Edition for December 7, 2025

O Qwen3-TTS-Flash é um novo sistema de texto-para-fala que gera vozes naturais e expressivas em mais de 49 sons e 10 idiomas, incluindo 9 dialetos chineses. Projetado para criadores e desenvolvedores, oferece qualidade de estúdio sem a necessidade de contratação de profissionais.

• •• Qwen3-TTS-Flash é o novo modelo de texto-para-fala da Qwen.
• •• Gera vozes humanas realistas em 49+ sons e 10 idiomas.
• •• Inclui 9 dialetos chineses, ampliando sua acessibilidade.

Amanda Askell, a philosopher at Anthropic, shares insights on effective AI prompting, emphasizing clarity, experimentation, and philosophical thinking. She suggests treating AI as a new employee needing explicit instructions to achieve optimal results. This approach not only refines prompting techniques but also enhances understanding of AI interactions.

• •• Amanda Askell from Anthropic shares tips for effective AI prompting.
• •• Emphasizes the importance of clarity and experimentation in prompt engineering.
• •• Treat AI like a new employee needing explicit, precise instructions.

The rise of AI creators like Jeremy Carrasco, who gained 300,000 followers on TikTok and Instagram in just a few months, highlights a shift in the influencer economy. As generative AI discussions are often dominated by tech companies, these new creators aim to democratize AI literacy and provide diverse perspectives, potentially reshaping the influencer landscape.

• •• AI creators are emerging as significant influencers in social media.
• •• Jeremy Carrasco gained 300,000 followers quickly, focusing on AI literacy.
• •• The shift indicates a move away from tech company dominance in AI discussions.

The article discusses the challenges of identifying AI-generated content amidst human-created content, particularly on platforms like YouTube. With advancements in AI technologies such as ChatGPT, distinguishing between the two has become increasingly difficult, raising concerns about content authenticity and trustworthiness online.

• •• Identifying AI-generated content is increasingly challenging.
• •• Platforms like YouTube are affected by this issue.
• •• AI technologies like ChatGPT blur the lines of content creation.

O artigo discute a criação de agentes que aprendem com interações usando AutoGen, destacando a adaptação ao feedback do usuário. Isso é importante porque a maioria dos chatbots atuais são programas estáticos e não evoluem com as interações, limitando sua eficácia e experiência do usuário.

• •• Agentes que aprendem com feedback do usuário melhoram sua eficácia.
• •• AutoGen permite a adaptação em tempo real de chatbots.
• •• A maioria dos chatbots atuais não evolui com as interações.

Artificial intelligence is transforming decision-making in organizations, but it can also exacerbate existing blind spots if not guided by proper insights. Leaders must recognize that data without context can lead to false comfort and misalignment, ultimately risking competitive advantage. To mitigate these issues, a shift in perspective towards exploring unseen data and anomalies is essential.

• •• AI is prevalent in decision-making but can amplify blind spots.
• •• Data without context leads to false comfort and misalignment.
• •• Leaders often mistake AI outputs for reality, ignoring input limitations.

ChatGPT's new internet browser is revolutionizing how solopreneurs operate, enabling them to run 80% of a one-person business efficiently. This innovation is crucial for staying ahead in the competitive landscape, allowing individuals to leverage AI for productivity and strategic advantage.

• •• ChatGPT's new browser enhances productivity for solopreneurs.
• •• It enables efficient management of a one-person business.
• •• Solopreneurs can gain a competitive edge using AI tools.

Testing AI agents effectively is challenging. This article shares strategies learned through experience to ensure agents perform as expected, highlighting the importance of robust testing methodologies in AI development.

• •• Testing AI agents is a complex task that requires careful planning.
• •• The article shares practical strategies for effective testing.
• •• Real-world experiences inform the testing methodologies discussed.

Este artigo apresenta uma solução otimizada para calcular o enésimo número de Fibonacci em Python, utilizando um loop iterativo que opera em tempo O(n) e espaço O(1). Essa abordagem é ideal para aplicações reais e entrevistas, evitando os problemas de recursão e tabelas de memoização.

• •• Solução iterativa para calcular Fibonacci em O(n) tempo e O(1) espaço.
• •• Utiliza apenas duas variáveis para rastrear a sequência.
• •• Evita problemas de recursão e uso excessivo de memória.

