justlovemaki/CloudFlare-AI-Insight-Daily)**:
* This platform is a real gem, running on Cloudflare Workers, and it's all about aggregating and generating content. Think of it as your daily dose of AI awesomeness! It curates the latest and greatest in AI, from industry buzz and hot open-source projects to groundbreaking academic papers and even the freshest takes from tech big shots on social media. 🧠
* Wanna see more? My [GitHub](https://github.com/justlovemaki) is packed with extra project details!
#### 🔎 What I'm Exploring Right Now
#### What I'm Diving Into 🌱
> I'm super into LLM applications and website SEO right now! I'm totally diving deep, learning and getting hands-on with both.
Right now, I'm totally hooked on LLM applications and website SEO! 🌐 Seriously, I'm diving deep into learning and getting hands-on with both.

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# Contact Me
# Hit Me Up! 👋
Want to connect? I'm always thrilled to hear your thoughts and suggestions! If you've got questions, partnership ideas, or need a hand, just hit me up. I promise to shoot you a reply super fast.
I'd genuinely love to hear from you! Whether you've got questions, collaboration ideas, or need some support, feel free to reach out using the methods below.
Emails? ✉️ I promise to get back to you super fast!
---
## **How to Reach Me**
## Let's Connect! 💬
* **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="My WeChat" subtitle="Let's chat!" 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:**
* **Office Hours:**
* Monday - Friday, 9:00 AM - 6:00 PM (GMT+8)
* (Closed on weekends and public holidays)
* (Closed on weekends & public holidays)

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# Privacy Policy
*Last Updated: June 1, 2025*
---
This Privacy Policy describes our policies and procedures regarding the collection, use, and disclosure of your information when you use the Service. It also informs you about your privacy rights and how the law protects you.
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.
**This Privacy Policy** describes our policies and procedures regarding the collection, use, and disclosure of your information when you use the Service. It also clues you in on your privacy rights and how the law protects you.
**We** use your personal data to power and level up the Service. By using the Service, you're giving us the thumbs up to collect and use your info as described in this Privacy Policy.
## Interpretation and Definitions
### Interpretation
Capitalized words have meanings defined under the following conditions. The following definitions will have the same meaning whether they appear in singular or in plural.
**Capitalized words** have meanings defined under the following conditions. These definitions carry the same meaning, whether they pop up in singular or plural form.
### Definitions
For the purposes 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.
- **Account** means a unique account crafted for you to access our Service or specific bits of it.
- **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.
- **Affiliate** means an entity that controls, is controlled by, or is totally buddy-buddy under common control with a party. "Control" in this context means holding 50% or more of the shares, equity interest, or other securities with voting power for electing directors or other managing bigwigs.
- **Company** (referred to as either "the Company", "We", "Us" or "Our" in this Agreement) refers to **hubtoday**.
- **Company** (which we'll call "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.
- **Cookies** are these tiny files a website pops onto your computer, mobile device, or any other gadget. They're packed with details about your browsing history on that site, among other cool uses.
- **Country** refers to: California, United States of America.
- **Country** means: 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 piece of tech that can tap into the Service, like a computer, a phone, or a digital tablet.
- **Personal Data** is any information that relates to an identified or identifiable individual.
- **Personal Data** is any info connected to an identified or identifiable individual.
- **Service** refers to the Website.
- **Service Provider** means any natural or legal person who processes the data on behalf of the Company. It refers to third-party companies or individuals employed by the Company to facilitate the Service, to provide the Service on behalf of the Company, to perform services related to the Service or to assist the Company in analyzing how the Service is used.
- **Service Provider** is 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 help deliver the Service, provide the Service for the Company, handle Service-related tasks, or give the Company a hand in analyzing Service usage.
- **Usage Data** refers to data collected automatically, either generated by the use of the Service or from the Service infrastructure itself (for example, the duration of a page visit).
- **Usage Data** refers to data automatically collected, whether it's generated by using the Service itself or from the Service's infrastructure (like how long you chill on a page).
- **Website** refers to **hubtoday**, accessible from `https://ai.hubtoday.app/`
- **Website** refers to **hubtoday**, which you can find at `https://ai.hubtoday.app/`.
- **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, as applicable.
- **You** means the individual who's checking out or using the Service, or the company or other legal entity they represent while accessing or using the Service.
