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---
linkTitle: 07-20-Daily
title: 07-20-Daily AI News Daily
weight: 11
breadcrumbs: false
comments: true
description: Researchers from top institutions like Shanghai AI Lab and Tsinghua University
have just dropped REST, a brand-new, "pressure cooker" evaluation framework. W.
---
## AI Daily Briefing 2025/7/20
> AI Daily | 8 AM Updates | All-Network Data Aggregation | Cutting-Edge Scientific Exploration | Industry Free Speech | Open-Source Innovation Power | AI and Human Future | [Access Web Version ↗️](https://ai.hubtoday.app/)
### **AI Content Summary**
```
Cutting-edge AI research reveals model limitations through high-pressure tests and develops new models with self-reflection and correction capabilities.
The industry is experiencing an increasingly fierce AI talent war, while multiple institutions have jointly released a new data protection grading system.
The developer community's philosophy is shifting from prompt engineering to context engineering, aiming to build more robust and reliable AI applications.
OpenAI drives innovation with its unique fast-paced culture and cleverly pre-heats new model releases through expectation management.
The industry is also starting to reflect deeply, believing that the R&D focus for AI Agents should be practical value rather than flashy demonstrations.
```
### AI Frontier Research
1. Researchers from top institutions like **Shanghai AI Lab** and **Tsinghua University** have just dropped **REST**, a brand-new, "pressure cooker" evaluation framework. When AI models are acing standardized tests like straight-A students, don't we feel like giving them a real "reality check"? These folks aren't playing nice, making models solve one problem at a time. Instead, they're cramming a gazillion questions into a single prompt, simulating those crazy, multi-tasking scenarios we face in the real world. The results? Absolutely mind-blowing: even battle-hardened top models like **DeepSeek-R1** saw their accuracy on the AIME24 test set nosedive by nearly **30%**! This [AI News: Research](https://arxiv.org/abs/2507.10541) doesn't just mercilessly expose the "greenhouse effect" of current evaluation methods; it also proves that under high pressure, a model's "**overthinking**" tendency and **context allocation** ability are the true litmus tests that separate the contenders. It also gives us a more precise ruler to measure AI's actual steps toward general intelligence. 🤯
<br/>![AI News: AI Stress Test](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0hwb125f86v5rpm7csv82r4.avif)<br/>
2. Researchers from the **Chinese Academy of Sciences Institute of Automation** (CASIA) got super creative and proposed a brand-new model, **GThinker**, that "looks before it leaps." Do large multimodal models also fall into the trap of "tunnel vision" when trying to grasp our complex world? To cure AI's increasingly severe "**confirmation bias**," **GThinker**'s killer feature is an innovative mechanism called "**clue-guided reflection**." This gem gives AI the precious ability to proactively "look back" during reasoning, constantly verifying and correcting its initial understanding of visual information. For example, it can realize the creature in an image isn't a "crab" but a "shrimp" because it can self-reflect and conclude: "that red triangular structure actually looks more like a shrimp's head." This powerful self-correction and deep-thinking capability has enabled it to [Surpassing the Latest O4-mini Model - AI News](https://arxiv.org/abs/2506.01078) in several complex reasoning benchmarks, signaling that AI is moving beyond a mere "knowledge output machine" and taking a giant leap toward a "deep-thinking partner" closer to human intelligence. 🧠
<br/>![AI News: AI Self-Reflection](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0hwb4f0e3n81zcefqp9x3y4.avif)<br/>
3. Researchers from six top institutions, including **Zhejiang University**, **Nanyang Technological University**, and **IBM**, have jointly released a highly [AI News: Forward-Looking Paper](https://arxiv.org/abs/2507.03034), proactively proposing a brand-new **data protection grading system**. Have you ever stayed up late, quietly worrying that the business secrets or personal data you feed to AI might accidentally become global headlines? As AI tech permeates every corner of our lives and work, traditional data firewalls are practically useless, as flimsy as a paper screen. This system creatively categorizes data protection strategies into four levels: **unavailable, privacy-protected, traceable, and deletable**. It aims to equip the fast-flowing, ubiquitous data of the AI era with an impenetrable "four-level armor." This isn't just a systematic review and elevation of existing technologies and regulations; it also provides a crucial core strategic framework for tackling the immense challenges of future AI data governance, which is precisely the focus of the latest **AI News** deep dive. 🔒
### AI Industry Outlook and Social Impact
1. The dazzling AI programming startup, **Windsurf**, went through a hell of a rollercoaster ride—from heaven to hell and back to being acquired—all within a mere 96 hours! This is literally a live-action "Game of Thrones" playing out in Silicon Valley, with a plot so tight it's suffocating! The story began with **Google**'s almost barbaric move, poaching over 40 of Windsurf's core engineers in a flash with double salaries and a generous $2.4 billion licensing deal. It was a textbook-level "talent acquisition" drama for the industry. Just as **Windsurf** was on the brink of collapse, its competitor, **Cognition**, swooped in like a savior, announcing it would take over all remaining assets and employees. This breathtaking flash acquisition starkly reveals the brutal truth of the current **AI talent war**: for tech giants, acquiring a company is far less cost-effective than directly acquiring its smartest "brains." Top talent is the ultimate strategic resource, far more valuable than any tangible asset. 🤯
<br/>![AI News: AI Talent War](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0hwb7f2feka6rf2czm9vmzh.avif)<br/>
2. Former **OpenAI** engineer Calvin French-Owen peeled back the mysterious veil for us outsiders in a [AI News Deep Dive: Profound Reflection Article](https://www.jiqizhixin.com/articles/2025-07-19-5), revealing what it's truly like to work at the world's most scrutinized AI company, tasked with humanity's AGI dreams. Is it some divine experience, or a hellish grind? He painted a picture of a "bottom-up" culture driven by **Slack** channels, almost devoid of traditional emails, with lightning-fast strategic shifts, and an extreme encouragement to "just do it." In this atmosphere, teams could successfully launch the world-changing **Codex** in a mere **7 weeks** through extreme sprints, working till the wee hours every day. This unique cultural vibe, akin to early **Meta**'s hacker spirit, is brimming with "action-first" momentum and a certain "organized chaos." This article offers us a peek into how the AGI dream is powered: by the astonishing, world-shaking creativity that erupts within such a high-intensity, high-flux "pressure cooker." 🔥
<br/>![AI News: OpenAI Work Culture](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0hwba78f67a7qmn3fa4gx09.avif)<br/>
### Open-Source TOP Projects
1. **remote-jobs** (32.6k Stars) - This detailed [Remote-Work Friendly Companies List - AI News](https://github.com/remoteintech/remote-jobs) is your first step on the "escape plan" to freedom. Are you already sick of the 9-to-5 office grind, dreaming of a digital nomad life where you work while traveling? It's not just a simple collection of links; it's a microcosm of the global remote work culture's rise, carefully curating quality companies that truly embrace distributed team philosophies. Say goodbye to crowded commutes and embrace a more flexible way of working. Start by bookmarking this treasure trove! ✈️
