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+---
+linkTitle: 12-17-Daily
+title: 12-17-Daily AI News Daily
+weight: 15
+breadcrumbs: false
+comments: true
+description: Alibaba's Tongyi Wanxiang โจ gets another upgrade.
+---
+## AI News Daily: December 17, 2025
+
+> `AI News` | `Daily Briefing` | `Web-Wide Data Aggregation` | `Frontier Science Exploration` | `Industry Voices` | `Open-Source Innovation` | `AI & Humanity's Future` | [Visit Web Version โ๏ธ](https://ai.hubtoday.app/) | [Join Our Group Chat](https://source.hubtoday.app/logo/wechat-qun.jpg)
+
+### **Today's Summary**
+
+```
+Alibaba's Wan2.6 model now supports 15-second role-playing videos with native audio-visual sync.
+Nvidia has launched its Nemotron3 series Nano model, boasting 3 billion parameters and a 4x throughput boost.
+ChatGPT introduces a branch chat feature, enabling multi-threaded conversations to prevent information loss.
+Peking University's team uncovered a delicate balance phenomenon in LLM content generation via potential functions.
+DeepSeek and Qwen are tied at the top of open-source model rankings, with over half of the top models from Chinese teams.
+```
+
+### Product & Feature Updates
+
+1. **Alibaba's Tongyi Wanxiang โจ gets another upgrade.**
+ Alibaba has rolled out its [Wan 2.6 Video and Image Model](https://www.xiaohu.ai/c/xiaohu-ai/wan-2-6), making it the first in China to support ๐ role-playing functionality. Users can now create videos up to **15 seconds** long, complete with native audio-visual synchronization and custom audio capabilities. The update also brings new features like scene-level control, multi-person shooting, and **significantly improved instruction following**. This means text-to-image generation precisely captures style details, perfect for short drama production.
+
+2. **Nvidia launches its Nemotron 3 Series.**
+ The Nemotron 3 series from Nvidia includes three ๐ฅ open-source models: **Nano (with 30 billion parameters)**, Super, and Ultra. These models utilize a Mamba-Transformer hybrid MoE architecture. Specifically, the Nemotron 3 Nano [activates with just 3.2 billion parameters](https://www.jiqizhixin.com/articles/2025-12-16-7), yet it boasts a **4x throughput improvement** over its predecessor and supports millions of tokens in context. You can grab it now on [Hugging Face](https://huggingface.co/nvidia), which comes bundled with the 3-trillion-token training dataset, Taobao-MM, and the NeMo Gym reinforcement learning library.
+
+3. **ChatGPT introduces a new branch chat feature. ๐ฌ**
+ OpenAI has rolled out its ๐จ branch conversation feature on both iOS and Android. This cool new tool lets users create multiple parallel conversation branches, allowing them to [explore new directions based on the original discussion](https://www.aibase.com/zh/news/23721). It's perfect for multi-threaded scenarios like business strategy and creative writing, helping to prevent information from getting lost in linear conversations and boosting ๐ก overall interactivity and creativity.
+
+4. **Kwai's KAT-Coder-Pro V1 tops the charts! ๐**
+ Kwai's Agentic Coding model, [KAT-Coder-Pro V1](https://www.aibase.com/zh/news/23729), just scored a whopping **64 points** ๐ in Artificial Analysis's evaluation, pushing it past Claude 4.5 Sonnet into the overall Top 10! Not only that, it snagged the **#1 spot** in the non-reasoning model leaderboard. This model also consumes significantly fewer tokens than competitors with similar performance, offering serious bang for your buck.
+
+5. **Gemini now features image tagging! ๐ท๏ธ**
+ Google Gemini now lets you ๐จ add text and draw lines as tags when uploading images, giving you precise control over object placement and content modifications. Once you're done, [all annotations are automatically removed](https://m.okjike.com/originalPosts/6941226b36c01015fac9979b), with a handy general prompt: "Modify according to tags, delete tags." This dramatically boosts image editing ๐ก precision.
+
+### Frontier Research
+
+1. **Peking University Physics Department reveals LLM dynamics. ๐ฌ**
+ A team from Peking University's School of Physics has, for the first time, uncovered a **delicate balance phenomenon** ๐ฅ in LLM generation, leveraging the [Principle of Least Action](https://www.jiqizhixin.com/articles/2025-12-16-8). Their research indicates that LLMs generate content by implicitly learning potential functions rather than strict rule sets, behaving much like thermodynamic equilibrium systems. Interestingly, Claude-4 tends to converge quickly, while GPT-5 Nano prefers exploring the state space. This groundbreaking theory elevates AI research from what was once "alchemy" to a ๐ก quantifiable science.
+
+2. **Harvard analyzes Perplexity usage data. ๐**
+ [Harvard research](https://www.reddit.com/r/artificial/comments/1pnf368/its_been_a_big_week_for_agentic_ai_here_are_10/), based on hundreds of millions of queries, reveals some interesting insights into Perplexity usage. It shows that **55% of users are for personal use**, with 30% for professional scenarios. Productivity/workflow makes up a solid **36%** ๐ of queries, while learning and research account for 21%. Over time, users are shifting from simple tasks to more complex ones, painting a true picture of how Agents are being used.
+
+3. **Stanford unveils a multimodal DiffFusion framework. ๐ก**
+ This new framework leverages diffusion models to achieve [3D Object Detection in Adverse Weather](https://arxiv.org/abs/2512.13107) โ. Diffusion-IR tackles image repair, PCR compensates LiDAR data, and the BAFAM module handles dynamic multimodal fusion and bidirectional BEV alignment. It's showcased **optimal robustness** across three major public datasets ๐ค, with zero-shot testing impressively demonstrating its generalization capability.
+
+4. **New research on Causal LLMs for text classification. ๐**
+ This [research comparison](https://arxiv.org/abs/2512.12677) delves into two fine-tuning strategies: embedded and instructive. The embedded method, combining 4-bit quantization and LoRA, was used to train an 8B parameter model on a single GPU, yielding significantly better F1 scores than the instructive method ๐. Its performance even outshines domain-specific models like BERT on proprietary datasets and the WIPO-Alpha multi-label task.
+
+5. **Google Cloud unveils AlphaEvolve. ๐**
+ AlphaEvolve, a [Gemini-driven coding agent](https://www.reddit.com/r/artificial/comments/1pnf368/its_been_a_big_week_for_agentic_ai_here_are_10/) ๐ฅ, is Google Cloud's latest offering, specifically focused on advanced algorithm design. It uses LLMs to suggest code modifications, with a feedback loop designed to evolve algorithm efficiency ๐ก. Currently in private preview, it promises to significantly boost code quality.
+
+### Industry Outlook & Social Impact
+
+1. **OpenAI and Anthropic establish a new foundation. ๐ค**
+ OpenAI, Anthropic, and Block have teamed up to establish the [Agentic AI Foundation](https://www.reddit.com/r/artificial/comments/1pnf368/its_been_a_big_week_for_agentic_ai_here_are_10/) ๐ under the Linux Foundation. Their mission? To focus on building interoperability standards for Agents. Generous donations are backing a secure and reliable Agent ecosystem that works across various tools and repositories, with industry leaders all aligning on this key direction for Agent interoperability.
+
+2. **Stripe launches its Agentic Commerce Suite. ๐๏ธ**
+ Stripe's [new service](https://www.reddit.com/r/artificial/comments/1pnf368/its_been_a_big_week_for_agentic_ai_here_are_10/) empowers businesses to sell to multiple AI Agents via a single integration ๐ฏ. This comprehensive suite covers everything from product discovery and Agent checkout to payments and fraud detection, all centrally manageable from the Stripe Dashboard ๐ก. This marks the official commercialization of AI-native commerce infrastructure, fully compatible with existing commerce stacks.