## Collecting and Using Your Personal Data
### Types of Data Collected
#### Personal Data
While using our Service, we may ask you to provide us with certain personally identifiable information that can be used to contact or identify you. Personally identifiable information may include, but is not limited to:
**When you use our Service**, we might ask you to share some personal identifiable information. We use this to contact or identify you. This personal identifiable info could include, but isn't limited to:
- Email address
- Usage Data
#### Usage Data
Usage Data is collected automatically when using the Service.
**Usage Data** gets collected automatically when you're rocking the Service.
Usage Data may include information such as 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.
**This Usage Data** might include your Device's Internet Protocol address (like an IP address), browser type, browser version, the pages you cruise on our Service, the time and date of your visit, how much time you spend on those pages, unique device identifiers, and other diagnostic data.
When you access the Service by or through a mobile device, we may collect certain information automatically, including, but not limited to, the type of mobile device you use, your mobile device's unique ID, the IP address of your mobile device, your mobile operating system, the type of mobile Internet browser you use, unique device identifiers and other diagnostic data.
**When you tap into the Service via a mobile device**, we might automatically grab certain info. This includes, but isn't limited to, the type of mobile device you're using, your mobile device's unique ID, its IP address, your mobile operating system, the type of mobile internet browser you're rocking, 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 by or through a mobile device.
**We** might also collect information that your browser sends when you're visiting our Service or when you're accessing it through a mobile device.
### Tracking Technologies and Cookies
We use Cookies and similar tracking technologies to track the activity on our Service and store certain information. The tracking technologies used are beacons, tags, and scripts to collect and track information and to improve and analyze our Service. The technologies we use may include:
**We** use Cookies and other similar tracking tech to keep tabs on activity on our Service and stash away certain info. The tracking technologies we deploy include beacons, tags, and scripts, all used to gather and track info, and to fine-tune and analyze our Service. The tech we use might include:
- **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 example, recording the popularity of a certain section and verifying system and server integrity).
- **Cookies or Browser Cookies**: A Cookie is a tiny file dropped onto your Device. You can tell your browser to give all Cookies the boot or to give you a heads-up when one's being sent. But hey, if you don't accept Cookies, you might miss out on some cool parts of our Service. Unless you've set your browser to refuse Cookies, our Service will likely use them.
- **Web Beacons**: Certain parts of our Service and our emails might contain these little electronic files called web beacons (also known as clear gifs, pixel tags, and single-pixel gifs). They let the Company, for example, count users who've checked out those pages or opened an email, and they're also awesome for other related website stats (like tracking how popular a certain section is and making sure systems and servers are all good).
Cookies can be "Persistent" or "Session" Cookies. Persistent Cookies remain on your personal computer or mobile device when you go offline, while Session Cookies are deleted as soon as you close your web browser.
We use both Session and Persistent Cookies for the purposes set out below:
**Cookies** can be either "Persistent" or "Session" Cookies. Persistent Cookies chill on your personal computer or mobile device even after you go offline, while Session Cookies vanish the moment you close your web browser.
**We** use both Session and Persistent Cookies for the following reasons:
- **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 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.
- **Type**: Session Cookies
- **Administered by**: Us
- **Purpose**: These Cookies are an absolute must for hooking you up with services available through the Website and letting you use some of its cool features. They're key for authenticating users and keeping a lid on fraudulent use of user accounts. Without these Cookies, the services you've asked for simply wouldn't happen, and we only use 'em to deliver those specific services to you.
- **Cookies Policy / Notice Acceptance Cookies**
- **Type:** Persistent Cookies
- **Administered by:** Us
- **Purpose:** These Cookies identify if users have accepted the use of cookies on the Website.
- **Type**: Persistent Cookies
- **Administered by**: Us
- **Purpose**: These Cookies are all about figuring out if users have given the green light to the use of cookies on the Website.
- **Functionality Cookies**
- **Type:** Persistent Cookies
- **Administered by:** Us
- **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.
- **Type**: Persistent Cookies
- **Administered by**: Us
- **Purpose**: These Cookies let us remember the choices you make when you're rocking 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 re-entering your preferences every single time you hit up the Website.
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.
**For more info** about the Cookies we use and your options regarding Cookies, just swing by our Cookies Policy or the Cookies section of our Privacy Policy.