Somalpreet Singh é um engenheiro de software que combina inteligência artificial e computação em nuvem para criar soluções escaláveis e eficientes. Ele desenvolveu chatbots AI para melhorar a experiência do usuário e otimizar operações na AWS. Seu trabalho é um exemplo de como a tecnologia pode impactar positivamente a automação e a interação com o cliente.

• •• Somalpreet Singh é um engenheiro de software focado em AI e cloud.
• •• Desenvolveu chatbots AI para automação de fluxos de trabalho na Paytm.
• •• Otimizou infraestrutura AWS com estratégias de economia de custos.

This week, Werner Vogels, CTO of Amazon, concluded his participation in AWS Re:Invent, emphasizing that the future of Artificial Intelligence belongs to 'Renaissance developers.' He highlighted the importance of multidisciplinary skills to innovate and stand out in the tech market.

• •• Werner Vogels, CTO of Amazon, delivered his final keynote at AWS Re:Invent.
• •• He emphasized the importance of 'Renaissance developers' in the future of AI.
• •• Multidisciplinarity is essential for innovation in the tech sector.

This article highlights five small AI coding models that developers can run locally, catering to those looking for private, fast, and affordable solutions. It emphasizes the importance of local execution for privacy and speed in AI development.

• •• Introduces five small AI coding models for local execution.
• •• Focuses on privacy, speed, and affordability in AI solutions.
• •• Targets vibe coders and developers seeking efficient tools.

The article discusses the challenges and strategies involved in converting AI/ML models from TensorFlow to PyTorch. This is important as many organizations seek to upgrade and optimize their legacy models to leverage the benefits of PyTorch, which is known for its dynamic computation graph and ease of use.

• •• Discusses the challenges of converting TensorFlow models to PyTorch.
• •• Highlights the benefits of using PyTorch for AI/ML applications.
• •• Provides strategies for upgrading legacy AI/ML models.

JavaScript completou 30 anos desde sua criação em 1995 por Brendan Eich. Originalmente chamado de Mocha, o JavaScript foi projetado para ser uma linguagem de script fácil de usar, permitindo a criação de aplicações online interativas. Sua evolução ao longo das décadas moldou a web moderna, tornando-se uma das linguagens mais populares e essenciais no desenvolvimento de software.

• •• JavaScript foi criado em 1995 por Brendan Eich em apenas dez dias.
• •• Originalmente chamado de Mocha, e depois LiveScript, foi renomeado para JavaScript.
• •• A linguagem foi anunciada oficialmente pela Netscape e Sun Microsystems.

With macOS 26, Apple introduces the Recovery Assistant, a built-in utility that automatically diagnoses and attempts to fix boot issues, enhancing the reliability of Mac devices in enterprise environments. This innovation is crucial for minimizing downtime and improving productivity for organizations relying on Apple technology.

• •• macOS 26 features the new Recovery Assistant for troubleshooting boot issues.
• •• Recovery Assistant automatically diagnoses problems without user intervention.
• •• Enhances reliability of Mac devices in enterprise settings.

O keynote de Peter DeSantis e Dave Brown na re:Invent 2025 destacou a infraestrutura da AWS, enfatizando pilares como segurança e agilidade. O Nitro System e os processadores Graviton foram apresentados como inovações fundamentais, com impactos reais em empresas como Adobe e Apple, que utilizam Swift em serviços em nuvem. A evolução do Lambda também foi discutida, introduzindo instâncias gerenciadas que combinam simplicidade e controle.

• •• O keynote focou na infraestrutura da AWS, não em anúncios de IA.
• •• Os cinco pilares da AWS permanecem: segurança, disponibilidade, elasticidade, custo e agilidade.
• •• Nitro é considerado o DNA da AWS, com investimentos significativos em tecnologia customizada.

Advent International has invested in Skyone, a Brazilian cloud software and services company, focusing on expansion and artificial intelligence product development. The $2 billion investment from the LAPEF VII fund aims to drive the company's commercial growth and technological innovation.

• •• Advent International invests $2 billion in Skyone.
• •• Skyone specializes in cloud software and services.
• •• The investment will focus on the company's commercial expansion.

No dia 5 de dezembro de 2025, a Cloudflare enfrentou uma interrupção significativa de tráfego que durou cerca de 25 minutos. O incidente, que não foi causado por um ataque, ocorreu devido a mudanças de configuração para mitigar uma vulnerabilidade recente que afetava os React Server Components.