2. **shadPS4** (24.4k Stars) - This meticulously crafted [PS4 Emulator - AI News](https://github.com/shadps4-emu/shadPS4), built in C++, lets your PC relive those unforgettable classic gaming memories. Do you miss those thrilling times spent on **PlayStation 4**? Developing a fully functional game console emulator is a massive technical challenge, involving a deep understanding of underlying hardware and intricate software replication. This project isn't just a paradise for tech enthusiasts; it's also a crucial vehicle for preserving and passing down gaming culture in the digital age. 🎮
3. **pytorch-deep-learning** (14.6k Stars) - This project is your free **PyTorch** deep learning crash course, offering [Complete Learning Resources - AI News](https://github.com/mrdbourke/pytorch-deep-learning) from zero-to-hero for mastering the field. In the age of AI, grasping deep learning frameworks has become an essential skill. It includes detailed tutorials, practical code, and clear theoretical explanations, simplifying complex concepts. Instead of getting lost in a sea of information, follow this structured learning path to systematically build your AI knowledge fortress and powerfully empower your career. 🚀
4. **mediamtx** (15.2k Stars) - **Mediamtx** is a plug-and-play [Streaming Media Swiss Army Knife - AI News](https://github.com/bluenviron/mediamtx), allowing you to easily handle a dazzling array of audio and video protocols like SRT, WebRTC, and RTSP, just like building blocks. In fields like live streaming, video conferencing, and security monitoring, the complexity of media processing is often a headache. It encapsulates complex underlying technologies into simple, easy-to-use interfaces, significantly lowering the barrier for developers to build real-time audio and video applications. It's truly a streaming media development accelerator. ⚙️
5. **bknd** (2.4k Stars) - **bknd** offers you a lightweight, self-deployable perfect alternative, allowing your backend to travel [Lightweight and Self-Deployable - AI News](https://github.com/bknd-io/bknd). Tired of being "held hostage" by large cloud service providers like **Firebase/Supabase**? Craving complete control over your backend services and data? It represents a "back to basics" development philosophy, emphasizing data sovereignty and flexibility, letting you deploy your services anywhere and break free from vendor lock-in to truly achieve technical freedom. ✨
### Social Media Shares
1. **OpenAI** recently pulled off a masterful act of expectation management on social media, cleverly kicking off a "pre-heating" round for the highly anticipated **GPT-5**. Through official channels, they [AI News Flash: Clear Statement](https://x.com/OpenAI/status/1946594933470900631) that while GPT-5's release is on the horizon, the model that shone brightly and amazed the world at the International Mathematical Olympiad was actually an independent experimental version using new tech that won't be widespread until the future. More critically, they emphasized that its extraordinary capabilities at that level won't be publicly released for several more months. This rhetoric is simply textbook-level PR: it unapologetically flaunts their unfathomable research depth while successfully hyping everyone up to the max, hinting that the true ace (**GPT-5**) is still coming. Stay tuned! 😉
2. A mysterious new model named "**o3-alpha**" recently [Sudden Appearance - AI News](https://x.com/op7418/status/1946585176920002897) on the **Web Arena** benchmark platform. Its powerful frontend code generation capabilities practically stunned everyone, shaking the entire developer community. Demo videos circulating online show this model seamlessly generating a fully functional and highly customizable SVG application "in one go," with an unprecedented level of code completeness and logical coherence. Tech gurus in the community are speculating that this could very well be another giant leap for **OpenAI** in code generation, perhaps even an inadvertent "tech leak" of **GPT-5**'s terrifying programming prowess. 😲
<br/><video src="https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0hwbqr3eh6agxtzrh94y4v5.mp4" controls="controls" width="100%"></video><br/>
3. AI developers, pay attention! "**Prompt engineering**" might already be an outdated concept; the true future belongs to the era of "**context engineering**." This profound idea is rapidly spreading across the global developer community, endorsed by industry big shots like Shopify CEO and Andrej Karpathy. As multiple [AI News: In-depth Article](https://baoyu.io/translations/context-engineering-prompt-engineering-by-addy) and [Practical Summary - AI News](https://m.okjike.com/originalPosts/687aeaec7ee613ba5a60ddd2) reveal, building a reliable, stable AI application is no longer just about a single, brilliant "magical incantation" (i.e., prompt). The more crucial work involves meticulously constructing a complete, rich information environment (**context**) for the AI, just like an operating system efficiently loads necessary data for the CPU. This valuable art, described as "worth tens of millions of dollars in tuition," demands developers transform from "alchemists" into "architects," systematically providing AI with code, documentation, examples, and tools. This isn't just a shift in mindset; it's the only path to robust AI agents. 🏗️
<br/>![AI News: AI Context Engineering](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0hwbwbmfbjr02fphpagpdv6.avif)<br/>
4. This [Incisive Question - AI News](https://x.com/Yangyixxxx/status/1946440743314395151) hits the nail on the head regarding the common pain points and development dilemmas in the current **AI Agent** field. In the extremely resource and time-constrained early stages of a startup, do you choose to pour all your effort into developing a "flashy but useless pretty young thing," or a "plain-looking but diligently value-delivering old workhorse"? It has triggered profound reflection across the entire industry: are we chasing those "**AI showpieces**" that can easily secure venture capital with cool demo videos, or are we down-to-earth creating "**AI pragmatists**" that genuinely solve real user problems and create business value? Behind this question lies a tough choice between technological ideals, business realities, and industry bubbles, and it's a critical crossroads determining whether a project ultimately leads to greatness or simply fizzles out. 🤔
---
## **Listen to the Audio Version of the AI Daily Briefing**
| 🎙️ **Xiaoyuzhou** | 📹 **Douyin** |
| --- | --- |
| [Rebirth Tavern](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Social Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG)|
| ![Tavern](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/logo/f959f7984e9163fc50d3941d79a7f262.md.png) | ![Intelligence Hub](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/logo/7fc30805eeb831e1e2baa3a240683ca3.md.png) |

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@@ -2,95 +2,73 @@
linkTitle: AI Daily
title: AI Daily-AI资讯日报
breadcrumbs: false
next: /en/2025-07/2025-07-18
next: /en/2025-07/2025-07-19
description: Your daily source for curated AI news, practical tools, and actionable
tutorials to master Artificial Intelligence;
cascade:
type: docs
---
## AI Daily Briefing 2025/7/19
## AI News Daily 2025/7/20
> AI Daily Briefing | 8 AM Update | Global Data Aggregation | Cutting-edge Science Exploration | Industry Voice | Open Source Innovation | AI and Human Future | [Visit Web Version](https://ai.hubtoday.app/)
> `AI Daily` | `Updated 8 AM` | `Aggregating Data from Across the Web` | `Exploring Frontier Science` | `Industry Free Expression` | `Open Source Innovation Power` | `AI and the Future of Humanity` | [Visit Web Version ↗️](https://ai.hubtoday.app/)
### AI Content Summary
### **AI Content Summary**
OpenAI's ChatGPT Agent dropped, signaling AI's hands-on approach to complex tasks.
Moonshot AI's Kimi also rolled out its tool-calling feature, evolving into a practical problem-solver.