### Use of Your Personal Data
The Company may use Personal Data for the following purposes:
**The Company** might use Personal Data for the following purposes:
- **To provide and maintain our Service**, including monitoring the usage of our Service.
- **To manage Your Account:** to manage 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 informational communications related to the functionalities, products or contracted services, including the 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.
- **To provide and keep our Service in tip-top shape**, which includes monitoring how our Service is being used.
- **To manage Your Account**: This means handling your registration as a user of the Service. The Personal Data you hand over gives you access to the various functionalities available to registered users.
- **For the performance of a contract**: This involves setting up, sticking to, and fulfilling the purchase contract for any products, items, or services you've bought, or any other contract you've got with us through the Service.
- **To contact You**: We might reach out to you via email, phone calls, SMS, or other equivalent electronic communication methods (like push notifications from a mobile app). This is to give you updates or informational messages related to the functionalities, products, or contracted services you're using, including security updates, whenever these are necessary or reasonable.
- **To provide You with news**, special offers, and general info about other goods, services, and events we're offering. This stuff will be similar to what you've already bought or inquired about, unless you've opted out of getting such info.
- **To manage Your requests**: This is all about handling and managing any requests you throw our way.
- **For business transfers**: We might use your info to evaluate 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 a bankruptcy, liquidation, or similar proceeding, where Personal Data held by us about our Service users is among the assets being transferred.
- **For other purposes**: We might also use your info for other stuff, like data analysis, spotting usage trends, figuring out how effective our promotional campaigns are, and to evaluate and level up our Service, products, marketing, and your overall experience.
We may share Your personal information in the following situations:
**We** might share your personal information in these scenarios:
- **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 externally.
- **With Your consent:** We may disclose Your personal information for any other purpose with Your consent.
- **With Service Providers**: We might share your Personal Information with Service Providers to monitor and analyze how our Service is being used, and to get in touch with you.
- **For business transfers**: We might share or transfer your Personal Information during, 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 play by the rules of 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 specific products, services, or promos.
- **With other users**: When you're sharing Personal Information or interacting in public areas with other users, that info might be seen by all users and could even get publicly broadcasted outside.
- **With Your consent**: With your say-so, we might spill your Personal Information for any other purpose.
### Retention of Your Personal Data
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 only hold onto your Personal Data for as long as it's truly needed for the purposes outlined in this Privacy Policy. We'll also keep and use your Personal Data to the extent necessary to play by our legal obligations (like if we gotta keep your data to comply with applicable laws), sort out disputes, and enforce our legal agreements and policies.
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.
**The Company** will also keep Usage Data for internal analysis. Usage Data typically gets stored for a shorter period, unless that data is being used to beef up the security of our Service or to improve its functionality, or if we're legally obliged to hang onto it for longer.
### 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 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 from Your jurisdiction.
**Your info** (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 jetted over to and stored on computers located outside of your state, province, country, or other governmental jurisdiction, where the data protection laws could be different from yours.
Your consent to this Privacy Policy followed by Your submission of such information represents Your agreement to that transfer.
**By agreeing to this Privacy Policy** and handing over such info, you're giving the green light to that transfer.
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.
**The Company** will take all reasonably necessary steps to make sure your data is handled securely and in line with this Privacy Policy. We won't transfer your Personal Data to any organization or country unless there are solid controls in place (including the security of your data and other personal information).
### Delete Your Personal Data
You have the right to delete or request that We assist in deleting the Personal Data that We have collected about You.
### Deleting Your Personal Data
**You've got the right** to delete or ask us to help you erase the Personal Data we've collected about you.
Our Service may give You the ability to delete certain information about You from within the Service.
**Our Service** might let you zap certain info about yourself right from within the Service.
You may update, amend, or delete Your information at any time by signing 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.
**You** can always log into your account (if you've got one) and hit up the account settings section that lets you manage your personal info. From there, you can update, modify, or delete your info. You can also totally get in touch with us to request access to, correct, or delete any Personal Information you've given us.
Please note, however, that We may need to retain certain information when we have a legal obligation or lawful basis to do so.
**Just a heads-up though**: we might need to hang onto certain info when we have a legal obligation or a legit reason to do so.
### Disclosure of Your Personal Data
#### Business Transactions
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.
**If the Company gets involved in a merger, acquisition, or asset sale**, your Personal Data might get transferred. We'll totally give you a heads-up before your Personal Data is moved and becomes subject to a different Privacy Policy.
