Edition for March 9, 2026

The article discusses the importance of implementing the circuit breaker pattern in AI agents to prevent failure amplification. By halting operations after a set number of failures and reporting issues, agents can provide more valuable insights instead of failing silently. This approach enhances reliability and allows for better error management in AI systems.

• •• Circuit breaker pattern helps prevent AI agents from amplifying failures.
• •• Agents should stop after a defined number of consecutive failures.
• •• Structured failure records should be logged for better context.

O autor, sem experiência em programação, criou um aplicativo chamado PickMyMovie em dois meses, utilizando uma ferramenta de IA que gera código a partir de descrições em inglês. O app visa resolver o problema da escolha de filmes, oferecendo recomendações personalizadas em vez de listas longas. Embora ainda em fase inicial, ele destaca a importância da distribuição e SEO para o sucesso do projeto.

• •• O autor não sabia programar, mas decidiu criar um aplicativo para recomendações de filmes.
• •• Usou a ferramenta Lovable, que gera código a partir de descrições em inglês.
• •• O aplicativo, PickMyMovie, oferece recomendações baseadas em humor e plataformas de streaming.

Three years of Stack Overflow data reveals a growing adoption of AI tools among developers, with 70% using or planning to use them by 2023. However, trust in AI's accuracy is declining, with only 43% trusting AI outputs in 2024 and concerns about security and privacy rising. This gap between adoption and trust highlights significant challenges in the integration of AI in development.

• •• 70% of developers are using or planning to use AI tools by 2023.
• •• Trust in AI's accuracy dropped to 43% in 2024.
• •• 87% of developers expressed concerns about AI output accuracy by 2025.

The Pro-Human Declaration, finalized before the Pentagon-Anthropic standoff, highlights the urgent need for a roadmap in AI development. This intersection of events underscores the importance of aligning AI advancements with human values and safety, making it crucial for stakeholders to engage in meaningful discussions about the future of AI.

• •• The Pro-Human Declaration emphasizes human-centric AI development.
• •• Recent events highlight the urgency of aligning AI with human values.
• •• Stakeholders are encouraged to engage in discussions about AI's future.

O artigo apresenta 10 maneiras práticas de como professores podem utilizar a Inteligência Artificial para melhorar o ensino. As sugestões incluem desde estimular reflexões mais profundas dos alunos até a criação de materiais visuais e atividades de aula mais envolventes. Essas abordagens visam facilitar o aprendizado e tornar o ensino mais dinâmico e inclusivo.

• •• Professores podem usar IA para estimular reflexões mais profundas dos alunos.
• •• A IA pode criticar e melhorar a clareza e inclusão de um syllabus.
• •• Ferramentas de IA ajudam a criar materiais visuais atraentes para os alunos.

O CEO da LangChain, Harrison Chase, discute a importância da engenharia de harnesses para modelos de IA, enfatizando que apenas melhorar os modelos não é suficiente para levá-los à produção. Ele argumenta que harnesses projetados para agentes de IA devem permitir maior autonomia e interação, possibilitando tarefas de longo prazo e melhor gerenciamento de contexto.

• •• Harrison Chase destaca a evolução necessária dos harnesses para modelos de IA.
• •• A engenharia de harnesses permite que agentes de IA operem de forma mais autônoma.
• •• Modelos precisam ser capazes de rodar em loops para serem eficazes em tarefas longas.

OpenAI has delayed the launch of its 'adult mode' for ChatGPT, originally expected in December, now pushed to Q1 2026. The company is prioritizing enhancements in intelligence, personality, and user experience over the adult mode. An age prediction tool has been rolled out, potentially linking to the upcoming feature.

• •• OpenAI delays ChatGPT's 'adult mode' launch to focus on higher priority features.
• •• The adult mode was initially set for release in December but now targets Q1 2026.
• •• Priorities include improvements in intelligence and user personalization.

O artigo discute a comparação entre o uso de 'Pattern Matching' e o 'Manual Casting' em C#. Ele destaca como o 'Pattern Matching' simplifica o código ao lidar com polimorfismo, tornando-o mais legível e menos propenso a erros, especialmente quando se trabalha com múltiplos tipos derivados em uma lista.