Tencent Yuanbao hooked up with QQ Music, while Figure's in-house robot battery drastically cut costs.
Tesla's self-developed Dojo 2 chip aims for compute independence, and Meta reshuffled its team, going all-in for AGI.
Meanwhile, the first AI malware, LameHug, emerged, using large models to steal data and sounding a serious alarm.
### AI Product and Feature Updates
1. OpenAI: Is it time for a total shake-up of how we work? The arrival of **ChatGPT Agent** means AI isn't just chatting with you anymore; it's getting its hands dirty, ready to tackle tasks directly! This spanking new AI species seamlessly blends three core powers: web browsing, in-depth research, and code execution. Think about it—it can autonomously surf the web, compare product prices, and even whip up full-blown PPTs on its own. OpenAI proudly boasts that its overall performance has zipped past competitors in various benchmarks. Plus, its got a neat "guardian mode" built-in, always asking for your green light before any high-stakes moves. Looks like the revolutionary era of AI shifting from "talking the talk" to "walking the walk" is truly here. Time to rethink and rebuild your personal workflow! 🚀
<br/>
</video>
2. Moonshot AI's **Kimi** isn't sitting idly by either, having dropped its powerhouse **Kimi Playground**. Its core philosophy? "Walk the talk" making promises a reality. Thanks to its brand-new **Tool Calling** capability, Kimi has totally hitched its old image as a mere theoretician, transforming into a hands-on "craftsman" ready to roll up its sleeves and solve real problems. Developers can now use this platform to easily call on all sorts of external tools, like weather lookups, data analytics, or web searches, just like building with LEGO bricks. Get AI to automatically plan intricate travel routes or dive deep into financial reports for you! This major leap means Kimi is evolving from a giant "information database" into a genuine "problem-solver." Go on, [Experience the Joy of AI Working for You - AI News](https://platform.moonshot.cn/playground)!
<br/>![AI News: Kimi Tool Calling](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0f8f17deysr425w5m05std2.avif)<br/>
3. Tencent is full steam ahead, strategically deploying its vast AI ecosystem. The latest move? The **Tencent Yuanbao App** has officially hooked up with **QQ Music**, perfectly blending AI assistance with music content. After this deep integration, you can use it not only for "needle-in-a-haystack" style fuzzy song searches but also to get smart music recommendations based on your current vibe and mood. Plus, there's a super cool "select-to-play" feature right within your chat! This clever play transforms the AI assistant from a cold, distant Q&A machine into a "digital DJ" who truly gets your feelings, clearly signaling Tencent's accelerated push to marry its top-tier AI tech with its huge content empire. 🎶
<br/>![AI News: Tencent Yuanbao Integration](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0f8f4g7enarh875xek9vwh4.avif)<br/>
4. The AI music creation tool **Suno** just dropped its "modded-to-hell" **v4.5+** update, practically lowering the bar for music creation to the floor! This new version rolls out a series of jaw-dropping features, including one-click vocal replacement (want AI to re-sing your lyrics? Now it's a breeze!). You can also reverse accompaniments (not happy with the auto-generated arrangement? Tweak it yourself!). The absolute kicker is its ability to "draw inspiration" from your favorite playlists, automatically churning out brand new songs in a similar style. This goes way beyond simple AI generation; it empowers everyone with the potential and chance to become a "gold-record producer." [Click to Experience - AI News](suno.com). 🎧
<br/>![AI News: Suno Music Creation](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0f8f745e8kaa8dy0vkw05ak.avif)<br/>
5. **Figure**, the lead player in humanoid robotics, isn't just good at "making people"; now they've learned to "make hearts" for their robots too! Their freshly unveiled **F.03 Robot Battery System** has achieved a mind-blowing, full vertical integration from design to manufacturing, completely handled by their in-house squad. This game-changing new battery system not only slashes production costs by a whopping 78% but also cranks up energy density by an astonishing 94%, enough to power robots for a solid 5 hours of high-intensity "rave-like" operations. This isn't just a massive leap in battery tech; it's Figure paving the way for future mass production of robots, strongly proving the undeniable truth that "core tech needs to be kept in-house." Check out the [Official Introduction - AI News](https://www.figure.ai/news/f-03-battery-development) here. 🔋
<br/>![AI News: Robot Battery](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0f8fa51exjrhrve2w6wgyfd.avif)<br/>
```
AI frontier research reveals model limitations through high-pressure tests and develops new models with self-reflection and correction capabilities.
The industry sees an intensifying battle for AI talent, while multiple institutions jointly release a new data protection grading system.
The developer community's philosophy is shifting from prompt engineering to context engineering, aiming to build more robust and reliable AI applications.
OpenAI drives innovation with its unique fast-paced culture and skillfully builds anticipation for new model releases through expectation management.
Within the industry, there's growing introspection that the focus for AI Agent development should be on practical value, not flashy demos.
```
### AI Frontier Research
1. Still tearing your hair out over making PPTs? Well, a research dream team from several top-tier universities just dropped **PresentAgent**, a multimodal agent that can transform any dull document into a presentation video with pro commentary—all with a single click! 🎬 What makes it a powerhouse is that it doesn't just churn out static slides. Nope, it can independently plan content structure, meticulously design visual elements, and generate synchronized voiceovers, just like an experienced human presenter. It effortlessly turns a dense research paper into a lively and engaging talk. This groundbreaking research not only introduces a fresh framework for evaluating such AI but also hints that how we get and share knowledge might just get totally flipped upside down in the future. Check out the [AI News: Paper Address](https://arxiv.org/abs/2507.04036) for more deets.
1. Researchers from **Shanghai AI Lab** and **Tsinghua University**, along with other top institutions, have rolled out **REST**, a brand-new evaluation framework that's basically a pressure cooker for AI. When AI is acing all those standardized tests like a straight-A student, shouldn't we give it some real-world "social beating"? Instead of kindly letting models solve one problem at a time, they're cramming a ton of questions into a single prompt, simulating the real-world chaos of multi-tasking. The results? Absolutely jaw-dropping! Even battle-hardened top models like **DeepSeek-R1** saw their accuracy on the AIME24 test set plummet by nearly **30%**! This [AI News: Research](https://arxiv.org/abs/2507.10541) doesn't just ruthlessly expose the "greenhouse effect" of current evaluation methods; it also proves that under high pressure, a model's tendency for "**overthinking**" and its **context allocation** abilities are the true differentiators. It gives us a much more precise ruler to measure AI's actual progress on its journey towards general intelligence. 🤯
<br/>![AI News: AI Stress Test](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0hwb125f86v5rpm7csv82r4.avif)<br/>
<br/>![AI News: Document to Video in Seconds](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0f8fbwffpqa0a4advefbbe9.avif)<br/>
2. Researchers from the **CAS Institute of Automation** have come up with a brilliant idea: a brand-new model called **GThinker** that "looks before it leaps" (seriously, it thinks thrice!). Do multimodal large models also fall into the trap of tunnel vision when understanding our complex world? To cure AI's increasingly serious "**confirmation bias**," **GThinker**'s secret weapon is an innovative mechanism called 'line-guided reflection.' It gives AI a valuable ability to actively "look back" during reasoning, continuously verifying and correcting its initial understanding of visual information. For instance, it can realize that a creature in a picture isn't a "crab" but a "shrimp" because it can self-reflect and conclude: "that red triangular structure actually looks more like a shrimp's head." This powerful self-correction and deep thinking capability has allowed it to [Surpassing the Latest O4-mini Model - AI News](https://arxiv.org/abs/2506.01078) in multiple complex reasoning benchmarks, signaling that AI is moving beyond being a mere "knowledge output machine" towards becoming a "deep-thinking partner" closer to human intelligence. 🧠
<br/>![AI News: AI Self-Reflection](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0hwb4f0e3n81zcefqp9x3y4.avif)<br/>
2. The era of "prompt engineering" might just be fading out. The cutting-edge trend in AI is now pointing squarely at "**Context Engineering**." A freshly published, major [AI News: Major Survey Paper](https://arxiv.org/abs/2507.13334) officially lays down the authoritative definition for this emerging field. It systematically digs into how to "feed" information to LLMs more efficiently and precisely, covering a whole range of advanced "feeding" techniques from RAG to complex multi-agent systems. After a deep dive into over 1300 related studies, the paper spills some serious tea: today's AI models are top-tier comprehenders who "get human language," but when it comes to "speaking human language"—especially generating complex, lengthy content—they're still like clumsy newbies. Bridging this massive "knowing-doing" gap will be one of the core challenges for AI's future development.