#### Law enforcement
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).
**In certain situations**, the Company might have to spill your Personal Data if the law demands it or in response to valid requests from public authorities (like a court or government agency).
#### Other legal requirements
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 against legal liability
**The Company** might dish out your Personal Data if we genuinely believe such action is needed to:
- Play by legal obligations
- Protect and defend the Company's rights or property
- Prevent or investigate potential shady business connected with the Service
- Protect the personal safety of Service users or the public
- Guard against legal liability
### Security of Your Personal Data
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.
**The security of your Personal Data** is a big deal to us, but keep in mind, no method of transmission over the Internet or electronic storage is ever 100% bulletproof. While we hustle hard to use commercially acceptable ways to protect your Personal Data, we can't guarantee its absolute security.
## Children's Privacy
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.
**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 your child has given us Personal Data, please hit us up. If we discover we've collected Personal Data from anyone under 13 without verifying parental consent, we'll take steps to ditch that info from our servers.
If We need to rely on consent as a legal basis for processing Your information and Your country requires a parent's consent, We may require Your parent's consent before We collect and use that information.
**If we need to lean on consent** as a legal basis for processing your info and your country requires parental consent, we might ask for your parent's consent before we collect and use that info.
## Links to Other Websites
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.
**Our Service** might include links to other websites that aren't run by us. If you click on a third-party link, you'll get redirected straight to that third party's site. We totally recommend you peep the Privacy Policy of every single 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.
**We** have zero 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 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.
**We** might update our Privacy Policy now and then. We'll totally let you know about any changes by posting the new Privacy Policy right here on this page.
We will let You know via email and/or a prominent notice on Our Service, prior to the change becoming effective and update the "Last updated" date at the top of this Privacy Policy.
**Before changes kick in**, we'll hit you up via email and/or a prominent notice on our Service, and we'll update the "Last updated" date at the top of this Privacy Policy.
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.
**We recommend you give this Privacy Policy a regular once-over** for any changes. Changes to this Privacy Policy are effective when they're posted on this page.
## Contact Us
If you have any questions about this Privacy Policy, You can contact us:
**Got 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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Hey there! 👋 Welcome to **ai.hubtoday** (aka "the Site" or "we"). Before you dive into using our services, please give these Terms of Service a good read. By visiting or using our Site, you're totally agreeing to everything here.
Welcome to **ai.hubtoday** (referred to as "the Site" or "we")! Before you dive into using our services, make sure you've given these Terms of Service a good read. By simply accessing or using our site, you're pretty much saying "Yep, I agree!" to everything here.
## 1. About Our Services
Our services are all about bringing you premium, paid subscription content and member perks! 🌟 This includes awesome stuff like blog posts, exclusive resources, ebooks, and cool community interactions. Just a heads-up, some content is only for our subscribers!
## 1. What We Offer
**The Site** hooks users up with paid subscription content and membership services. This includes, but isn't limited to, blog posts, exclusive goodies, e-books, and community vibes. Just a heads-up, some content is only for our subscribed members.
## 2. User Accounts & Registration
* To get started, users need to sign up for an account with a valid email and a password.
* Account holders, you're responsible for keeping your account secure and for all activities under it. Seriously, **no transferring or sharing your account**!
* If anyone breaks these terms, we've got the right to **suspend or terminate** their account. Just sayin'.
## 2. User Registration & Accounts
- **Users** gotta provide a valid email address and set up a password to register for an account.
- **Users** are totally responsible for keeping their account secure and for all activities happening under it. Seriously, **no way** you can transfer or share your account with anyone else.
- **The Site** reserves the right to **suspend or terminate** your account if you're playing dirty and violate these terms.
## 3. Paid Subscription Services
* Our paid subscription services are billed monthly or annually, with all costs clearly shown on the checkout page.
* Payments? We use trusted third-party platforms like Stripe and PayPal, so don't sweat it we never store your payment info.
* Heads up! Your subscription will **auto-renew** unless you cancel before your current billing cycle ends.
* Good news for first-timers! We have a **14-day refund policy**. If you're not stoked with our service within 14 days of your first purchase, you can totally ask for a full refund. Just hit us up at the contact email below and tell us what's up. Each user gets one shot at this. If it's past 14 days or not your first rodeo, we generally say **no refunds** unless the law explicitly forces our hand. 🙅‍♀️
- **Subscription services** are billed monthly or annually, and the fees will be super clear on the checkout page.