• •• Cloudflare sofreu uma interrupção de tráfego em 5 de dezembro de 2025.
• •• O incidente começou às 8:47 UTC e durou aproximadamente 25 minutos.
• •• A causa não foi um ataque, mas mudanças de configuração.

Atualmente, as Redes de Distribuição de Conteúdo (CDNs) são essenciais para proteger aplicações web contra DDoS e filtrar bots agressivos. Elas utilizam DNS para direcionar clientes e encaminhar solicitações para o servidor real, sendo uma solução simples e econômica oferecida por várias empresas e provedores de nuvem.

• •• CDNs são fundamentais para proteção contra DDoS em aplicações web.
• •• Elas filtram bots agressivos, melhorando a segurança.
• •• O uso de DNS direciona clientes para a CDN antes do servidor real.

A Cloudflare oferece proteção contra uma nova vulnerabilidade de alto perfil para os Componentes de Servidor React: CVE-2025-55182. Todos os clientes do WAF estão automaticamente protegidos, desde que o WAF esteja implantado.

• •• Cloudflare protege contra a vulnerabilidade CVE-2025-55182 em React.
• •• A proteção é automática para todos os clientes do WAF.
• •• A vulnerabilidade é considerada de alto perfil.

The Azure Blog highlights recent updates in Azure networking focused on enhancing security, reliability, and high availability. These improvements are crucial as the cloud landscape rapidly evolves, particularly with the increasing demand for AI workloads, impacting how businesses manage their cloud infrastructure.

• •• Azure networking updates enhance security measures for cloud services.
• •• Improvements focus on reliability and high availability of services.
• •• The updates are driven by the growth of AI workloads in the cloud.

The article discusses scams that occur after Black Friday, highlighting sophisticated frauds that exploit return systems and automated customer service. These scams not only lead to financial losses for consumers but can also cause data breaches and damage to retailers' reputations. Security in reverse logistics is often overlooked, creating opportunities for scammers.

• •Post-Black Friday scams are a new concern for consumers.
• •Frauds use return systems and automated customer service to deceive.
• •Criminals exploit the good faith of consumers eager for their purchases.

This week's security news highlights concerns over Kohler's toilet cameras lacking proper end-to-end encryption. Additionally, the Trump administration refrains from imposing sanctions on the hacking activities of Salt Typhoon, while officials raise alarms about a new stealthy Chinese malware. These developments underscore ongoing vulnerabilities in consumer technology and international cybersecurity threats.

• •• Kohler's toilet cameras are not end-to-end encrypted, raising privacy concerns.
• •• The Trump administration has chosen not to sanction Salt Typhoon's hacking activities.
• •• Officials warn about a new stealthy Chinese malware specimen.

Lucas Hiroshi, 25, lost R$ 4,000 in a card swap scam while buying a R$ 3 water in São Paulo. The criminal distracted Lucas and swapped his card for an identical one, leading to unauthorized purchases. This case highlights the importance of staying vigilant in crowded places and how to protect against fraud.

• •• Lucas Hiroshi lost R$ 4,000 in a card swap scam.
• •• The scam occurred on a busy street in São Paulo during a holiday.
• •• The criminal distracted Lucas and swapped his card for an identical one.

The European Union has fined social network X €120 million for violating digital transparency rules. This is the first sanction under the Digital Services Act, which requires online platforms to combat illegal and harmful content, highlighting the increasing regulation of digital giants in Europe.

• •• European Union imposes a €120 million fine on social network X.
• •• Sanction is the first under the new Digital Services Act (DSA).
• •• Law requires greater transparency and combat against illegal content on platforms.

Submarine cables are essential for global communication but are at risk of sabotage, particularly in the Baltic Sea and the Pacific. Recent breakages raise suspicions about Russia and China potentially targeting this critical infrastructure. The global reliance on these cables makes their security an increasing concern for governments and businesses.

• •Submarine cables connect countries and are vital for global communication.
• •Recent breakages raise suspicions of sabotage by Russia and China.
• •Critical infrastructure may become a target in geopolitical conflicts.

A equipe de Pesquisa e Descoberta de Vulnerabilidades da Cisco Talos divulgou uma vulnerabilidade de leitura fora dos limites no PDF XChange Editor, além de dez vulnerabilidades nos produtos Socomec DIRIS Digiware M series e Easy Config. Todas as vulnerabilidades foram corrigidas pelos respectivos fornecedores.