+
+3. **CAICT launches CAIVD Professional Database. ๐**
+ Under the guidance of the Ministry of Industry and Information Technology, the [CAIVD AI Security Vulnerability Database](https://www.aibase.com/zh/news/23731) ๐ is now officially operational. This database is the sixth addition to the "1 general + 5 professional databases" system, dedicated to collecting and verifying vulnerabilities in AI products. It aims to establish a ๐ collaborative network among product providers, manufacturers, research institutions, and users, standardizing vulnerability disclosure channels. You can access it at: ai.nvdb.org.cn
+
+4. **Domestic open-source models tie for first place! ๐ฅ**
+ According to AI researcher Nathan Lambert's [open-source large model leaderboard](https://www.aibase.com/zh/news/23705), DeepSeek, Qwen, and Kimi have been rated as **tied for first place** ๐ in terms of influence. This leaderboard features 35 institutions, with over half being Chinese teams! DeepSeek R1 has even surpassed top closed-source models, Qwen has spawned dozens of cross-domain versions ๐ก, and Kimi has made waves by launching the world's first trillion-parameter open-source model.
+
+5. **Former CIA official brings up remote control tools again. ๐ต๏ธโโ๏ธ**
+ Former CIA official Kiriakou claims in a [LADbible video](https://newshacker.me/story?id=46276875) that intelligence agencies can remotely control phones, TVs, and cars ๐. However, discussions on Hacker News quickly pointed out that this is merely a reiteration of the 2017 Vault 7 leak, not fresh evidence. Commenters questioned Kiriakou's technical relevance and the media's tendency towards sensationalism ๐ก, advising the public to refer to the original leaked documents instead of personal statements.
+
+### Open Source TOP Projects
+
+1. **ConvertX: A self-hosted file converter. โ๏ธ**
+ [ConvertX](https://github.com/C4illin/ConvertX) is a fantastic self-hosted file converter that supports **1000+ formats** ๐พ. It's super compact, requires no third-party services ๐, and is perfect for individuals and businesses looking to set up their private file conversion platform. It's already garnered a solid **โญ11.2k** stars!
+
+2. **MDN Web Docs content repository. ๐**
+ The [MDN Content Repository](https://github.com/mdn/content) is the official source code hub ๐ for MDN Web Docs, boasting over **14,000 pages** of HTML, CSS, JS, HTTP, and Web API documentation. Developers can jump in and contribute content directly ๐ก, and it's already racked up **โญ10.2k** stars!
+
+3. **hashcards: A plain text spaced repetition system. ๐**
+ [hashcards](https://github.com/eudoxia0/hashcards) is a super handy ๐ด plain text-based spaced repetition learning tool. It's a breeze to set up, requiring no complex configuration, and supports Markdown-formatted cards ๐ for lightweight deployment. It's already caught the eye of many, with **โญ629** stars!
+
+4. **SPEC-AGENTS: A specification-driven development framework. ๐ ๏ธ**
+ [SPEC-AGENTS](https://m.okjike.com/originalPosts/69412979d124ce959a40884a) is a zero-configuration ๐ ๏ธ, specification-driven development tool. It facilitates development through natural language communication, breaking it down into distinct stages ๐ก. Plus, it supports switching between multiple programming tools without losing progress. Its documentation-driven workflow ensures a traceable, closed-loop process, empowering even regular users to enjoy a mature software development experience.
+
+5. **Nvidia acquires SchedMD and doubles down on open source. ๐ค**
+ Nvidia has acquired [Slurm lead developer SchedMD](https://www.aibase.com/zh/news/23722) ๐ฅ, promising to maintain its open-source, neutral operation. Slurm itself is a **benchmark** workload management system ๐ก in the high-performance computing and AI sectors. Nvidia also concurrently released the Alpamayo-R1 inference vision model and the Cosmos world model under permissive licenses, strategically building out its physical AI ecosystem.
+
+### Social Media Shares
+
+1. **Observation: Alibaba's agentification efforts. ๐ง**
+ A recent [community discussion](https://m.okjike.com/originalPosts/6941451728fa6ac7346dfd22) highlights that Ant Group products are the most aggressive in agentification ๐ because their tool-centric nature prioritizes results over process. Taobao's agentification, however, needs to balance "entry point" advertising revenue ๐ก, while WeChat's enthusiasm for agentification is lower due to its reliance on "usage process" interaction. Users suggest this isn't strategic restraint, but rather a limitation imposed by their commercial models.
+
+2. **The ironic automation of AI supervision. ๐ญ**
+ A [1983 paper](https://x.com/dotey/status/2000796152921293156) eerily predicted automation problems that are now surfacing with AI Agents ๐ฅ, including skill degradation, memory extraction dilemmas, and monitoring fatigue. The paper underscores that training can't replace real-world experience ๐ก, and humans struggle to stay vigilant when AI makes mistakes. The absolute worst part? The AI interface is dubbed "the worst anomaly detection design," with fatal errors often hidden within verbose text.
+
+3. **Claude Code's new confirmation mechanism. โ
**
+ A [user's share](https://x.com/hongming731/status/2000727149750427898) highlights how comfortable the interactive experience of Claude Code's new version confirmation mechanism is ๐จ. Before executing, the agent presents a detailed operation preview, allowing users to review and confirm each item ๐ก, which is super helpful in preventing accidental modifications.
+
+4. **AGI discussions shouldn't be dismissed as sci-fi. ๐ง **
+ A recent [Reddit discussion](https://www.reddit.com/r/artificial/comments/1po1393/dismissing_discussion_of_agi_as_science_fiction/) argues that writing off AGI discussions as mere "science fiction" is "completely unserious" ๐ฅ. Even skeptical experts believe AGI could realistically be achieved in the next ten to twenty years ๐ก, which is a far cry from truly sci-fi concepts like time travel or Martians.
+
+---
+
+## **AI News Daily Audio Version**
+
+| ๐๏ธ **Xiaoyuzhou** | ๐น **Douyin** |
+| --- | --- |
+| [Laisheng Xiaojiuguan](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG)|
+|  |  |
\ No newline at end of file
diff --git a/content/en/_index.md b/content/en/_index.md
index 85ae874..fe2934d 100644
--- a/content/en/_index.md
+++ b/content/en/_index.md
@@ -2,119 +2,113 @@
linkTitle: AI Daily
title: AI Daily-AI่ต่ฎฏๆฅๆฅ
breadcrumbs: false
-next: /en/2025-12/2025-12-15
+next: /en/2025-12/2025-12-16
description: Your daily source for curated AI news, practical tools, and actionable
tutorials to master Artificial Intelligence;
cascade:
type: docs
---
-## AI News Daily 2025/12/16
+## AI Daily Digest 2025/12/17
-> AI News | Daily Morning Read | Aggregated Web Data | Frontier Science Exploration | Industry Voice | Open Source Innovation | AI and Human Future | [Visit Web Versionโ๏ธ](https://ai.hubtoday.app/) | [Join Group Chat๐ค](https://source.hubtoday.app/logo/wechat-qun.jpg)
+> `AI News` | `Daily Brief` | `Web Data Aggregation` | `Cutting-Edge Science Exploration` | `Industry Voices` | `Open Source Innovation` | `AI & Human Future` | [Visit Web Version](https://ai.hubtoday.app/) | [Join Group Chat](https://source.hubtoday.app/logo/wechat-qun.jpg)
### **Today's Rundown**
```
-Alibaba Bailing: 3-Second, 9-Language Emotional Voice Cloning, Open-Source, Local Deployment
-SenseTime Seko2.0: Prompt-Generated Short Drama Storyboards, VRAM Down to 8GB
-Google NotebookLM: Gemini Integration Accesses Note Library to Prevent Information Gaps
-Tsinghua & Ant Dual-Flow: Black-Box Attack Transferability Up 34.58%
-Anthropic Interviews 1250 People, Reveals Workplace Anxiety, Creator Income Concerns
+Alibaba Wan 2.6 model supports role-playing with fifteen-second native audio-visual synced video.
+Nvidia releases Nemotron 3 series Nano model, 3 billion parameters, fourfold throughput increase.
+ChatGPT launches branch chat feature, supporting multi-threaded conversations to prevent information loss.