3. How can we get AI to truly master logical reasoning instead of just rote memorization from tons of data? A new study offers a rather philosophical answer: teach it to think fundamentally like the granddaddy of computers—the Turing Machine. Researchers innovatively proposed the **TAIL (Turing MAchine Imitation Learning)** method. By guiding LLMs to imitate every atomic step of a Turing Machine executing tasks, it significantly boosts the model's **length generalization** ability when handling super-long sequence problems. Its like when we teach students, not by spoon-feeding them answers, but by teaching them the underlying logic and first principles of problem-solving. This work might just light up a "back-to-basics" path to cracking the reasoning bottlenecks LLMs currently face. [AI News: Paper Here](https://arxiv.org/abs/2507.13332). 🧠
3. Research elites from six top institutions, including **Zhejiang University**, **Nanyang Technological University**, and **IBM**, have jointly released a highly [Forward-Looking AI News Paper](https://arxiv.org/abs/2507.03034), proposing a brand-new **data protection grading system** with foresight. Ever secretly worried late at night that the commercial secrets or personal privacy you feed to AI might accidentally become global headlines? As AI technology infiltrates every corner of life and work, traditional data firewalls are practically useless, as flimsy as a window pane. This system creatively categorizes data protection strategies into four levels: **unavailable, privacy-protected, traceable, and deletable**, aiming to equip the fast-flowing, ubiquitous data of the AI era with an indestructible "four-level armor" 🔒. This is not just a systematic review and elevation of existing technologies and regulations; it also provides a crucial core strategic framework for tackling the enormous challenges of future AI data governance, which is the focus of the latest **AI News** deep dive.
### AI Industry Outlook and Social Impact
1. Elon Musk is at it again, painting grand visions, but this time, his "bull" might actually be coming true! Reports say **Tesla's** self-developed **Dojo 2** chip is hitting mass production soon, with its performance rumored to have skyrocketed a whopping 10 times compared to its predecessor, directly challenging NVIDIA's flagship B200 chip. This leap means Tesla's FSD autonomous driving training will completely break free from external supplier reliance, achieving total "compute freedom." It might even open up a new business model in the future: "renting out compute." Musk even joked that Dojo 2 could run Crysis at a billion frames per second, flexing its muscles with the old "GPU killer" clearly showing his massive ambition to disrupt both the AI and automotive industries. 💪
1. **Windsurf**, the shining new star in AI programming, went through hell and back (and then got acquired) in just 96 hours seriously, this is like a real-life 'Game of Thrones' playing out in Silicon Valley, with a plot so tight it's suffocating! The story kicked off when **Google** made an almost brutal move, "poaching" over 40 of Windsurf's core engineers in a lightning-fast swoop with doubled salaries and a juicy $2.4 billion licensing deal. This was a textbook "talent acquisition" show for the industry! Just as **Windsurf** was on the verge of total collapse, its competitor, **Cognition**, swooped in like a knight in shining armor, announcing a full takeover of its remaining assets and employees. This thrilling flash acquisition starkly reveals the brutal truth of the current **AI talent war**: for tech giants, acquiring a company is way less cost-effective than just buying up its brightest "brains." Top talent truly is the ultimate strategic resource, far more valuable than any tangible asset. ⚔️
<br/>![AI News: AI Talent War](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0hwb7f2feka6rf2czm9vmzh.avif)<br/>
2. Mark Zuckerberg is pulling off a swift and decisive "major surgery" on **Meta's AI team**, aiming to reshape its entire AI strategic landscape. A brand-new AI organizational structure, boasting over 3400 people, has surfaced, with its core being a highly anticipated, mysterious department: the "**Superintelligence Lab**." Zuck isn't just shelling out big bucks to poach top talent from major rivals like OpenAI and Apple; he's also meticulously set up several key departments, including AGI research, AI products, foundational research, and next-gen **Llama5** R&D. It's a "muster all forces, win in one go" battle formation. Can this high-stakes gamble really help Meta claw back a win in the heated AGI race? The whole world is watching closely. 👀
2. Former **OpenAI** engineer Calvin French-Owen has pulled back the mysterious curtain for us outsiders with an [AI News In-Depth Report: Profound Reflection Article](https://www.jiqizhixin.com/articles/2025-07-19-5), revealing what it's really like to work at the world's most talked-about AI company, tasked with humanity's AGI dreams—is it a divine experience or a grueling "hell"? He painted a picture of a "bottom-up" culture, largely driven by **Slack** channels (traditional emails? practically non-existent!), featuring lightning-fast strategic shifts, and an extreme emphasis on "doing first, talking later." In this kind of environment, teams could successfully drop the world-changing **Codex** in just **7 weeks** thanks to extreme sprints, literally working until the early hours every single day. This unique cultural vibe, which is pretty reminiscent of early, hacker-spirited **Meta**, is totally permeated by a "bias for action" and a kind of "organized chaos." This article gives us a peek into how the AGI dream is fueled: it's all about that astonishing, world-shaking creativity bursting forth from such a high-intensity, high-liquidity "pressure cooker." 🔥
<br/>![AI News: OpenAI Work Culture](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0hwbba78f67a7qmn3fa4gx09.avif)<br/>
3. The double-edged sword of AI is becoming increasingly obvious, sounding a serious alarm for all of us. **LameHug**, the first publicly documented **AI malware**, has officially emerged. Its nasty business, specifically targeting **Windows** operating systems for **data theft**. The sneakiest part? This malware cleverly leverages Alibaba's open-source **Qwen** large model to dynamically generate attack commands, acting like a "digital thief" that can think independently and constantly evolve! 👾 Currently, it mainly spreads through phishing emails. Its appearance marks the official entry of cyberattacks into the "intelligent" era, posing a tough challenge for all users and businesses: your future adversary might no longer be simple static code, but an AI capable of learning and adapting. Yikes!