• •• Vulnerabilidade de leitura fora dos limites no PDF XChange Editor.
• •• Dez vulnerabilidades nos produtos Socomec DIRIS Digiware M series e Easy Config.
• •• Correções já foram disponibilizadas pelos fornecedores.

The Central Bank excluded 33 institutions from the Pix system and suspended another seven due to security breaches, according to Executive Secretary Rogério Lucca. This measure aims to strengthen the security of the digital financial system and protect users from hacker attacks, reflecting the growing concern over cybersecurity in Brazil.

• •• Central Bank excluded 33 institutions from Pix due to security breaches.
• •• Seven institutions were provisionally suspended after hacker attacks.
• •• The measure aims to strengthen the security of the digital financial system.

iFood now allows users to request Uber rides directly through its app, enhancing the transportation experience without the need to switch apps. This partnership, initiated in 2025, is already available in several Brazilian cities and is set to expand to more locations in 2026.

• •• iFood allows users to request Uber rides without leaving the app.
• •• The feature is a result of a partnership initiated in 2025.
• •• Users can use the same payment methods as iFood.

The Nintendo Switch 2 console bundle is currently available at a $50 discount, making it a great holiday purchase. The bundle includes the popular game Mario Kart World, providing significant savings. This unexpected price drop is noteworthy, as it enhances the value of the console for consumers looking for gaming options this season.

• •• Nintendo Switch 2 bundle is discounted by $50, now $449.99.
• •• The bundle includes the game Mario Kart World, valued at $79.99.
• •• The deal is available at major retailers like Amazon, Walmart, and Best Buy.

SpaceX has filed a trademark application for 'Starlink Mobile,' aiming to expand its presence in the mobile telephony sector. This initiative could position the company as one of the world's most valuable startups by offering innovative connectivity services.

• •• SpaceX aims to become the world's most valuable startup.
• •• Trademark application for 'Starlink Mobile' was filed in the U.S.
• •• The new brand intends to enter the mobile telephony market.

In November, iFood achieved 180 million monthly orders, totaling R$ 15 billion in sales for partner merchants. This growth highlights the importance of the delivery sector and its impact on the digital economy.

• •iFood reached 180 million orders in November.
• •Sales volume reached R$ 15 billion for partners.
• •Significant growth in the delivery sector.

Netflix has announced the acquisition of Warner Bros for $83 billion, a deal that may receive regulatory approval by the third quarter of 2026. Rival Paramount Skydance is considering a hostile approach to acquire Warner, which could impact the competitive streaming landscape.

• •• Netflix plans to acquire Warner Bros for $83 billion.
• •• Regulatory approval may occur by the third quarter of 2026.
• •• Paramount Skydance is considering a hostile takeover of Warner Bros.

The partnership between Agora Consulta and iFood provides health services to 460 delivery workers in four months. The service is delivered in-person by nurses and includes referrals for telemedicine consultations, highlighting the importance of health for professionals working on delivery platforms.

• •Partnership between Agora Consulta and iFood serves app delivery workers.
• •460 delivery workers were served in four months.
• •Services are provided in-person by nurses.

A Apple anunciou que 13 novas marcas de veículos em breve suportarão chaves de carro no aplicativo Wallet. Essa atualização faz parte das novas funcionalidades do CarPlay no iOS 26, ampliando a conveniência para os usuários que desejam gerenciar suas chaves de carro digitalmente.

• •• 13 novas marcas de veículos suportarão chaves de carro no Apple Wallet.
• •• A atualização faz parte das novas funcionalidades do CarPlay no iOS 26.
• •• Facilita o gerenciamento digital das chaves de carro para os usuários.

This article discusses the Decision Tree Regressor as part of a Machine Learning Advent Calendar. It explains how decision trees function by visually identifying splits in data, utilizing Mean Squared Error (MSE) to determine the most effective splits. This approach provides insights into the growth of decision trees and the importance of the initial split in making predictions.

• •• Explores the Decision Tree Regressor in machine learning.
• •• Demonstrates how decision trees identify splits in datasets.
• •• Utilizes Mean Squared Error (MSE) for optimal split selection.