+Peking University team reveals LLM delicate balance phenomenon, generating content via potential functions.
+DeepSeek and Qwen tie for top spot on open-source model list, over half from Chinese teams.
```
### Product & Feature Updates
-1. **Bailing๐๏ธ Upgrade: Three-Second Audio Across Nine Languages.**
- Alibaba has open-sourced its [Bailing Voice Model (AI News)](https://www.aibase.com/zh/news/23691)! ๐ค Just three seconds of audio is all it takes to synthesize speech in Mandarin, Cantonese, Japanese, and more, even with emotional nuances. Fun-CosyVoice3 slashes initial package latency by 50%, while Fun-ASR nails noise accuracy at 93% [โญ ~12.3k], now with local deployment support. (Source: AI News Daily)
-
+1. **Alibaba Tongyi Wanxiang Gets Another Upgrade!**
+ **Alibaba's Tongyi Wanxiang** has just leveled up, launching its [Wan 2.6 Video and Image Model (AI News)](https://www.xiaohu.ai/c/xiaohu-ai/wan-2-6)! This bad boy is the first in China to support role-playing features. You can now churn out videos up to **15 seconds** long, complete with native audio-visual sync and custom audio support. Plus, it's packed with new goodies like scene-level control, multi-person scene shooting, and significantly **improved instruction following capabilities**. Text-to-image generation? It's nailing style details, making it perfect for short drama production. Check it out!
-2. **SenseTime๐ฌ Seko2.0 Launched: Solo Short Drama Production.**
- SenseTime's Seko2.0 enables [integrated creation and generation (AI News)](https://www.jiqizhixin.com/articles/2025-12-15-9). Just type in a prompt, and it automatically plans scripts, storyboards, and videos! ๐ฅ The LightX2V framework is now open-source, supporting 1:1 real-time generation, with VRAM usage down to a mere 8GB, and it's already adapted for domestic chips! ๐ฅ (Source: AI News Daily)
+2. **Nvidia Drops the Nemotron 3 Series!**
+ **Nvidia's Nemotron 3** is here, featuring three spicy open-source models: Nano (**30 billion parameters**), Super, and Ultra. These models rock a Mamba-Transformer hybrid MoE architecture. The Nemotron 3 Nano, [activated with only 3.2 billion parameters (AI News)](https://www.jiqizhixin.com/articles/2025-12-16-7), boasts a **4x throughput boost** compared to its predecessor and handles a million-token context. You can grab it now for [download on Hugging Face (AI News)](https://huggingface.co/nvidia), and it comes with the Taobao-MM 3 trillion-token training dataset and the NeMo Gym reinforcement learning library. What a deal!
-3. **Google NotebookLMโจ Integrates Gemini: AI Understands Your Notes.**
- Google has rolled out NotebookLM with deep Gemini integration, [accessing your personal knowledge base (AI News)](https://www.aibase.com/zh/news/23687) as conversational context. Now, users can directly cite notebook content during Gemini chats, preventing information gaps and creating personalized intelligent agents! ๐ง ๐ก (Source: AI News Daily)
+3. **ChatGPT Unleashes Branch Chat Feature!**
+ **OpenAI** has rolled out a cool new branch chat feature for **ChatGPT** on iOS and Android. Users can now create multiple parallel conversation branches, letting them [explore new directions based on the original discussion (AI News)](https://www.aibase.com/zh/news/23721). This function is a game-changer for multi-threaded scenarios like business strategy and creative writing, preventing info from getting lost in linear chats and boosting overall interactivity and creativity. Super handy!
-4. **Shenzhen Metro๐: Xiaosuan, the Guide Dog, is on Duty.**
- Xiaosuan, the [smart guide dog (AI News)](https://www.aibase.com/zh/news/23672), is piloting in Shenzhen Metro! ๐พ This clever canine integrates 3D voxel neural networks with speech recognition, supporting path planning, tactile paving navigation, and automatic return-to-base. Covering 88,000 square meters of non-paid areas, Xiaosuan is accompanied by a dedicated assistant during its trial period. (Source: AI News Daily)
+4. **Kuaishou's KAT-Coder-Pro V1 Climbs to the Top!**
+ **Kuaishou's Agentic Coding model, KAT-Coder-Pro V1**, has officially [taken the stage (AI News)](https://www.aibase.com/zh/news/23729), scoring a whopping **64 points** in the Artificial Analysis evaluation. This puts it ahead of Claude 4.5 Sonnet, cracking the overall Top 10! Not only that, but it also snatched the **number one spot** in the non-inference model rankings. What's even cooler? Its token consumption is way lower than comparable models, delivering some serious bang for your buck. Awesome sauce!
----
+5. **Gemini Gets a Sweet Image Markup Feature!**
+ **Google Gemini** just got even better, now letting you add text and line markings when uploading images. This means super precise control over object positioning and content modification. The best part? [All markings are automatically removed once you're done (AI News)](https://m.okjike.com/originalPosts/6941226b36c01015fac9979b). Just use the simple prompt: "Modify according to the markings, delete markings," and boom โ significantly enhanced image editing accuracy. Talk about smart!
-### Frontier Research
+### Cutting-Edge Research
-1. **Google Veo๐ค: A Simulated Robot World for Pitfall-Free Evaluation.**
- DeepMind has launched Veo, a robot simulation system that [predicts strategy performance in OOD environments (AI News)](https://www.jiqizhixin.com/articles/2025-12-15-8)! ๐ก It replaces hardware testing with multi-view video generation, and 1600 real-world experiments confirm its high fidelity, significantly slashing safety risks. Pretty cool, right? ๐ [Paper](https://arxiv.org/pdf/2512.10675) (Source: AI News Daily)
+1. **Peking University Physics Team Uncovers LLM Dynamics!**
+ A squad from **Peking University's School of Physics** has made a groundbreaking discovery, unveiling a **"delicate balance phenomenon"** in LLM generation through the [Principle of Least Action (AI News)](https://www.jiqizhixin.com/articles/2025-12-16-8). Their research suggests that LLMs generate content by implicitly learning potential functions rather than rigid rule sets, behaving much like thermodynamic equilibrium systems. Interestingly, Claude-4 tends to converge quickly, while GPT-5 Nano is more inclined to explore state space. This theory is a game-changer, elevating AI research from mere "alchemy" to a quantifiable science. Mind blown!
-2. **Tsinghua & Ant ๐ฅ Dual-Flow: A Universal Generator for Adversarial Attacks.**
- Tsinghua and Ant have unveiled the [Dual-Flow framework (AI News)](https://www.jiqizhixin.com/articles/2025-12-15-7)! ๐ This bad boy structures perturbations in flow space, enabling multi-target black-box attacks. Accepted at NeurIPS 2025, tests on the ImageNet validation set show a whopping 34.58% increase in transfer success rate. [Paper](https://openreview.net/pdf?id=zhCv5uZ8bh) (Source: AI News Daily)
+2. **Harvard Dives Deep into Perplexity User Data!**
+ A [Harvard study (AI News)](https://www.reddit.com/r/artificial/comments/1pnf368/its_been_a_big_week_for_agentic_ai_here_are_10/), based on hundreds of millions of queries, reveals some cool insights into Perplexity users. It turns out **55% use it for personal stuff**, while 30% are in professional settings. Productivity/workflow queries make up a solid **36%**, with learning and research at 21%. What's really neat is how users shift from simple to more complex tasks over time, giving us a genuine snapshot of agent usage. Pretty telling, right?
-3. **Apple CLaRa๐ก: Unified RAG Architecture for Shared Representations.**
- Apple Research introduces the CLaRa framework, which [compresses documents into memory tokens (AI News)](https://x.com/omarsar0/status/2000570838920434037)! ๐ Retrieval and generation work together in a continuous space. Even with 16x compression, it hits 51.41 F1 on NQ, outperforming labeled retrievers by 10 points in unsupervised settings. Pretty sweet! [Paper](https://arxiv.org/abs/2511.18659) (Source: AI News Daily)
+3. **Stanford Unveils Multimodal DiffFusion Framework!**
+ **Stanford** has introduced a slick new framework that leverages diffusion models for [3D object detection in adverse weather (AI News)](https://arxiv.org/abs/2512.13107). How cool is that? Diffusion-IR steps in to fix images, while PCR compensates for LiDAR data. The BAFAM module then swoops in for dynamic multimodal fusion and bidirectional BEV alignment. This combo shows **optimal robustness** across three major public datasets, with zero-shot tests proving its awesome generalization capabilities. Seriously impressive!
