Rob Leathern and Rob Goldman, former Meta employees, are taking a stand against the surge of scam ads on social media by launching a new nonprofit. This initiative aims to enhance transparency in a digital landscape that has become increasingly murky with deceptive practices. Their efforts are crucial as they seek to protect users and restore trust in social media platforms, making it a safer space for everyone.

A new framework called PromptMeta has been introduced to enhance few-shot relational learning in knowledge graphs. This innovative approach integrates meta-semantics with relational information, addressing a significant gap in current methods that often overlook the rich semantics of knowledge graphs. By improving the way machines learn from limited examples, PromptMeta could lead to more effective reasoning and understanding in artificial intelligence applications, making it a noteworthy advancement in the field.

Bumble has reported a disappointing third quarter, with revenue dropping 10% year-over-year to $246.2 million and a 16% decline in total paying users, now at 3.6 million. The company also forecasts fourth-quarter revenue to fall below market estimates, leading to a significant drop in its stock price by over 15% in after-hours trading. This news is concerning for investors and highlights the challenges Bumble faces in a competitive dating app market.

The Motion Picture Association (MPA) has urged Meta to cease using the term 'PG-13' for its new moderation policy on Instagram Teen Accounts, arguing that it misrepresents the seriousness of content moderation. This matters because it highlights the ongoing tension between social media platforms and regulatory bodies over how to protect younger users while allowing freedom of expression. The MPA's stance reflects broader concerns about the impact of content ratings on youth engagement and safety online.

Lyft has reported a strong Q3 revenue of $1.69 billion, marking a 10.7% increase year-over-year, although slightly below estimates. The adjusted EBITDA came in at $138.9 million, just shy of the $140 million forecast. Despite this, Lyft is optimistic about the upcoming quarter, predicting gross bookings will exceed expectations. This positive outlook is significant as it reflects the company's resilience and potential for growth in a competitive market, especially as the holiday season approaches.

The surge in investments by tech giants like Microsoft, Alphabet, Meta, and Amazon into data centers is reshaping the US economy. This boom in AI infrastructure is not just a trend; it's becoming a crucial engine for economic growth, highlighting the increasing importance of technology in our daily lives and the job market.

The Motion Picture Association has issued a cease and desist order to Meta, demanding that the company stop using the PG-13 rating in its content. This move highlights ongoing tensions between traditional media organizations and tech companies over intellectual property rights. The outcome of this dispute could set important precedents for how digital platforms handle copyrighted material and ratings, impacting both creators and consumers.

The Motion Picture Association (MPA) has urged Meta to cease labeling accounts for teenagers as PG-13, arguing that this classification is misleading and does not accurately reflect the content available to young users. This matters because it raises concerns about the safety and appropriateness of online environments for teens, highlighting the ongoing debate over how social media platforms manage age-related content.