• •• O polimorfismo permite que um tipo base represente vários tipos derivados.
• •• O 'Manual Casting' requer verificação de tipo e conversão explícita, aumentando a complexidade do código.
• •• O 'Pattern Matching' simplifica a lógica de verificação de tipos, tornando o código mais limpo.

In just 20 days, the author developed five applications using a single boilerplate from buildsaas.dev. This approach simplifies the app development process by providing essential components for frontend, backend, and admin panel, allowing for easy scaling and management of applications. The article emphasizes the efficiency of using a standardized system for rapid development.

• •• Developed 5 apps in 20 days using buildsaas.dev boilerplate.
• •• Each app includes frontend, backend, and admin panel components.
• •• Focus on rapid development and scalability with a unified system.

Neste artigo, aprendemos a construir um componente de rolagem infinita reutilizável em React Native usando a biblioteca Zustic para consultas de API. O componente carrega dados página por página conforme o usuário rola, melhorando a experiência do usuário. Ao final, teremos um componente FlashList limpo e funcional que pode ser integrado a qualquer API.

• •• O artigo aborda a construção de um componente de rolagem infinita em React Native.
• •• Utiliza a biblioteca Zustic para gerenciar consultas de API de forma eficiente.
• •• O componente FlashList é reutilizável e funciona com qualquer API.

Pyright is a fast static type checker for Python that enhances the development workflow by providing quicker type checking compared to traditional tools like MyPy. It is designed to integrate seamlessly with editors, offering rapid feedback and improving code quality. This guide covers installation, configuration, and practical use cases for developers looking to optimize their Python coding experience.

• •• Pyright offers faster type checking for Python, enhancing developer productivity.
• •• It integrates smoothly with editors, providing real-time feedback on type errors.
• •• The tool is designed to be standards-based, ensuring compatibility with Python's typing system.

Eyot is a new programming language that treats the GPU as just another thread, simplifying parallel programming. This innovation is significant as it allows developers to leverage GPU capabilities without the complexity typically associated with GPU programming, potentially increasing performance and efficiency in applications.

• •• Eyot simplifies parallel programming by treating the GPU as a thread.
• •• It aims to reduce the complexity of GPU programming for developers.
• •• The language could enhance performance and efficiency in applications.

Important é uma extensão gratuita para VS Code que valida e corrige automaticamente as declarações de importação em Python, seguindo as diretrizes do Google e PEP 8. Com feedback em tempo real e correções automáticas, ela garante que os imports estejam organizados e em conformidade com as melhores práticas, facilitando o trabalho dos desenvolvedores.

• •• Extensão gratuita para VS Code que limpa imports em Python.
• •• Segue as diretrizes do Google Python Style Guide e PEP 8.
• •• Fornece feedback em tempo real e corrige automaticamente os erros.

O Google lançou o 'Always On Memory Agent', um agente de memória persistente de código aberto que não depende de bancos de dados vetoriais. Essa ferramenta, desenvolvida com o Kit de Desenvolvimento de Agentes da Google, permite que equipes de IA integrem informações continuamente e as recuperem posteriormente, sinalizando uma nova direção para a infraestrutura de agentes.

• •• Lançamento do 'Always On Memory Agent' como projeto de código aberto.
• •• Permite armazenamento de memória persistente sem bancos de dados vetoriais.
• •• Utiliza o Kit de Desenvolvimento de Agentes da Google para sua construção.

Alex Colcher, Oracle's VP, states that telecommunications operators in Latin America have the opportunity to lead the implementation of Sovereign AI. He emphasizes that operators must evolve beyond being mere 'dumb pipes' by investing in robust infrastructures that integrate cloud and artificial intelligence.

• •• Alex Colcher, Oracle's VP, discusses the role of operators in Sovereign AI.
• •• Operators must evolve from 'dumb pipes' to advanced infrastructures.
• •• The integration of cloud and AI is essential for this transformation.

Brazil stands out in the adoption of Internet of Things (IoT) in Latin America, driven by digital transformation initiatives and the allocation of spectrum for private networks by Anatel. This digital infrastructure is essential for the implementation of connected sensors and devices, fostering innovation and efficiency across various sectors.