-4. **CREW-WILDFIRE๐ฅ Benchmark: Large-Scale Agent Collaboration Test.**
- The new [CREW-WILDFIRE benchmark (AI News)](https://arxiv.org/abs/2507.05178) is here! Based on wildfire response scenarios, it evaluates the coordination capabilities of LLM multi-agent systems in large-map, partially observable environments. ๐ก It's revealing some weak spots in long-term planning and spatial reasoning. (Source: AI News Daily)
+4. **Causal LLMs Get a Text Classification Deep Dive!**
+ A new [study (AI News)](https://arxiv.org/abs/2512.12677) is pitting two fine-tuning strategies against each other for Causal LLMs text classification: embedded vs. instruction-based. The embedded approach, which mixes 4-bit quantization and LoRA, trains an 8B parameter model on a single GPU and absolutely crushes the instruction-based method in F1 scores. What's even wilder? Its performance on proprietary datasets and WIPO-Alpha multi-label tasks even outshines domain-specific models like BERT. Talk about a powerhouse!
-5. **VDAWorld๐: VLM-Directed Scene Simulation for World Modeling.**
- This research introduces the VDAWorld framework, where [VLMs autonomously construct scene representations (AI News)](https://arxiv.org/abs/2512.11061), choosing rigid body or fluid simulators ๐ to predict future states. It tackles the black-box problem of generative models, enabling interactive world modeling. How cool is that? ๐ [Paper](https://arxiv.org/abs/2512.11061) (Source: AI News Daily)
-
-6. **3DGSโจ: Transparent Rendering Breakthrough Solves Volumetric Occlusion with Moment Method.**
- New research extends 3D Gaussian Splatting by [introducing a moment method to calculate transmittance (AI News)](https://arxiv.org/abs/2512.11800)! ๐ก This clever approach avoids ray tracing and sorting, significantly boosting the quality of semi-transparent object reconstruction while keeping rasterization super efficient. [Paper](https://arxiv.org/abs/2512.11800) (Source: AI News Daily)
-
----
+5. **Google Cloud Unveils AlphaEvolve!**
+ **Google Cloud** has just dropped AlphaEvolve, a [Gemini-powered coding agent (AI News)](https://www.reddit.com/r/artificial/comments/1pnf368/its_been_a_big_week_for_agentic_ai_here_are_10/) that's all about advanced algorithm design. This agent leverages LLMs to whip up code modification suggestions, using a feedback loop to evolve algorithm efficiency. It's currently in private preview, but the promise is clear: higher code quality is on the horizon. Watch out, coders!
### Industry Outlook & Social Impact
-1. **Anthropic๐ง Interviews 1250 People: AI Exposes Career Vulnerabilities.**
- Anthropic just launched its Interviewer tool, [conducting deep interviews with LLMs (AI News)](https://mp.weixin.qq.com/s?__biz=MzI3MTA0MTk1MA==&mid=2652654701&idx=3&sn=3c673d03e1116bed6b6613e6426d6c68) for creators, professionals, and scientists! ๐ The findings? Professionals worry about their image being tarnished by AI reliance, creators are anxious about their income, and scientists question reliability. Real talk, folks. ๐ค (Source: AI News Daily)
+1. **OpenAI & Anthropic Team Up for Agentic AI Foundation!**
+ In a big move, **OpenAI and Anthropic** have joined forces with Block to establish the [Agentic AI Foundation (AI News)](https://www.reddit.com/r/artificial/comments/1pnf368/its_been_a_big_week_for_agentic_ai_here_are_10/) under the Linux Foundation. Their mission? To focus on setting standards for agent interoperability. They're pouring funds into supporting a secure and reliable agent ecosystem across various tools and repositories, bringing industry leaders together to align on agent interoperability. This is huge for the future of AI!
-2. **Gorman's Paradox๐ก: Why AI-Generated Code Hasn't Blown Up Products (Yet)?**
- The discussion highlights that [AI-generated code hasn't boosted overall output (AI News)](https://newshacker.me/story?id=46262545) because integration, testing, and edge cases are still major bottlenecks. ๐ Fast generation actually slows down reviews, and most of the output turns out to be low-quality experimental stuff. Food for thought! (Source: AI News Daily)
+2. **Stripe Rolls Out Agentic Commerce Suite!**
+ **Stripe's new service** is a game-changer, enabling businesses to sell to multiple AI agents through a single integration. Talk about streamlining! This [sweet new offering (AI News)](https://www.reddit.com/r/artificial/comments/1pnf368/its_been_a_big_week_for_agentic_ai_here_are_10/) covers everything from product discovery and agent checkout to payments and fraud detection, all managed centrally within the Stripe Dashboard. The AI-native commerce infrastructure is now officially commercial, playing nice with existing commerce stacks. It's a win-win!
-3. **Automation Paradox๐ฅ: Skill Degradation After AI Takes Over.**
- HackerNews is buzzing about [Bainbridge's Paradox of Automation (AI News)](https://newshacker.me/story?id=46262816)! ๐ก When AI takes over tasks, humans end up supervising complex systems but lose their hands-on skills. The aviation industry's mandatory training could be a model, but most organizations lack the incentive to implement it. A real head-scratcher! ๐ค (Source: AI News Daily)
+3. **CAICT Launches CAIVD Professional Database!**
+ Under the guidance of the Ministry of Industry and Information Technology, the [CAIVD AI Security Vulnerability Database (AI News)](https://www.aibase.com/zh/news/23731) is officially up and running! This database is the sixth member of the "1 Master Database + 5 Professional Databases" system, specifically focusing on collecting and verifying AI product vulnerabilities. It's building a collaborative network for product providers, manufacturers, research institutions, and users, standardizing vulnerability disclosure channels. You can check it out at: ai.nvdb.org.cn. Major step for security!
+
+4. **Homegrown Open-Source Models Tie for Top Spot!**
+ According to the [open-source large model list (AI News)](https://www.aibase.com/zh/news/23705) released by AI researcher Nathan Lambert, **DeepSeek, Qwen, and Kimi** have been ranked as **tied for first place** in terms of influence! The list features 35 organizations, with over half being Chinese teams. DeepSeek R1 has even surpassed top-tier closed-source models, Qwen has spawned dozens of cross-domain versions, and Kimi dropped the world's first trillion-parameter open-source model. Talk about flexing!
+
+5. **Former CIA Officer Revives Remote Control Tool Claims!**
+ Former CIA officer Kiriakou stirred up some chatter in a [LADbible video (AI News)](https://newshacker.me/story?id=46276875), claiming intelligence agencies can remotely control phones, TVs, and cars. However, discussions on Hacker News quickly pointed out that this is just a rehash of the 2017 Vault 7 leaks, not fresh evidence. Commenters are questioning Kiriakou's technical currency and the media's tendency to sensationalize, advising the public to refer to the original leaked documents rather than personal statements. Classic case of old news, new hype.
+
+### Top Open Source Projects
+
+1. **ConvertX: Your Go-To Self-Hosted File Converter!**
+ **ConvertX** is a total game-changer, supporting [over 1000 formats (AI News)](https://github.com/C4illin/ConvertX) and offering full self-hosted deployment. This little gem is super lightweight, doesn't need any third-party services, and is perfect for individuals and businesses looking to set up their own private file conversion platform. It's already snagged **11.2k stars** โ clearly a fan favorite!