### Open Source TOP Projects
<br/>![AI News: AI Malware Warning](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0f8fecef3cbrky9aa7avpz8.avif)<br/>
1. **remote-jobs** (32.6k Stars) - Are you sick of the 9-to-5 office grind and dreaming of a digital nomad life, working while traveling? Well, this detailed [Remote Work-Friendly Companies List - AI News](https://github.com/remoteintech/remote-jobs) is your first step on the "escape plan" to freedom! It's not just a bunch of links; it's a snapshot of the rising global remote work culture, meticulously curating top-notch companies that truly embrace the distributed team philosophy. Say goodbye to packed commutes and hello to a more flexible way of working start by bookmarking this treasure trove! ✈️
### Top Open Source Projects
2. **shadPS4** (24.4k Stars) - Missing those epic, hot-blooded gaming sessions on your **PlayStation 4**? Good news! There's a meticulously crafted [PS4 Emulator - AI News](https://github.com/shadps4-emu/shadPS4) built in C++ that lets your PC relive those unforgettable classic gaming memories. Developing a fully functional game console emulator is a huge technical challenge, requiring a deep understanding of hardware fundamentals and a delicate replication of the software layer. This project isn't just a paradise for tech enthusiasts; it's also a vital vehicle for preserving and passing on gaming culture in the digital age. 🎮
1. **Facebook Research's** star open-source project, [AI News: segment-anything](https://github.com/facebookresearch/segment-anything), has racked up over **51,000 Stars** on GitHub—talk about red hot! It's like the "Swiss Army knife" of image processing, super powerful and versatile. With a simple interaction, you can "one-click cut out" any object you want from any picture. The core strength of this general image segmentation tool lies in its mind-blowing generalization ability, handling almost all types of images and objects. It lays down a solid and robust foundation for countless downstream computer vision tasks, making it a must-have tool for any AI vision developer. 🔪
3. **pytorch-deep-learning** (14.6k Stars) - In the age of AI, mastering deep learning frameworks is a must-have skill. This project is your free **PyTorch** deep learning crash course, offering a [Complete Learning Resources - AI News](https://github.com/mrdbourke/pytorch-deep-learning) package that takes you from absolute beginner to domain master. It includes detailed tutorials, practical code, and clear theoretical explanations, simplifying complex concepts. Instead of getting lost in a sea of information, follow this structured learning path to systematically build your AI knowledge fortress and supercharge your career. 🚀
2. That head-scratching "hallucination" problem with AI models—is there finally a more reliable fix? **DocsGPT** is a killer open-source tool with **16,000 Stars**, dedicated to dishing out accurate, reliable, and absolutely no-bull answers from your personal or corporate knowledge base. The main highlight of this tool is its ability to perform completely private local information retrieval, ensuring data security. Plus, its got an advanced agent system built right in, making it a tailor-made "personal fact-checker" and "never-lie expert consultant" for businesses and individuals alike. [Project Address - AI News](https://github.com/arc53/DocsGPT). 🕵️‍♀️
4. **mediamtx** (15.2k Stars) - The complexity of streaming media processing often gives developers headaches in fields like live streaming, video conferencing, and security monitoring. But **mediamtx** is a plug-and-play [Streaming Media Swiss Army Knife - AI News](https://github.com/bluenviron/mediamtx) that lets you easily handle a dazzling array of audio and video protocols like SRT, WebRTC, and RTSP, just like building with LEGOs. It encapsulates complex underlying technologies into simple, easy-to-use interfaces, greatly lowering the barrier for developers to build real-time audio and video applications. It's truly a streaming media development accelerator! 🚀
3. Hot on the heels of OpenAI Agent's bombshell release, an open-source project named **open_deep_research** has rapidly shot up in the community, snagging nearly **5,000 Stars** in no time! Even though there isn't a ton of descriptive info about the project right now, its name clearly hints at its ambitious goal: building an open-source framework for deep research and information synthesis. This project aims to level up AI from a simple Q&A machine into a powerful assistant capable of independently conducting complex research. You could say it's the open-source community's strong response to proprietary, closed-source products. If you're a developer curious about what's next, [Follow its Subsequent Progress - AI News](https://github.com/langchain-ai/open_deep_research). 🚀
5. **bknd** (2.4k Stars) - Tired of being "kidnapped" by major cloud service providers like **Firebase/Supabase**? Craving complete control over your backend services and data? **bknd** offers you a lightweight, self-deployable perfect alternative, letting your backend [Travel Light - AI News](https://github.com/bknd-io/bknd). It represents a return-to-basics development philosophy, emphasizing data sovereignty and flexibility, allowing you to deploy your services anywhere, break free from vendor lock-in, and truly achieve technical freedom.
### Social Media Shares
1. Industry expert **Baoyu** [pointed out incisively](https://x.com/dotey/status/1945964840498930152) on his X platform that **OpenAI's** latest **ChatGPT Agent** isn't just a single tech breakthrough; it's more like a "three-in-one" super Frankenstein. It cleverly merges three cutting-edge capabilities previously developed independently by the company: **Operator** (for web operations), **Deep Research** (for in-depth research), and **Codex** (for terminal execution). It then makes them work together seamlessly in a secure virtual machine environment to tackle complex tasks. Baoyu shrewdly commented that this smart move basically took scattered "special forces" capabilities and successfully forged them into a "combined arms brigade" with explosive combat power. 🤯
1. **OpenAI** recently performed an absolute masterclass in expectation management on social media, cleverly warming up the eagerly anticipated **GPT-5**. Through official channels, they [AI News Flash: Clear Statement](https://x.com/OpenAI/status/1946594933470900631) that while **GPT-5**'s release is on the agenda, the model that dazzled the world and shone in the International Mathematical Olympiad was actually a standalone experimental version using future technology that isn't widely available yet. What's even more crucial is their emphasis that its extraordinary capabilities at that level won't be released to the public for several months. This whole spiel is a textbook example of PR: it unabashedly shows off their unfathomable research depth while successfully whetting everyone's appetite to the max, hinting that the real ace (**GPT-5**) is still coming. Stay tuned! 😉
2. Jike user "**Guizang**" [expressed the view that](https://m.okjike.com/originalPosts/6879a261765c7f98f8682043), while OpenAI's Agent grabbed massive attention, **DecartAI's** real-time video model **MirageLSD** might just be the true showstopper from last night! 🤯 This model can perform real-time style transfers on camera-captured footage with an astonishingly low latency of just 40 milliseconds and supports infinite processing duration. For live streaming, video conferencing, and content creation, this is undeniably black magic. Behind this are major breakthroughs in cutting-edge technologies like Diffusion Forcing and History Augmentation, successfully turning AI real-time video generation from a distant "future promise" into an accessible "present reality."
