Researchers highlight the limitations of current large language models (LLMs) due to "catastrophic forgetting," where models overwrite learned information. To combat this, they propose Nested Learning, which treats models as interconnected optimization challenges. This approach allows for deeper computational structures, thereby enhancing knowledge retention. As the team noted, "Each internal problem has its own context," suggesting that this could lead to more efficient learning algorithms and advance AI towards continual learning capabilities.
Artificial intelligence, which has created a booming market and driven substantial growth in AI-related stocks, exemplified by huge pledges from companies like OpenAI, Softbank, Oracle, and Nvidia to fund AI infrastructure and advanced chip development. These massive investments have added trillions in market value and propelled the S&P 500's gains since late 2022. Despite this financial surge and hype, the source highlights a growing paradox: corporate adoption and usage of AI are declining as spending tightens and machine learning hype fails to translate into expected profits.
Senators Josh Hawley (R-Mo.) and Mark Warner (D-Va.) have introduced the bipartisan AI-Related Job Impacts Clarity Act, aiming to track AI's effect on employment. This legislation mandates companies to disclose job impacts related to AI—including layoffs and unfilled positions—quarterly to the Department of Labor. Hawley warns that AI could increase unemployment by 10-20% within five years, underscoring the urgency for transparent data to guide policy and workforce adaptation.
Meta AI Chief Alexandr Wang calls on today’s youth to embrace "vibe-coding," likening this moment to the early days of personal computing. During the TBPN podcast at Meta Connect 2025, Wang urges teens to dedicate thousands of hours to mastering AI tools, stating, "The people who grow up with these tools will have an immense advantage." His insights come as Meta restructures amidst significant AI investments, emphasizing the need for innovative thinkers in the evolving tech landscape.
Google has launched Private AI Compute, a cloud platform aimed at enhancing AI model performance while safeguarding user privacy. Users can access advanced capabilities using Google’s Gemini AI models without jeopardizing data control. Jay Yagnik, VP of AI Innovation, explained that the technology utilizes custom TPUs and encryption to ensure security. This innovation will enhance future devices like the Pixel 10, improving features such as contextual suggestions and real-time transcription.
Arm's introduction of Google Axion Arm AI instances marks a strategic push to enhance its architecture within the cloud-native landscape. Collaborating with CNCF projects like Harbor and OPA, Arm strengthens software supply chains while addressing enterprise needs for security and efficiency. Notably, AuthZed reports reduced latency and costs after migrating to Arm's infrastructure. This initiative accelerates the shift towards sustainable cloud solutions, empowering developers to manage AI workloads with improved agility and a diminished environmental impact.
The Danish government proposes a minimum age of 15 for social media usage to safeguard children’s mental health. Prime Minister Mette Frederiksen emphasized this during a recent parliamentary address, garnering support from various parties. The Digitalisation Ministry also announced a budget of 160 million kroner (€21.4 million; $24.8 million) for online safety initiatives. Parents can still grant access to children as young as 13, marking a crucial effort to foster healthier digital environments.
TikTok Lead Genie, an artificial intelligence chatbot designed to manage direct messages for businesses on the platform. This new TikTok Direct Message AI Chatbot aims to significantly boost conversion rates, noting that replying to customers quickly can more than double conversions, a task the 24/7 tool is built to handle. A case study featuring the early user DrHoat in Vietnam illustrates the tool's effectiveness, reporting dramatic savings in man-hours and Cost Per Lead, while generating substantial daily revenue.
OpenAI is exploring the development of consumer health products, including a generative AI-powered personal health assistant. This initiative is in response to the high demand for medical advice from ChatGPT, which attracts approximately 800 million weekly active users. Strategic hires, such as Nate Gross from Doximity and Ashley Alexander from Instagram, bolster this healthcare strategy. This move demonstrates OpenAI's ambition to diversify its offerings in a competitive industry.
Microsoft is developing new AI agents known as Agentic Users, designed to function as independent operators within enterprises. Set for a tentative rollout in November, these agents will be available in the Microsoft 365 Agent Store and Teams. Capable of handling tasks such as attending meetings and editing documents autonomously, these agents will also possess unique digital identities. Rich Gibbons, a Microsoft licensing expert, notes they will require a special A365 license, highlighting their innovative approach in workforce automation.