+
+2. **MDN Web Docs Content Repository: The Dev's Best Friend!**
+ The [MDN Content Repository (AI News)](https://github.com/mdn/content) is the official source for MDN Web Docs, boasting **over 14,000 pages** of HTML, CSS, JS, HTTP, and Web API documentation. Developers can jump right in and contribute content directly. It's already racked up **10.2k stars**, making it a true dev darling!
+
+3. **Hashcards: Your Minimalist Spaced Repetition Buddy!**
+ **Hashcards** is a cool, text-based tool for [spaced repetition learning (AI News)](https://github.com/eudoxia0/hashcards). No fussy configurations needed here โ it supports Markdown formatted cards and offers lightweight deployment. It's already garnered **629 stars**, proving that sometimes, less is more!
+
+4. **SPEC-AGENTS: The Zero-Config Spec-Driven Dev Framework!**
+ **SPEC-AGENTS** is shaking things up with a [zero-configuration, spec-driven development tool (AI News)](https://m.okjike.com/originalPosts/69412979d124ce959a40884a). It lets you communicate in natural language, breaking development into different stages and supporting switching between multiple programming tools without losing progress. This document-driven workflow creates a traceable closed loop, letting even regular users enjoy a mature software development process. Pretty neat, right?
+
+5. **Nvidia Acquires SchedMD, Stays Open Source!**
+ Big news in the tech world: **Nvidia** has acquired [SchedMD, the main developer behind Slurm (AI News)](https://www.aibase.com/zh/news/23722)! They've promised to keep Slurm operating as an open-source, neutral platform. Slurm is already the **benchmark** workload management system in high-performance computing and AI, so this is a big deal. Nvidia also simultaneously released the Alpamayo-R1 inference vision model and relaxed licensing for the Cosmos world model, really laying the groundwork for a physical AI ecosystem. Exciting times!
+
+### Social Buzz
+
+1. **Alibaba's Agentification: A Deep Dive!**
+ A [community discussion (AI News)](https://m.okjike.com/originalPosts/6941451728fa6ac7346dfd22) highlighted that **Ant Group products** are the most gung-ho about agentification. Why? Because their tool-centric nature prioritizes results over process. Taobao's agentification, however, needs to balance its "portal attribute" ad revenue. Meanwhile, WeChat's enthusiasm is a bit lower since it thrives on "usage process" interaction. Users reckon this isn't strategic restraint but rather a commercial model constraint. Makes sense!
+
+2. **The Irony of AI Supervision: Automation's Old Foes!**
+ Hold up! A [1983 paper (AI News)](https://x.com/dotey/status/2000796152921293156) eerily predicted automation issues that are now popping up with AI agents: think skill degradation, memory retrieval woes, and monitoring fatigue. The paper smartly pointed out that training can't replace real-world experience, and humans struggle to stay vigilant when AI messes up. But here's the kicker: AI interfaces are often described as "the worst anomaly detection designs," hiding critical errors within reams of flowing text. Talk about a wake-up call!
+
+3. **Claude Code's New Confirmation Mechanism: A Smooth Ride!**
+ A [user shared (AI News)](https://x.com/hongming731/status/2000727149750427898) that the new version of **Claude Code** boasts a super comfortable interactive experience thanks to its confirmation mechanism. Before the agent executes, it pops up a detailed operation preview, letting users review and confirm each item. This is a brilliant way to prevent accidental modifications. Nice touch, Claude!
+
+4. **Dismissing AGI as Sci-Fi? That's Not Serious!**
+ A [Reddit discussion (AI News)](https://www.reddit.com/r/artificial/comments/1po1393/dismissing_discussion_of_agi_as_science_fiction/) argues that writing off AGI discussions as "science fiction" is "completely unserious." Even skeptical experts believe AGI could be a reality in the next ten to twenty years. That's a whole different ballgame compared to genuine sci-fi concepts like time travel or Martians, right? Time to get real!
---
-### Open-Source TOP Projects
+## **AI Daily Digest: Audio Edition**
-1. **CopilotKit๐ช: Elegantly Build AI Co-Pilots with React.**
- [CopilotKit (AI News)](https://github.com/CopilotKit/CopilotKit) is an open-source framework offering React components and infrastructure to quickly build AI chatbots and in-app intelligent agents! ๐ With โญ 26.7k stars, it even supports agent orchestration. Pretty slick! (Source: AI News Daily)
-
-2. **DeepCode๐ป: The Full Code Generation Suite.**
- The [DeepCode project (AI News)](https://github.com/HKUDS/DeepCode) is crushing it with Paper2Code, Text2Web, and Text2Backend! ๐ฅ It's an open-source agentic coding solution with โญ 12.3k stars. Talk about a one-stop shop! (Source: AI News Daily)
-
-3. **Win11Debloatโ๏ธ: Lightweight Windows.**
- The [Win11Debloat script (AI News)](https://github.com/Raphire/Win11Debloat) is a game-changer! It removes pre-installed apps and disables telemetry ๐ก, supporting custom optimization for both Win10 and Win11. With โญ 35.3k stars, it's a must-have for a leaner Windows experience! (Source: AI News Daily)
-
-4. **ConvertX๐พ: Self-Hosted Format Converter.**
- The [ConvertX tool (AI News)](https://github.com/C4illin/ConvertX) is a powerhouse, supporting over 1000 format conversions! ๐ You can self-deploy it as an online service. With โญ 10.5k stars, it's super versatile. (Source: AI News Daily)
-
----
-
-### Social Media Shares
-
-1. **200K Tokensโจ is Enough: Short Thread Philosophy Against Drunk AI.**
- @AmpCode blog argues that [Claude Opus 4.5's 200k context (AI News)](https://x.com/shao__meng/status/2000532106200686714) is plenty! ๐ Long contexts are like force-feeding alcohol, reducing signal-to-noise ratio and causing hallucinations. ๐ก The advice? Break tasks into clusters of short threads. Makes sense! ๐ค [Blog](https://ampcode.com/200k-tokens-is-plenty) (Source: AI News Daily)
-
-2. **fuzozo๐ Christmas Edition: AI Toy for Everyone!**
- @Orange AI shared that the [fuzozo Christmas Edition (AI News)](https://x.com/oran_ge/status/2000549324917543334) is now discounted to 339 yuan, and the Huawei co-branded version sold out fast! ๐ฅ Its lightweight, pendant-like size is just perfect. (Source: AI News Daily)
-
-3. **EveryCode๐ ๏ธ: Multi-Model Collaborative Programming.**
- @meng shao recommends the [EveryCode tool (AI News)](https://x.com/shao__meng/status/2000542718981001675)! It integrates GPT, Claude, and Gemini ๐ก, supporting file system and terminal integration. ๐ The Magi system brings persistent thought chains to life. Check out the [GitHub](https://github.com/just-every/code)! (Source: AI News Daily)
-
-4. **Wang Guan๐ Crushed Three Times by OpenAI: The Nihilism of Applications.**
- @Xiangyang Qiaomu recounts [Wang Guan's product history (AI News)](https://x.com/oran_ge/status/2000209409541349625): his writing tool met ChatGPT, Excel-to-chart met GPT-4, and his Agent met Plugins! ๐ He argues that blindly developing applications is futile. Deep stuff! ๐คฏ (Source: AI News Daily)
-
-5. **Ant Healthโ๏ธ AQ Upgrades to A-Fu: Your AI Wellness Butler.**
- @Tusiji shares the [Ant Health A-Fu APP (AI News)](https://m.okjike.com/originalPosts/693fc80df9c2789e3717891d)! ๐ธ Snap a pic to check your tongue coating and skin condition ๐ก, and it records medical reports to generate observations. Super handy! โจ Definitely worth a download and play. (Source: AI News Daily)
-
-6. **Information Acquisition๐ Efficiency Theory: Bypassing Filters + Reading Surpasses 95%.**
- @Yangyi emphasizes that [overcoming the information gap (AI News)](https://x.com/Yangyixxxx/status/2000446078320304604) by watching YouTube and reading newsletters is way more efficient than social media! ๐ก Digging to the root source puts you ahead of 95% of people. His advice? Build an AI mentor based on Naval Ravikant's principles. Brilliant! โจ (Source: AI News Daily)
-
----
-
-## **AI News Daily Voice Edition**
-
-| ๐๏ธ **Xiaoyuzhou Podcast** | ๐น **Douyin** |
+| ๐๏ธ **Xiaoyuzhou** | ๐น **Douyin** |
| --- | --- |
-| [Past Lives Tavern](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG) |
-|  |  |
\ No newline at end of file
+| [Next Life Tavern](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG) |
+|  |  |
\ No newline at end of file
diff --git a/content/en/about.md b/content/en/about.md
index 9b57848..cdba8a2 100644
--- a/content/en/about.md
+++ b/content/en/about.md
@@ -4,25 +4,23 @@ type: about
sidebar:
exclude: true
---
-#### Hey there! ๐ Hexi 2077 / justlovemaki
+#### Hey there! ไฝๅค2077 / justlovemaki
-> A decade's code, though my fingertips grew cold,
-> My heart's ambitions, still yet untold.