- **All payments** are handled by third-party payment platforms (like Stripe, PayPal). Rest assured, **we don't store any of your payment deets** on our end.
- **Subscriptions** will **automatically renew** unless you cancel before your current billing cycle wraps up.
- **Our 14-day Refund Policy** is simple: If you're a first-time subscriber and not stoked with the service, you can snag a full refund within 14 days of purchase. Just hit us up at the contact email provided at the end of these terms and tell us why you're bouncing. Heads up: this is a one-time deal per user. For anything past 14 days or if it's not your first rodeo, **no refunds, period**, unless required by law.
## 4. Content Usage & Intellectual Property
* Alright, let's talk about our content. All original content **belongs to hubtoday** that means no copying, reprinting, or using it for commercial purposes without our permission.
* Users, you're getting a **non-exclusive, non-transferable right to access** our stuff, strictly for your personal learning and reading pleasure. 📚
* Got commercial plans or need to quote us a lot? Shoot us a message to get authorization first!
- **All original content** is **copyrighted by the Site (hubtoday)**. That means hands off! No copying, reprinting, or using it for commercial purposes without our permission.
- **Users** only get a **non-exclusive, non-transferable access right** for personal learning and reading only. Keep it to yourself!
- For commercial use or extensive citation, please **hit up the Site** to get permission.
## 5. User Conduct Rules
* When you're hanging out with us, please remember: **don't** upload, post, or share anything illegal, harassing, false, offensive, or infringing on anyone else's rights. That's a big no-no!
* Also, **don't even think about** using tech tricks to mass download, scrape, or crack our member-exclusive content. Seriously, that's not cool. 🚫
* We reserve the right to yank any inappropriate content and **ban rule-breaking users**. Fair warning!
## 5. User Conduct Guidelines
- It's a big **NO** to upload, post, or spread any content that's illegal, harassing, false, offensive, or infringes on anyone else's rights.
- Seriously, **don't even think about** mass-downloading, scraping, or cracking our member-exclusive content using technical means.
- **The Site** can totally remove inappropriate content and **boot rule-breakers** right off the platform.
## 6. Service Changes & Interruptions
* Heads up! We can change, suspend, or stop any part or all of our services at any time, without giving you a prior heads-up.
* If something out of our control happens like a force majeure, server issues, or third-party service outages making content temporarily unavailable, we're **not on the hook for any compensation**. Just so you know!
- **We** totally reserve the right to change, pause, or ditch any part (or all) of our services whenever we want, without giving you a heads-up.
- **The Site** **won't be on the hook for any compensation** if content is temporarily unavailable due to force majeure, server glitches, or third-party service outages.
## 7. Disclaimer
* Quick disclaimer: The info we provide here is just for kicks and general reference. It **doesn't count** as any kind of professional advice (like financial, legal, or medical stuff, for example). 🧠
* And for any direct or indirect losses you might run into from using our content or services, we're **totally not liable**. Just keeping it real!
- **The info we dish out on the Site** is just for kicks and reference. It **does NOT constitute** any professional advice (like financial, legal, medical, you name it).
- **The Site** takes **zero responsibility** for any direct or indirect losses you might rack up from using our content or services.
## 8. Governing Law
* These Service Terms are governed by, and interpreted according to, the laws of the State of California, USA, without regard to its conflict of law principles.
* Got a beef regarding these terms? First off, let's try to hash it out amicably. If that doesn't work, you're agreeing to take any disputes to the courts with jurisdiction in Santa Clara County, California. ⚖️
- **These Terms of Service** are gonna be governed by, and interpreted according to, the laws of the State of California, USA, without regard to its conflict of law principles.
- If any beef arises from or relates to these terms, we'll try to iron it out with a friendly chat first. But if that doesn't fly, you agree to submit to the exclusive jurisdiction of the courts located in Santa Clara County, California.
## 9. Contact Us
* Got questions about these terms? Don't hesitate to hit us up! 👇
* 📧 **Email**: [justlikemaki@foxmail.com](mailto:justlikemaki@foxmail.com)
## 9. Get in Touch
- Got questions about these terms? Hit us up via:
- 📧 **Email**: [justlikemaki@foxmail.com](mailto:justlikemaki@foxmail.com)