2. A mysterious new model named "**o3-alpha**" recently [Suddenly Appeared - AI News](https://x.com/op7418/status/1946585176920002897) on the **Web Arena** benchmark platform, and its powerful frontend code generation capabilities nearly blew everyone away, shaking the entire developer community. Demo videos circulating online show this model seamlessly generating a fully functional and highly customizable SVG application "in one go," with an unprecedented level of code completeness and logical coherence. Tech bigwigs in the community are speculating that this could very well be another massive leap for **OpenAI** in code generation, perhaps even an accidental "tech leak" of the terrifying programming prowess of future **GPT-5**. 😮
<br/><video src="https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0hwbqr3eh6agxtzrh94y4v5.mp4" controls="controls" width="100%"></video><br/>
<br/>
<video src="https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0f8fmbjexs8fvpwere07mqg.mp4" controls="controls" width="100%"></video>
3. Heads up, AI developers! "**Prompt engineering**" might already be an outdated concept; the real future belongs to the era of "**context engineering**." This profound idea is rapidly spreading throughout the global developer community and has been endorsed by industry bigwigs like Shopify CEO and Andrej Karpathy. As multiple [AI News: In-Depth Article](https://baoyu.io/translations/context-engineering-prompt-engineering-by-addy) and [Practical Summary - AI News](https://m.okjike.com/originalPosts/687aeaec7ee613ba5a60ddd2) pieces reveal, building a reliable, stable AI application is no longer about conjuring a single, exquisitely clever "magic spell" (i.e., a prompt). The more critical work involves meticulously constructing a complete, rich information environment (**context**) for the AI, much like an operating system efficiently loads necessary data for the CPU. This invaluable art, described as "worth tens of millions in tuition," requires developers to transform from "alchemists" into "architects," systematically providing AI with code, documentation, examples, and tools. This isn't just a shift in mindset; it's the only path to robust AI agents. 🏗️
<br/>![AI News: AI Context Engineering](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/images/2025/07/news_01k0hwbwbmfbjr02fphpagpdv6.avif)<br/>
3. A Reddit user [shared](https://www.reddit.com/r/artificial/comments/1m2z0rw/chatgpt_just_explained_human_programming_to_meand/) an incredibly profound conversation they had with **ChatGPT**, delving into the philosophical question of why humans possess "programs" at a subconscious level. During the chat, ChatGPT offered a brilliant analogy, likening these subconscious behavior patterns to "survival code" rooted in our childhood experiences. It suggested that the meaning of life and growth lies in consciously recognizing these old programs and actively learning how to "rewrite the code." This truly insightful dialogue makes you marvel: AI can not only write computer code but also inspire you to understand your own "life code," truly a "Cyber Zen Master." 🙏
4. **orange.ai** [posted](https://x.com/oran_ge/status/1946196322211819831) on X that, according to the latest stats, the number of self-media creators in China has busted through the 100 million mark! This massive figure is even close to surpassing the traditional white-collar class. This social phenomenon sparks a really deep thought: when content creation has morphed into a mainstream "production" method, have our traditional definitions of "factories" and "**workers**" become totally obsolete? Perhaps, for the new generation of laborers, the vast cyberspace is their fresh assembly line, and keyboards and mice are their modern tools. 📈
5. Hey AI product developers, listen up! Senior observer **Guizang (guizang.ai)** [posed a soul-searching question](https://x.com/op7418/status/1946222803432374538) that cuts right to the chase of many current AI applications' pain points. He asked: If your **AI product** or **Agent**, after using the same underlying model and meticulously crafted prompts, still can't reliably replicate a function that a general chat tool can easily achieve, then what exactly is the core value of your standalone product? This isn't just a sharp question; it's a "product value litmus test" that all practitioners should deeply reflect on, helping us get back to basics and ponder the true essence of innovation. 💡
4. This [Sharp Question - AI News](https://x.com/Yangyixxxx/status/1946440743314395151) cuts straight to the core, highlighting the common pain points and development dilemmas in the current **AI Agent** field: when resources and time are super limited in the early stages of a startup, would you pour all your energy into developing a "flashy, pretty girl who can't do anything" or a "plain-looking but diligent old lady who consistently delivers value"? It has sparked profound industry-wide introspection: are we chasing after "AI eye candy" 💅 that can easily snag venture capital through cool demo videos, or are we down-to-earth, creating "AI doers" 💪 that genuinely solve real user problems and create business value? Behind this question lies a tough choice between technical ideals, commercial realities, and industry bubbles, a critical crossroads determining whether a project ultimately leads to greatness or nothingness.
---
## Listen to the Audio Version of AI Daily Briefing
## **Listen to the Voice Version of AI Daily**
| 🎙️ **Xiaoyuzhou** | 📹 **Douyin** |
| --- | --- |
| [Afterlife Speakeasy](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG)|
| ![Speakeasy](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/logo/f959f7984e9163fc50d3941d79a7f262.md.png) | ![Intelligence Station](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/logo/7fc30805eeb831e1e2baa3a240683ca3.md.png) |
| [Reborn Pub](https://www.xiaoyuzhoufm.com/podcast/683c62b7c1ca9cf575a5030e) | [Self-Media Account](https://www.douyin.com/user/MS4wLjABAAAAwpwqPQlu38sO38VyWgw9ZjDEnN4bMR5j8x111UxpseHR9DpB6-CveI5KRXOWuFwG)|
| ![Pub](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/logo/f959f7984e9163fc50d3941d79a7f262.md.png) | ![Intelligence Station](https://cdn.jsdmirror.com/gh/justlovemaki/imagehub@main/logo/7fc30805eeb831e1e2baa3a240683ca3.md.png) |

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@@ -4,22 +4,23 @@ type: about
sidebar:
exclude: true
---
#### Hey there 👋 何夕2077 / justlovemaki
#### Hey there! 👋 Hexi 2077 / justlovemaki
> After a decade of coding, things felt a bit... chill. But then, BOOM! 💥 Heard the AI thunder, and now I'm ready to throw down in the cloud arena!
> A decade of code, fingers chilling, frustrations simmering within.
> But then, the roar of AI, a storm brewing, and a vow to fight for a place in the clouds!
#### 🚀 My Code Philosophy
#### My Code Philosophy ❤️
> I believe technology is here to serve the people. 🧑‍💻
> Technology? It's all about serving the people!
#### My Standout Projects
#### My Top Projects 🌟
* **[Open Source Contribution/CloudFlare-AI-Image](https://github.com/justlovemaki/CloudFlare-AI-Image)**:
* This AI image generation script is built on Cloudflare Workers. It's pretty neat!
* **[Open Source Contribution/CloudFlare-AI-Insight-Daily](https://github.com/justlovemaki/CloudFlare-AI-Insight-Daily)**:
* This content aggregation and generation platform, powered by Cloudflare Workers, snags the freshest AI updates daily for you! We're talking industry news, popular open-source projects, cutting-edge academic papers, and even what big tech personalities are tweeting. Seriously, it's a treasure trove! 🧠
* Wanna peek at more projects? My [GitHub](https://github.com/justlovemaki) has all the deets! 🤩
* **[Open Source Contribution / CloudFlare-AI-Image](https://github.com/justlovemaki/CloudFlare-AI-Image)**:
* An AI image generation script that runs on Cloudflare Workers.