-> But now, AI's thunder stirs a mighty storm,
-> I swear to challenge the heavens, ready to perform!
+> A decade of code, cold beneath my fingertips, unspoken frustrations deep within.
+> Then, a sudden rumble of AI's storm; I vow to brave the skies and battle on.
-#### My Code Philosophy ๐ก
+#### My Coding Vibe ๐งโ๐ป
-> Technology: It's all about serving the people.
+> Tech for the People! ๐
-#### My Awesome Projects โจ
+#### My Stellar Projects ๐
-* **[Open Source Contribution / CloudFlare-AI-Image](https://github.com/justlovemaki/CloudFlare-AI-Image)**:
- * This is an AI image generation script, powered by Cloudflare Worker.
-* **[Open Source Contribution / CloudFlare-AI-Insight-Daily](https://github.com/justlovemaki/CloudFlare-AI-Insight-Daily)**:
- * This platform is a content aggregation and generation powerhouse, driven by Cloudflare Workers. ๐ It daily curates the freshest AI happenings: industry news, hot open-source projects, mind-blowing academic papers, and even insights from big-shot tech influencers!
-* Wanna see more? Swing by my [GitHub](https://github.com/justlovemaki) for all the juicy project details!
+* **[Open Source Contribution/CloudFlare-AI-Image](https://github.com/justlovemaki/CloudFlare-AI-Image)**:
+ * An AI image generation script, powered by Cloudflare Worker.
+* **[Open Source Contribution/CloudFlare-AI-Insight-Daily](https://github.com/justlovemaki/CloudFlare-AI-Insight-Daily)**:
+ * This content aggregation and generation platform, powered by Cloudflare Workers, daily curates the latest in AI. It brings you industry news, trending open-source projects, cutting-edge research papers, and insights from top tech influencers on social media.
+* For more project deets, check out my [GitHub](https://github.com/justlovemaki).
-#### What I'm Exploring Now ๐ฑ
+#### What I'm Digging Right Now ๐ฑ
-Right now, I'm super into LLM applications and website SEO. I'm not just interested; I'm actively learning and getting my hands dirty with practical stuff!
\ No newline at end of file
+LLM applications and website SEO are my current obsessions; I'm actively diving deep into learning and hands-on practice.
\ No newline at end of file
diff --git a/content/en/contact.md b/content/en/contact.md
index b184064..3e4a9ce 100644
--- a/content/en/contact.md
+++ b/content/en/contact.md
@@ -4,15 +4,15 @@ type: page
sidebar:
exclude: true
---
-# Contact Me ๐
+# Get in Touch
-I'm always stoked to hear from you! If you've got any questions, a cool collaboration idea, or need some support, hit me up using the details below.
+I'm super keen to hear your thoughts and suggestions! If you've got any questions, ideas for collaboration, or just need a hand, hit me up via the deets below. ๐
-And don't worry, I promise to get back to your emails ASAP.
+I promise to get back to your emails pronto! ๐
---
-## **Get In Touch**
+## **How to Reach Me**
* **Email:**
* [justlikemaki@qq.com](mailto:justlikemaki@qq.com)
@@ -24,4 +24,4 @@ And don't worry, I promise to get back to your emails ASAP.
* **Office Hours:**
* Monday - Friday, 9:00 AM - 6:00 PM (GMT+8)
- * (Closed on weekends and public holidays)
\ No newline at end of file
+ * (Weekends and public holidays are off-limits, sorry! ๐)
\ No newline at end of file
diff --git a/content/en/privacy-policy.md b/content/en/privacy-policy.md
index 65881c2..aaf7f92 100644
--- a/content/en/privacy-policy.md
+++ b/content/en/privacy-policy.md
@@ -10,167 +10,168 @@ sidebar:
---
-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.
+This Privacy Policy spills the beans on our policies and procedures concerning your info's collection, usage, and disclosure when you're using our Service. It also clues you in on your privacy rights and how the law's got your back. ๐
-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.
+We're totally using your personal data to make our Service awesome and keep it running smoothly. By jumping in and using the Service, you're essentially giving us the nod to collect and use your info according to this Privacy Policy.
-## Interpretation and Definitions
+## Interpretations 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.
+### Interpretations
+Okay, so words that start with a capital letter have meanings defined under these specific conditions. And get this: whether they pop up in singular or plural form, these definitions totally mean the same thing. Pretty straightforward, right?
### Definitions
-For the purposes of this Privacy Policy:
+For the purpose of this Privacy Policy, here's the lowdown:
-- **Account** means a unique account created for You to access our Service or parts of our Service.
+- **Account** means a unique account crafted just for you to get into 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.
+- **Affiliate** means an entity that controls, is controlled by, or is under common control with a party. "Control" in this context? It means owning 50% or more of the shares, equity interest, or other securities that have voting power to elect directors or other managing authority.
-- **Company** (referred to as either "the Company", "We", "Us" or "Our" in this Agreement) refers to **hubtoday**.
+- **Company** (referred to as "the Company," "We," "Us," or "Our" in this Agreement) means **hubtoday**. That's us!
-- **Cookies** are small files that are placed on Your computer, mobile device or any other device by a website, containing the details of Your browsing history on that website among its many uses.
+- **Cookies** are tiny files that a website tucks away on your computer, mobile device, or any other gadget. They store juicy details like your browsing history on that site, among other cool uses. ๐ช
-- **Country** refers to: California, United States.
+- **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 literally any gadget that can hook into our Service, like your computer, cell phone, or a snazzy digital tablet.
-- **Personal Data** is any information that relates to an identified or identifiable individual.
+- **Personal Data** is any info relating to an identified or identifiable individual. Got it?
-- **Service** refers to the Website.
+- **Service** means, you guessed it, 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** means any natural or legal person who processes data on behalf of the Company. Think of it as third-party companies or individuals we've hired to help us out: assist in providing the Service, perform Service-related tasks for us, or even help us analyze how our Service is being used.
-- **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 that's automatically collected. This data is churned out either by using the Service directly or by the Service infrastructure itself (for example, how long you linger on a page).
-- **Website** refers to **hubtoday**, accessible from `https://ai.hubtoday.app/`.
+- **Website** refers to **hubtoday**, which you can totally check out 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 accessing or using the Service, or the company or other legal entity on whose behalf that individual is accessing or using the Service. That's you!
-## Collecting and Using Your Personal Data
+## Collecting and Using Your Personal Data ๐
### Types of Data Collected
#### Personal Data
-When 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're using our Service, we might ask you to dish out some personally identifiable info. This is stuff that can be used to contact or identify you. Think of personal identifiable information as potentially including, but definitely not limited to:
-- Email address
-- Usage Data
+- Email address
+- Usage Data
#### Usage Data
-Usage Data is collected automatically when using the Service.
+So, **Usage Data** is automatically scooped up when you're rocking our Service.
-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.
+This data might include cool stuff like your Device's Internet Protocol address (that's your IP address, for example), your browser type, browser version, which pages of our Service you hit up, the time and date of your visit, how much time you spent chillin' 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 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 access the Service via a mobile device, we might automatically gather certain info. This includes, but isn't limited to: the type of mobile device you're using, your mobile device's unique ID, your mobile device's IP address, your mobile operating system, the type of mobile Internet browser you're 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.
