(Amazon)

Previously, companies like OpenAI have entered into individual licensing agreements with media organizations such as the Associated Press and News Corp, but these have not fully resolved legal risks. Numerous lawsuits regarding the use of copyrighted materials in AI models are still ongoing. Meanwhile, AI-powered summary features in search engines like Google have raised concerns among media publishers about declining website traffic.

The establishment of a licensing marketplace is seen as a viable solution to these challenges. If implemented, such a centralized platform could offer the AI industry a clearer and more sustainable pathway to accessing content while helping publishers explore new business models in the age of artificial intelligence. However, the specific operational mechanisms and market response remain to be seen.

Roger Luo said:This move transforms the copyright game into a market mechanism, which is expected to build a clearer AI data ecosystem. However, core issues such as pricing power and ownership definition still need to be resolved, and the actual effectiveness depends on the depth of multi-party cooperation.

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(Using Facebook to Research Competitor Keywords and Content Gaps)

Facebook shows what content gets attention. By watching competitor pages, businesses can see which posts get likes, shares, or comments. These reactions often reveal what words or topics connect with customers. That information is useful for planning future content.

Users also leave comments and questions on posts. These messages can point to what people want to know more about. If a competitor is not answering those questions, it creates a gap. Other businesses can step in and fill that space with helpful posts or ads.

The platform’s search feature adds another layer of insight. Typing in a keyword shows related groups, pages, and public discussions. This gives a clear view of how people talk about certain products or services. It also shows which terms show up most often in real conversations.

Even basic profile details matter. Competitor bios, post captions, and ad copy often include repeated phrases. These phrases can be strong signals about what language works best in that market. Copying the strategy is not the goal. Instead, companies learn what resonates and adjust their own messaging.

(Using Facebook to Research Competitor Keywords and Content Gaps)

This approach works because it uses real-time, public data. There is no guesswork. Businesses see actual behavior and respond with content that meets real needs. Facebook becomes a window into customer interests and competitor actions at the same time.

(Andrey Rudakov/Bloomberg / Getty Images)

XAI launched Grokipedia in October last year, after Musk repeatedly criticized Wikipedia for bias against conservatives. The media then found that although many entries seemed to be copied directly from Wikipedia, Grokimedia also claimed that pornographic content aggravated the AIDS crisis, provided an “ideological defense” for slavery, and used derogatory expressions against cross gender groups.

For an encyclopedia derived from a chatbot that once claimed to be a “mechanical Hitler” and was used to spread deepfake pornographic content on the X platform, these contents may not be surprising. However, its information seems to be gradually spreading beyond Musk’s ecosystem – The Guardian reported that GPT-5.2 cited content from Grokipedia nine times in response to over ten different questions.

The Guardian pointed out that ChatGPT did not cite the source when asked about topics on which the false information of Grokimedia has been widely reported, such as the riots on Capitol Hill on January 6 or the AIDS epidemic. On the contrary, citations appear on more obscure topics, including statements about historian Richard Evans that The Guardian has previously clarified. Anthropic’s Claude model also referenced Grokipedia when answering certain questions. ）

A spokesperson for OpenAI told The Guardian that the company is committed to obtaining information from a wide range of publicly available sources and diverse perspectives.

Roger Luo said:This incident exposes a critical flaw in generative AI’s cross-system information integration: the absence of an effective fact-prioritization mechanism and a traceability verification framework. When algorithms indiscriminately absorb ideologically biased data sources, they not only distort the neutrality of knowledge dissemination but also risk systematically polluting the foundation of public understanding.

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(Platform Algorithm Update: This Type Of Vertical Content Has Been Favored Recently)

A major social platform announced changes to its algorithm this week. The update specifically favors vertical content. This includes short videos, image carousels, and mobile-first visual posts. The shift aims to align with user behavior trends. Data shows audiences increasingly prefer quick, immersive content.

Vertical formats now receive higher priority in user feeds. The platform’s research team noted a 40% rise in engagement for vertical posts over the past six months. Shorter attention spans and mobile usage patterns drove the decision. Content that fills the screen fully earns better visibility. Creators using vertical styles report faster follower growth.

The update affects all content categories. Entertainment, education, and product reviews see the strongest impact. Tutorials using step-by-step visuals or 60-second clips perform particularly well. Users spend 30% longer on these posts compared to horizontal alternatives. The algorithm also rewards posts with clear takeaways.

Creators are advised to adapt their strategies. Vertical content requires minimal editing tools. Smartphone cameras and basic apps suffice. The platform plans to release new templates and editing features next month. These tools will simplify content creation for non-professionals.

Brands and marketers must adjust campaigns. Posts blending education and entertainment gain traction. User-generated content with authentic storytelling is prioritized. Overly polished or generic posts may see reduced reach. The algorithm now detects and promotes relatable, informal styles.

Industry experts link the update to broader digital trends. Mobile devices account for 80% of social media browsing. Vertical videos dominate platforms like TikTok and Instagram Reels. This move keeps the platform competitive. Users expect seamless, thumb-scrollable experiences.

The changes roll out globally over the next two weeks. Creators and businesses should monitor performance metrics. Early adopters report increased shares and comments. The platform emphasizes fairness. Content quality remains a key ranking factor.

(Platform Algorithm Update: This Type Of Vertical Content Has Been Favored Recently)

User feedback highlights appreciation for bite-sized information. Others express concerns about creative limitations. The platform assures flexibility. Horizontal content remains permissible but may require stronger hooks to retain attention. Updates will continue refining the balance between format and substance.