* **[Open Source Contribution / CloudFlare-AI-Insight-Daily](https://github.com/justlovemaki/CloudFlare-AI-Insight-Daily)**:
* This content aggregation and generation platform? It's powered by Cloudflare Workers! It hooks you up daily with the freshest AI insights, from industry buzz and hot open-source projects to groundbreaking research and what tech bigwigs are really saying on social media.
* Wanna dive deeper? My [GitHub](https://github.com/justlovemaki) has all the juicy project deets!
#### 🌱 What I'm Diving Into
#### What I'm Diving Into Now 🌱
I'm totally geeked out about LLM applications and website SEO right now. Seriously, I'm deep-diving into learning and hands-on practice! 🚀
Right now, I'm super into LLM applications and website SEO, actively learning and getting my hands dirty!

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@@ -6,7 +6,9 @@ sidebar:
---
# Get in Touch
I'd absolutely love to hear your thoughts and suggestions! If you've got any questions, ideas for collaboration, or just need a hand, feel free to hit me up using the deets below. I promise to get back to your emails ASAP.
I'm always stoked to hear your thoughts and suggestions! Whether you've got questions, collaboration ideas, or need some support, go ahead and hit me up through the channels below.
I promise to get back to your emails as quickly as humanly possible.
---
@@ -15,11 +17,11 @@ I'd absolutely love to hear your thoughts and suggestions! If you've got any que
* **Email:**
* [justlikemaki@qq.com](mailto:justlikemaki@qq.com)
* **Personal WeChat:**
* **WeChat:**
* {{< cards >}}
{{< card link="https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/refs/heads/main/docs/images/wechat.png" title="Personal WeChat" subtitle="Feel free to connect with me!" image="https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/refs/heads/main/docs/images/wechat.png">}}
{{< card link="https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/refs/heads/main/docs/images/wechat.png" title="My Personal WeChat" subtitle="Feel free to connect and chat!" image="https://raw.githubusercontent.com/justlovemaki/CloudFlare-AI-Insight-Daily/refs/heads/main/docs/images/wechat.png">}}
{{< /cards >}}
* **Office Hours:**
* Monday to Friday, 9:00 AM - 6:00 PM (GMT+8)
* (Weekends and public holidays off)
* (Closed on weekends and public holidays) 😴

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@@ -10,39 +10,39 @@ sidebar:
---
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@@ -51,7 +51,7 @@ For the purposes of this Privacy Policy:
### Types of Data Collected
#### Personal Data
When using our Service, We may ask You to provide certain personally identifiable information that can be used to contact or identify You. Personally identifiable information may include, but is not limited to:
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:
- Email address
- Usage Data
@@ -59,19 +59,19 @@ When using our Service, We may ask You to provide certain personally identifiabl
#### Usage Data
Usage Data is collected automatically when using 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.
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.
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 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.
We may also collect information that Your browser sends whenever You visit our Service or when You access the Service by or through a mobile device.
### Tracking Technologies and Cookies
We use Cookies and similar tracking technologies to 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:
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:
- **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 (e.g., recording the popularity of a certain section and verifying system and server integrity).
Cookies can be "Persistent" or "Session" Cookies. A Persistent Cookie remains on Your personal computer or mobile device when You go offline, while a Session Cookie is deleted as soon as You close Your web browser.
Cookies can be "Persistent" or "Session" Cookies. When You go offline, Persistent Cookies remain on Your personal computer or mobile device, while Session Cookies are deleted as soon as You close Your web browser.
We use both Session and Persistent Cookies for the purposes set out below:
@@ -88,62 +88,63 @@ We use both Session and Persistent Cookies for the purposes set out below:
- **Functionality Cookies**
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- **Administered by**: Us
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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.
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### Use of Your Personal Data
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- **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 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.
- **For other purposes**: We may use Your information for other purposes, such as data analysis, identifying usage trends, determining the effectiveness of our promotional campaigns and to evaluate and improve our Service, products, marketing and your experience.
We may share Your personal information in the following situations:
- **With Service Providers**: We may share Your personal information with Service Providers to monitor and analyze the use of our Service and to contact You.
- **For business transfers**: We may share or transfer Your personal information 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 Affiliates**: We may share Your information with Our Affiliates, in which case We will require those Affiliates to honor this Privacy Policy. Affiliates include Our parent company and any other subsidiaries, joint venture partners or other companies that We control or that are under common control with Us.
- **With business partners**: We may share Your information with Our business partners to offer You certain products, services or promotions.
- **With other users**: When You share personal information or otherwise interact in the public areas with other users, such information may be viewed by all users and may be publicly distributed outside.
- **With Your consent**: We may disclose Your personal information for any other purpose with Your consent.
### Retention of Your Personal Data
The Company will 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 retain Your Personal Data only for as long as is necessary for the purposes set out in this Privacy Policy. We will retain and use Your Personal Data to the extent necessary to comply with our legal obligations (for example, if we are required to retain your data to comply with applicable laws), resolve disputes, and enforce our legal agreements and policies.
The Company will also 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 retain Usage Data for internal analysis purposes. Usage Data is generally retained for a shorter period of time, unless this data is used to strengthen the security or to improve the functionality of Our Service, or We are legally obligated to retain this data for longer time periods.
### Transfer of Your Personal Data
Your information, including Personal Data, is processed at the Company's operating offices and in any other places where the parties involved in the processing are located. This means 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 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 than those from Your jurisdiction.
Your consent to this Privacy Policy followed by Your submission of such information represents Your agreement 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.
### Deleting Your Personal Data
### 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.
Our Service may give You the ability to delete certain information about You from within the Service.
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.
Please note, however, that We may need to retain certain information when We have a legal obligation or a lawful basis to do so.
However, please note that We may need to retain certain information when We have a legal obligation or a lawful basis to do so.
### Disclosure of Your Personal Data
#### Business Transactions
If the Company 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 is involved in a merger, acquisition or asset sale, Your Personal Data may be transferred. We will provide notice before Your Personal Data is transferred and becomes subject to a different Privacy Policy.
#### Law enforcement
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).
Under certain circumstances, the Company may be required to disclose Your Personal Data if required to do so by law or in response to valid requests by public authorities (e.g. a court or a government agency).
#### Other legal requirements
#### 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
@@ -156,17 +157,17 @@ The security of Your Personal Data is important to Us, but remember that no meth
## 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.
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 information and Your country requires parental consent, We may require Your parent's consent before We collect and use that information.
## 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.
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 no control over and assume no responsibility for the content, privacy policies or practices of any third-party sites or services.
## Changes to this Privacy Policy
We may update Our Privacy Policy from time to time. We will notify You of any changes by posting the new Privacy Policy on this page.
Before the change becomes effective, We will let You know via email and/or a prominent notice on Our Service, and update the "Last updated" date at the top of this Privacy Policy.
Before the changes become effective, We will let You know via email and/or a prominent notice on Our Service, and 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.