+And hey, when you visit our Service or access it through a mobile device, we might also collect info that your browser sends our way.
-### Tracking Technologies and Cookies
-We use Cookies and similar tracking technologies to track the activity on Our Service and store certain information. 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:
+### Tracking Technologies and Cookies ๐ต๏ธโโ๏ธ
+We totally use **Cookies** and similar tracking tech to keep tabs on activity on our Service and store certain info. The tracking technologies we deploy include beacons, tags, and scripts. These bad boys are all about collecting and tracking info, helping us level up 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 just a tiny file chilling on your Device. You can tell your browser to totally reject all Cookies or to give you a heads-up when one's being sent. But heads up: if you don't accept Cookies, you might not be able to use some cool parts of our Service. Unless you've tweaked your browser settings to say "no thanks" to Cookies, our Service might just be using them.
-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.
+- **Web Beacons**: Some sections of our Service and our emails might have these tiny electronic files called web beacons (also known as clear gifs, pixel tags, and single-pixel gifs). These clever little things let the Company, for example, count users who have visited those pages or opened an email. They're also used for other related website stats, like logging the popularity of a certain section and making sure our system and servers are working perfectly.
-We use both Session and Persistent Cookies for the purposes set out below:
+**Cookies** can be either "Persistent" or "Session" Cookies. When you're offline, Persistent Cookies stay put on your personal computer or mobile device. Session Cookies, however, vanish into thin air the moment you close your web browser. Poof! ๐จ
-- **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.
+We're actually using both Session and Persistent Cookies for the following reasons:
-- **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.
+- **Necessary / Essential Cookies**
+ - **Type**: Session Cookies
+ - **Administered by**: Us
+ - **Purpose**: These Cookies are super important for hooking you up with the services available through the Website and letting you use some of its cool features. They help authenticate users and totally prevent fraudulent use of user accounts. Without these Cookies, the services you've asked for can't be delivered, and we only use these Cookies to get those services to you.
-- **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.
+- **Cookies Policy / Acceptance Cookies**
+ - **Type**: Persistent Cookies
+ - **Administered by**: Us
+ - **Purpose**: These Cookies are all about recognizing if users have given the green light to the use of cookies on 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.
+- **Functionality Cookies**
+ - **Type**: Persistent Cookies
+ - **Administered by**: Us
+ - **Purpose**: These Cookies let us remember the choices you make when you're using the Website, like recalling your login deets or language preferences. The whole point of these Cookies is to give you a more personalized experience and save you the hassle of having to re-enter your preferences every single time you use the Website. How neat is that?
-### Use of Your Personal Data
-The Company may use Personal Data for the following purposes:
+For more info about the Cookies we use and your options regarding cookies, please swing by our Cookies Policy or the Cookies section of our Privacy Policy.
-- **To provide and maintain our Service**, including to monitor 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**: 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 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.
+### How We Use Your Personal Data ๐ค
+The Company might use Personal Data for the following awesome purposes:
-We may share Your personal information in the following situations:
+- **To provide and maintain our Service**: This totally includes keeping an eye on how our Service is being used.
+- **To manage Your Account**: This is all about handling your registration as a user of the Service. The Personal Data you provide totally gives you access to the different functionalities 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've 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 electronic communication forms (like push notifications from a mobile app). This is to give you updates or informative communications related to functionalities, products, or contracted services โ including security updates โ when it's necessary or reasonable to do so.
+- **To provide You with news**: We'll hook you up with news, special offers, and general info about other goods, services, and events we offer that are similar to what you've already bought or asked about. Of course, this is unless you've opted out of getting that kind of info.
+- **To manage Your requests**: This is simply processing and managing your requests to us. Easy peasy!
+- **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 bankruptcy, liquidation, or similar proceedings, in which Personal Data held by us about our Service users is among the assets being transferred. Phew, that's a mouthful!
+- **For other purposes**: We might use your info for other cool stuff like data analysis, spotting usage trends, figuring out how effective our promotional campaigns are, and generally evaluating and sprucing up our Service, products, marketing, and your overall experience.
-- **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.
+We might share your personal information in these situations: ๐
-### 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.
+- **With Service Providers**: We may totally 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 anticipation of, any merger, sale of Company assets, financing, or acquisition of all or a portion of our business by another company.
+- **With Affiliates**: We may share your info with our Affiliates, and when we do, we'll totally demand that those affiliates respect 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 info with our Business Partners to hook you up with certain products, services, or promotions.
+- **With Other Users**: When you share personal info or interact in the public areas with other users, that info might be viewed by all users and could even be publicly distributed outside. So, share wisely! ๐คซ
+- **With Your Consent**: We might spill your personal info for any other purpose with your explicit consent.
-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.
+### How Long We Keep Your Personal Data โณ
+The Company will totally keep your Personal Data only for as long as it's needed for the purposes laid out in this Privacy Policy. We'll hold onto and use your Personal Data to the extent necessary to follow our legal obligations (like, if we need to hang onto your data to comply with applicable laws), resolve disputes, and enforce our legal agreements and policies.
-### 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 โ and maintained on โ computers located outside of Your state, province, country or other governmental jurisdiction where the data protection laws may differ than those from Your jurisdiction.
+The Company will also stash Usage Data for internal analysis purposes. Usage Data usually sticks around for a shorter period, unless that data is used to beef up the security or improve the functionality of our Service, or if we're legally obliged to keep it for longer.
-Your consent to this Privacy Policy followed by Your submission of such information represents Your agreement to that transfer.
+### Transfer of Your Personal Data ๐
+Your info (including Personal Data) gets processed at the Company's operating offices and in any other spots where the parties involved in the processing are located. What this means is that this info might be transferred to โ and kept on โ computers located outside of your state, province, country, or other governmental jurisdiction where the data protection laws might differ from your jurisdiction's laws.
-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.
+By agreeing to this Privacy Policy and submitting such info, you're giving the thumbs up to that transfer. ๐
-### 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.
+The Company will take all reasonably necessary steps to ensure your data is treated securely and totally in line with this Privacy Policy. We won't transfer your Personal Data to any organization or country unless there are adequate controls in place, including the security of your data and other personal information.
-Our Service may provide You with the ability to delete certain information about You from within the Service.
+### Deleting Your Personal Data ๐
+You totally have the right to delete or ask us to help delete the Personal Data we've collected about you.
-You may update, amend, or delete Your information at any time by signing in to 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.
+Our Service might even let you delete certain info about you right from within the Service itself. Pretty handy!
-Please note, however, that We may need to retain certain information when We have a legal obligation or lawful basis to do so.
+You can always log into your account (if you've got one) and swing by the account settings section that lets you manage your personal info. From there, you can update, modify, or delete your info. You can also just get in touch with us to request access to, correct, or delete any Personal Information you've given us.
+
+But hey, just a heads-up: we might need to hang onto certain info when we've got a legal obligation or a lawful basis 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.
+#### Business Transactions ๐
+If the Company gets involved in a merger, acquisition, or asset sale, your Personal Data might just get transferred. We'll make sure to 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).
+#### Law Enforcement ๐จ
+Under certain circumstances, the Company might be forced to spill your Personal Data if it's required by law or in response to valid requests by public authorities (like a court or a 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
+#### Other Legal Requirements
+The Company may also disclose your Personal Data if we genuinely believe that such action is necessary to:
+- Roll with a legal obligation
+- Protect and defend the rights or property of the Company
+- Prevent or investigate possible wrongdoing in connection with the Service
+- Shield 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 ๐
+The security of your Personal Data is a big deal to us! But hey, remember this: no method of transmission over the Internet, or method of electronic storage, is ever 100% secure. While we totally strive to use commercially acceptable means to protect your Personal Data, we just can't guarantee its absolute security. Wish we could!
-## 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 take steps to remove that information from Our servers.