This article introduces the Gaussian Mixture Model (GMM) as an enhancement of k-Means, utilizing variances and Mahalanobis distance for better clustering. It explains the Expectation-Maximization algorithm and demonstrates GMM implementation in Excel, visualizing how clusters evolve during training. GMM offers a more flexible approach to modeling data structures.

• •• Introduces Gaussian Mixture Model (GMM) as an extension of k-Means.
• •• Utilizes variances and Mahalanobis distance for improved clustering.
• •• Explains Expectation-Maximization algorithm step by step.

This article explores insights gained from playing LinkedIn games for 500 days, focusing on experimentation, product thinking, and data science. It highlights the importance of understanding user engagement and the impact of game mechanics on product development and decision-making in a business context.

• •• Insights from 500 days of playing LinkedIn games.
• •• Emphasis on experimentation and product thinking.
• •• Importance of user engagement in game design.

This article provides a detailed walkthrough of the YOLOv1 architecture and its implementation in PyTorch. Understanding YOLOv1 is crucial for those interested in real-time object detection, as it revolutionized the field by enabling faster and more efficient processing of images.

• •• In-depth analysis of the YOLOv1 architecture.
• •• Step-by-step guide to implementing YOLOv1 in PyTorch.
• •• Highlights the significance of YOLOv1 in object detection.

Este artigo apresenta uma compilação de mais de 25 projetos resolvidos de Inteligência Artificial e Ciência de Dados, ideal para profissionais que desejam aprimorar seus portfólios e se destacar em entrevistas. A importância desses projetos reside na aplicação prática de conceitos teóricos, ajudando os leitores a entender melhor as áreas em crescimento.

• •• Apresenta mais de 25 projetos resolvidos em AI e Ciência de Dados.
• •• Ideal para profissionais que buscam melhorar seus portfólios.
• •• Ajuda a se destacar em entrevistas de emprego.

This article highlights five critical feature engineering mistakes that can derail machine learning projects. It emphasizes the importance of building production-ready features and provides insights into common pitfalls to avoid, ensuring that machine learning models perform effectively in real-world applications.

• •• Feature engineering is crucial for successful machine learning models.
• •• Common mistakes can severely impact project outcomes.
• •• The article provides a guide to building effective features.

Loyalty programs are essential for ecommerce businesses to enhance customer lifetime value (LTV) and trust. However, despite appearing effective on paper, these programs often fail to resonate with customers in practice, leading to a disconnect between expectations and actual experiences.

• •• Loyalty programs are crucial for increasing customer lifetime value (LTV).
• •• Many programs look effective on paper but fail in real-world application.
• •• There is often a gap between customer expectations and their actual experiences.

A customer registration app is essential for businesses looking to organize data, build strong relationships, and increase sales. It replaces spreadsheets and manual registrations, providing mobility, accuracy, and agility for sales teams.

• •Organizing customer data is crucial for business success.
• •Registration apps replace spreadsheets and manual records.
• •They offer mobility and accuracy in information.

Federal Reserve Chairman Jerome Powell indicated that the U.S. central bank is preparing for a possible interest rate cut. This decision is driven by the ongoing slowdown in inflation and could have a significant impact on the economy, affecting investments and the cost of credit.

• •• Jerome Powell signals interest rate cut in the U.S. this week.
• •• The decision is based on the slowdown in inflation.
• •• An interest rate cut could stimulate investments and consumption.

Usuários do ChatGPT expressaram preocupações sobre a presença de anúncios na plataforma, após a circulação de capturas de tela que mostravam supostas propagandas. No entanto, o chefe do ChatGPT, Nick Turley, afirmou que não há testes de anúncios em andamento e que as imagens podem ser falsas. A OpenAI está focada em uma nova funcionalidade de compras, não em publicidade tradicional.

• •• Usuários relatam ver anúncios no ChatGPT, gerando confusão.
• •• Nick Turley, da OpenAI, nega a presença de anúncios ao vivo na plataforma.
• •• Capturas de tela de anúncios circulam nas redes sociais, mas podem ser falsas.

Netflix's $82.7 billion acquisition of Warner Bros. is causing significant upheaval in Hollywood, with reactions ranging from panic to predictions of a major shift in theatrical filmmaking. This deal could redefine the entertainment landscape, impacting how films are produced and distributed.