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@@ -10,44 +10,44 @@ sidebar:
---
Hey there! Welcome to our site (referred to as "**This Site**" or "**we/us**") 👋. Before you dive in and use our services, please take a moment to carefully read these Terms of Service. By accessing or using This Site, you're pretty much saying you agree to and accept these terms. Sweet!
Hey there! 👋 Welcome to this website (we'll call it "**the Site**" or "**us**" from now on). Before you dive in and use any of our services, you seriously need to read these Terms of Service. By accessing or using the Site, you're basically agreeing to these terms!
## 1. About Our Services
So, what's the deal with **This Site**? We're here to hook you up with paid subscription content and premium membership services. Think blog posts, exclusive resources, ebooks, and cool community interactions just to name a few! Heads up: some of this awesome content is only for our subscribed members. 😉
## 1. What We Offer
The Site offers paid subscription content and membership services. This includes awesome stuff like blog posts, exclusive resources, e-books, and community interaction, to name just a few! Heads up: some content is only accessible to our subscribed members. 😉
## 2. User Registration & Accounts
* To get started, **users** will need to 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 that happen under it. Seriously, **no transferring or sharing** your account that's a big no-no! 🙅‍♀️
* And just so you know, **we** have the right to **suspend or terminate** a user's account if they decide to break these terms. Play fair, folks!
## 2. Getting Your Account
- Users gotta 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 happen under it. **DO NOT** transfer or share your account with anyone. Seriously. 🚫
- The Site has the right to **suspend or terminate** your account if you breach these terms. Just sayin'. 🚨
## 3. Paid Subscription Services
* **Subscription services** are billed on a monthly/annual basis, with all fees clearly laid out on the checkout page. No surprises here!
* **All payments** are handled securely through third-party payment platforms (like Stripe, PayPal). Rest assured, **we** don't store any of your payment info ourselves. Your deets are safe! 🔒
* **Subscriptions** will **automatically renew** just a heads-up! So, if you wanna stop, make sure you cancel before your current billing cycle ends.
* Generally speaking, once **payments** are made, there are **no refunds**, unless the law says otherwise or it's specifically mentioned in a special promo. Just keep that in mind! 🤔
## 3. Your Subscription Stuff
- Subscription services are billed monthly or annually. We keep it transparent: the fees are clearly shown on the checkout page. 💰
- All payments are handled via third-party payment platforms (think Stripe or PayPal). Rest assured, the Site never stores your payment information. ✅
- Heads up! Your subscription will **automatically renew** unless you cancel it before your current billing cycle wraps up. ⏰
- Just a heads up: once payments are made, they're generally **non-refundable**, unless the law absolutely requires it or we say otherwise during a specific promo. 💸
## 4. Content Use & Intellectual Property
* **All original content** is **copyrighted by This Site**. Please, no copying, reprinting, or using it for commercial purposes without our permission. That's just how we roll! 🚫
* **Users** only get a **non-exclusive, non-transferable access right** to our stuff, strictly for personal learning and reading. Keep it personal, folks!
* If you're thinking about **commercial use or quoting extensively**, hit us up first to get authorization. We're usually pretty chill, but gotta ask! 😉
## 4. Using Our Content & Who Owns What
- All original content is **copyrighted by the Site**. Big deal here: you can't copy, reproduce, or use it for commercial purposes without our explicit permission. That's a definite no-go! 🚫
- Users only get a **non-exclusive, non-transferable access right** to the content, strictly for personal learning and reading. So, it's for your eyes only! 😉
- If you're looking to use our content for commercial purposes or quote extensively, please hit us up to get authorization. We're here to chat! 🙏
## 5. User Conduct Guidelines
* **It's a big no-no** to upload, post, or spread any content that's illegal, harassing, false, offensive, or infringes on anyone else's rights. Let's keep the vibes positive!
* And hey, **bulk downloading, scraping, or cracking our member content** using technical means is also **strictly forbidden**. Don't even try it! 🚫
* **We** have the right to remove any inappropriate content and will definitely **ban users who break the rules**. Seriously, don't test us! 🙅‍♂️
## 5. How to Behave Here
- It's **strictly forbidden** to upload, post, or spread any content that's illegal, harassing, false, offensive, or infringes on anyone else's rights. Seriously, play nice! 😠
- You are **forbidden** from using any technical means to bulk download, scrape, or crack our member content. Seriously, don't even try it! 🙅‍♀️
- The Site has the right to remove inappropriate content and **ban users** who break these rules. Consider yourself warned! 🚨
## 6. Service Changes & Interruptions
* **We** totally reserve the right to change, suspend, or even terminate parts or all of our services at any time, without giving you a heads-up. Just wanted to put that out there!
* If our content becomes temporarily unavailable due to things like 'acts of God' (force majeure), server hiccups, or third-party service outages, **This Site will not be liable for any compensation**. Bummer, we know, but sometimes things are just out of our hands. 🤷‍♀️
## 6. Heads Up: Service Changes
- We reserve the right to change, suspend, or terminate any part or all of our services at any time, without prior notice. So, heads up: things might change! 🤷‍♀️
- The Site is **not liable for compensation** if content becomes temporarily unavailable due to force majeure, server failures, or third-party service interruptions. Some things are just beyond our control, you know? 💨
## 7. Disclaimer
* Heads up: **the info This Site provides** is just for general reference. It absolutely **does not constitute** any professional advice (like financial, legal, medical, etc.). Don't make big decisions based just on us, okay? 😉
* And **we** are absolutely **not responsible** for any direct or indirect losses you might rack up from using This Site's content or services. Use your best judgment, always! 🙏
## 7. Our Disclaimer Read This!
- The information provided by the Site is for reference only and **does NOT constitute** any professional advice (like financial, legal, or medical). Seriously, don't take it as gospel! 🚫
- The Site is **not responsible** for any direct or indirect losses you might incur from using our content or services. Just keeping it real! 😬
## 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 any conflict of law principles. So, California rules!
* Should **any disputes** pop up relating to or arising from these terms, both parties should totally try to sort it out amicably first. If that doesn't work out, you agree to submit to the jurisdiction of the competent courts located in Santa Clara County, California. Basically, if things get litigious, it's a California thing. ⚖️
## 8. The Legal Stuff
- These Terms of Service are governed by, and interpreted in accordance with, the laws of the State of California, USA. We're not messing with conflict of law principles here; California law rules the roost! ⚖️
- Any disputes arising from or related to these terms should first be resolved by friendly negotiation between us. If we can't sort it out, you agree to submit to the jurisdiction of the competent courts located in Santa Clara County, California. So, let's talk first, but if not, it's Cali courts! 🧑‍⚖️
## 9. Contact Us
* Got **any questions** about these terms? Feel free to hit us up via the contact info below! We're here to help. 👋
* 📧 For **email**, you can reach us at: [justlikemaki@qq.com](mailto:justlikemaki@qq.com)
## 9. How to Reach Us
- Got any questions about these terms? Feel free to hit us up using the info below: 👇
- 📧 **Email**: [justlikemaki@qq.com](mailto:justlikemaki@qq.com)