+## Children's Privacy ๐ถ
+Our Service totally does not target anyone under the age of 13. We don't knowingly collect personally identifiable info from anyone under 13. If you're a parent or guardian and you know that your child has provided us with Personal Data, please get in touch with us. If we figure out that we've collected Personal Data from anyone under the age of 13 without verification of 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 consent from a parent, We may require 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 info and your country requires consent from a parent, we may 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.
+## Links to Other Websites ๐
+Our Service might contain links to other websites that we don't operate. If you click on a third-party link, you'll be whisked away to that third party's site. We totally recommend that you check out the Privacy Policy of every site you visit. Seriously!
-We have no control over and assume no responsibility for the content, privacy policies or practices of any third party sites or services.
+We've got zero control over and assume no responsibility for the content, privacy policies, or practices of any third-party sites or services. Just a heads-up!
-## Changes to this Privacy Policy
-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.
+## Changes to This Privacy Policy ๐
+We may update our Privacy Policy from time to time, so keep an eye out! We'll totally notify you of 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 the changes actually kick in, we'll give you a heads-up via email and/or a prominent notice on our Service. Plus, we'll update that "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.
+You're advised to peep this Privacy Policy regularly 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:
+## Contact Us ๐
+Got any burning questions about this Privacy Policy? You can totally reach out to us:
-- ๐ง **Email**: [justlikemaki@foxmail.com](mailto:justlikemaki@foxmail.com)
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+- ๐ง **Email**: [justlikemaki@foxmail.com](mailto:justlikemaki@foxmail.com)
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diff --git a/content/en/terms-of-service.md b/content/en/terms-of-service.md
index 2a532f8..3b78a8a 100644
--- a/content/en/terms-of-service.md
+++ b/content/en/terms-of-service.md
@@ -10,44 +10,44 @@ sidebar:
---
-Welcome to **ai.hubtoday** (referred to as โ**the Site**โ or โ**we**โ from here on out)! ๐ค Before you dive in and use our services, please take a moment to carefully read these Terms of Service. By accessing or using the Site, you're essentially saying "Yup, I agree!" to these terms.
+Welcome to **ai.hubtoday** (referred to as "the Site" or "we")! By accessing or using our services, you're agreeing to and accepting these Terms of Service. So, before you dive in, please give them a careful read.
-## 1. Services Overview
-The Site offers users a sweet array of paid subscription content and member services. This includes, but isn't limited to, blog posts, exclusive resources, e-books, and community interactions. Heads up: some content is only accessible to our awesome subscribers! โจ
+## 1. Service Overview
+The Site offers users paid subscription content and member services, including (but not limited to) blog posts, exclusive resources, e-books, and community interactions. Heads up: some of this awesome content is exclusively for our subscribed users! ๐ก
## 2. User Registration & Account
-* Users will need to provide a valid email address and set a password to register for an account.
-* Your account security and all activities under it are your responsibility! ๐ **Sharing or transferring your account is a big no-no.**
+* Users are required to provide a valid email address and set a password to register for an account.
+* Users are responsible for the security of their account and all activities that occur under it. Seriously, **do not** transfer or share your account with anyone. ๐ซ
* The Site reserves the right to **suspend or terminate** your account if you violate these terms.
## 3. Paid Subscription Services
-* Subscription services are billed on a monthly/annual basis, with fees clearly laid out on the checkout page.
-* All payments are processed through third-party payment platforms (like Stripe or PayPal). Don't worry, the Site doesn't store any of your payment info! Your privacy is key. ๐
-* Subscriptions will **automatically renew** unless you cancel before the end of your current billing cycle.
-* **14-Day Refund Policy**: First-time subscribers, if you're not totally thrilled with our services, you can request a full refund within 14 days of purchase. Just hit us up via the contact email provided at the end of these terms and let us know why you're unhappy. Each user gets one shot at this refund. After 14 days, or for non-first-time subscribers, payments are **non-refundable**, unless required by law. Fair's fair! ๐
+* Subscription services are billed on a monthly or annual basis, with all fees clearly stated on the checkout page.
+* All payments are processed through third-party payment platforms (such as Stripe, PayPal). Rest assured, the Site **does not** store your payment information directly, keeping it super secure! ๐
+* Subscriptions will **automatically renew** unless you cancel before your current billing cycle ends.
+* Our **14-day Refund Policy** is pretty straightforward: First-time subscribers who aren't stoked with our service within 14 days of purchase can request a full refund. Just shoot us an email via the contact address at the end of these terms and let us know why you're not satisfied. Keep in mind, this is a one-time offer per user. For purchases made after 14 days or by non-first-time subscribers, payments are generally **non-refundable**, unless otherwise mandated by law.
-## 4. Content Use & Intellectual Property
-* All original content is **copyrighted by the Site (hubtoday)**. Please don't copy, reproduce, or use it for commercial purposes without authorization. That's just not cool. ๐
โโ๏ธ
-* Users only receive a **non-exclusive, non-transferable right to access** this content for personal learning and reading.
-* If you need content for commercial use or extensive quoting, please reach out to the Site for authorization. Let's talk!
+## 4. Content Usage & Intellectual Property
+* All original content is **copyrighted by the Site (hubtoday)**. That means you can't copy, reproduce, or use it for commercial purposes without our express authorization.
+* Users are granted only a **non-exclusive, non-transferable right to access** content for personal learning and reading.
+* If you need content for commercial use or extensive citation, please reach out to the Site to get proper authorization.
-## 5. User Conduct
-* It's a big **no-no** to upload, post, or spread any content that's illegal, harassing, false, offensive, or infringes on others' rights.
-* Also, using technical means to mass download, scrape, or crack member-only content is **strictly prohibited**. Play fair!
-* The Site reserves the right to remove inappropriate content and **ban violating users**. We keep things tidy here. ๐งน
+## 5. User Conduct Guidelines
+* Seriously, **do not** upload, post, or spread any content that is illegal, harassing, false, offensive, or infringes upon the rights of others.
+* Also, **do not** use technical means to bulk download, crawl, or otherwise crack our member content. That's a big no-no! ๐
โโ๏ธ
+* The Site reserves the right to remove any inappropriate content and will absolutely **ban violating users**.
## 6. Service Changes & Interruptions
-* We reserve the right to change, suspend, or terminate part or all of our services at any time, without prior notice. Just a heads-up!
-* The Site **will not be liable for compensation** if content is temporarily inaccessible due to force majeure, server failures, or third-party service interruptions. Sometimes things just go wrong, unfortunately.
+* We reserve the right to change, suspend, or terminate any part or all of our services at any time, without prior notice to you.
+* If content becomes temporarily inaccessible due to unforeseen circumstances like force majeure, server outages, or third-party service interruptions, the Site **will not be held liable for compensation**. Bummer, we know! ๐
## 7. Disclaimer
-* The information provided by the Site is for reference only and **does not constitute** any professional advice (like financial, legal, or medical). Always consult a pro for that stuff! ๐ง
-* The Site **is not responsible** for any direct or indirect losses incurred by users from using the Site's content or services. Use at your own risk, folks!
+* The information provided on the Site is strictly for reference purposes and **does not constitute** any form of professional advice (like financial, legal, or medical guidance).
+* The Site **will not be held responsible** for any direct or indirect losses you might incur from using our content or services.
## 8. Governing Law
* 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.
-* Any disputes arising from or related to these terms should first be resolved through friendly negotiation between both parties. If negotiations hit a snag, you agree to submit to the jurisdiction of the courts located in Santa Clara County, California. Let's try to be friends first, though! ๐ค
+* Any disputes arising from or relating to these Terms should first be resolved through friendly negotiation between us. If we can't sort it out that way, you agree to submit the dispute to the courts with jurisdiction in Santa Clara County, California.
-## 9. Contact Information
-* Got questions about these terms? Feel free to ping us via:
+## 9. Contact Us
+Got questions about these terms? Feel free to reach out to us using the info below: ๐
* ๐ง **Email**: [justlikemaki@foxmail.com](mailto:justlikemaki@foxmail.com)
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