• •• Netflix's acquisition of Warner Bros. is valued at $82.7 billion.
• •• The deal has triggered panic within Hollywood's film industry.
• •• Experts warn it could threaten the future of theatrical filmmaking.

Johny Srouji, SVP de tecnologias de hardware da Apple, está considerando seriamente deixar a empresa, segundo um relatório da Bloomberg. Ele é conhecido por liderar o desenvolvimento do Apple Silicon e, caso saia, pode se juntar a outra companhia, o que poderia impactar a estratégia de hardware da Apple.

• •• Johny Srouji é SVP de tecnologias de hardware da Apple.
• •• Ele liderou o desenvolvimento do Apple Silicon.
• •• Srouji está considerando deixar a Apple para outra empresa.

The article discusses the importance of understanding the data a company possesses before investing in Artificial Intelligence technology. Just like purchasing a smartphone, where features are evaluated, it is crucial to ask the right questions to ensure that the acquired technology delivers real value and meets the company's needs.

• •Data assessment is essential before investing in AI.
• •Comparing attributes helps understand the value of technology.
• •The right questions can determine success or failure.

The geopolitics of the luxury fashion market have shifted, with Chinese consumers showing a preference for local brands over traditional Western labels. This change, driven by economic slowdown in China, significantly impacts the fashion sector, challenging icons like Louis Vuitton and altering global consumption dynamics.

• •Chinese consumers are favoring local brands over Western labels.
• •The economic slowdown in China is affecting luxury consumption.
• •Paris, Milan, and New York are losing appeal to the Chinese market.

Netflix has transformed from a DVD rental service to a global entertainment powerhouse, continuously adapting to market changes. The recent acquisition of Warner Bros. exemplifies this strategy of innovation and diversification, highlighting the importance of business flexibility.

• •• Netflix started as a door-to-door DVD rental service.
• •• The company has adapted to market changes over the years.
• •• The acquisition of Warner Bros. marks a new phase in Netflix's strategy.

A Malibu home previously owned by Kanye West is being sold as a fractional real estate asset, allowing investors to buy memberships for access and equity. The owner plans to transform the property into a luxury community space similar to Soho House, raising the entry barrier to attract accredited investors while aiming for broader democratization of real estate in the future.

• •• A Malibu home once owned by Kanye West is now a fractional real estate asset.
• •• Investors can buy memberships for access and equity in luxury properties.
• •• The owner plans to create a community space akin to Soho House.

The article discusses digital geopolitics as a new battleground for Brazilian startups, where strategies for accessing and blocking information are more relevant than physical weapons. This dynamic directly impacts entrepreneurship and investments in the sector, requiring a new understanding of the digital game rules.

• •• Digital geopolitics redefines the competitive landscape for startups.
• •• Blocks and algorithms are the new weapons on the battlefield.
• •• Understanding digital rules is crucial for entrepreneurs.

The article discusses how the Brazilian government can boost startups through public procurement, which accounts for 12% of the national GDP. This strategy is still underutilized but can open significant opportunities for innovation and growth in the sector. Compared to the OECD's 15%, Brazil has a billion-dollar market to tap into.

• •The government can be a major client for innovative startups.
• •Public procurement represents 12% of Brazil's GDP, a billion-dollar market.
• •Comparison with the OECD, where public procurement accounts for 15% of GDP.

The advertising industry is undergoing a significant transformation following Omnicom's $13 billion acquisition of IPG, leading to substantial layoffs and the consolidation of major agency brands. However, independent agencies are thriving, with a 2.2% growth in the U.S. market from 2019 to 2024, as brands increasingly seek creative partnerships outside of traditional holding companies.

• •• Omnicom's acquisition of IPG marks the largest takeover in advertising history.
• •• The merger is expected to result in 4,000 layoffs by the end of the year.
• •• Major agency brands are disappearing as Omnicom consolidates operations.

Whatnot, a live shopping platform, is gaining traction in the U.S., inspired by its success in Asia. CEO Grant LaFontaine discusses how the platform replicates the in-store shopping experience online, engaging users with interactive livestreams. The startup is competing against established players like eBay and is influencing retail trends, particularly through its unique approach to experiential commerce.

• •• Whatnot is revolutionizing live shopping in the U.S., akin to QVC but online.
• •• The platform creates an engaging in-store experience through livestreams.
• •• Sellers on Whatnot can interact directly with customers, enhancing the shopping experience.