• •Brazil is one of the leaders in IoT adoption in Latin America.
• •Digital transformation programs are driving this adoption.
• •Anatel provides spectrum for private networks, facilitating implementation.

The Brazilian Association of Software Companies (Abes) proposed the establishment of a Ministry of Artificial Intelligence, Transformation, and Digital Infrastructure. This initiative aims to centralize and oversee digital transformation policies in Brazil, reflecting the growing importance of technology in the country's governance and economy.

• •Proposal for the creation of a Ministry of AI in Brazil.
• •Initiative by the Brazilian Association of Software Companies (Abes).
• •Objective is to centralize digital transformation policies.

TIM has launched 'Ultrafibra' with support for Wi-Fi 7 throughout Brazil, offering high-performance internet plans. The 2 Giga plan, priced at R$ 369.99 per month, stands out with a modem that addresses multi-connection failures and features Multi-Link Operation, enhancing stability and reducing latency for applications like 8K video streaming and gaming.

• •• TIM launches Ultrafibra plan with Wi-Fi 7 available across Brazil.
• •• The 2 Giga plan costs R$ 369.99 per month, making it the most expensive in the lineup.
• •• The designed modem resolves common multi-connection failures found in previous versions.

O Cloudflare One unifica a segurança de dados desde o endpoint até o prompt, integrando controles de clipboard RDP, logs mapeados por operação, DLP em dispositivos e varredura do Microsoft 365 Copilot via API CASB. Essa abordagem é crucial para proteger dados em um ambiente digital cada vez mais complexo.

• •• Cloudflare One oferece uma visão unificada de segurança de dados.
• •• Integra controles de clipboard RDP para maior segurança.
• •• Logs são mapeados por operação para melhor rastreamento.

Amazon experienced a significant outage for over three hours, affecting shopping and streaming services. Users reported issues with checkout, search, and logging in on both the website and mobile apps. Amazon has confirmed that the problem, linked to a software code deployment, has been resolved.

• •• Amazon faced a major outage impacting shopping and music streaming.
• •• Users reported issues with checkout, search, and logging in.
• •• The outage lasted for over three hours on Thursday.

O Google Workspace CLI oferece uma interface unificada para acessar aplicativos como Gmail, Docs e Sheets, permitindo que agentes de IA executem tarefas diretamente. Essa mudança facilita a automação de fluxos de trabalho sem depender de conectores de terceiros, tornando o processo mais eficiente para desenvolvedores e usuários.

• •• O Google Workspace CLI integra aplicativos como Gmail e Docs em uma única interface.
• •• Permite que agentes de IA executem tarefas diretamente, sem conectores de terceiros.
• •• O projeto é open source e pode ser instalado facilmente via Github.

Ransomware threat actors known as Velvet Tempest are leveraging the ClickFix technique along with legitimate Windows utilities to deploy the DonutLoader malware and the CastleRAT backdoor. This highlights the evolving tactics used by cybercriminals to exploit vulnerabilities and gain unauthorized access to systems.

• •• Velvet Tempest is a ransomware group utilizing advanced techniques.
• •• The ClickFix method is being employed to enhance malware deployment.
• •• Legitimate Windows utilities are misused to execute attacks.

Microsoft reports that hackers are leveraging artificial intelligence to enhance their cyberattack strategies. This trend allows them to accelerate attacks, increase the scale of malicious activities, and reduce technical barriers, making cyber threats more pervasive and sophisticated.

• •• Microsoft highlights the growing use of AI by hackers in cyberattacks.
• •• AI is being used to accelerate attack processes and scale malicious activities.
• •• The use of AI lowers technical barriers for threat actors.

According to a survey by One Identity, half of companies in Brazil only pursue digital security after experiencing a breach. The analysis highlights that artificial intelligence, digital identity, and trust are the main risk areas for 2026, predicting a significant increase in supply chain attacks.

• •50% of Brazilian companies seek security only after a breach.
• •The survey was conducted by One Identity and reveals growing concerns.
• •Artificial intelligence and digital identity are critical risk areas.

Anthropic has identified 22 new security vulnerabilities in the Firefox browser through its Claude Opus 4.6 AI model, in collaboration with Mozilla. Among these, 14 are high severity, highlighting the importance of AI in enhancing cybersecurity measures. The vulnerabilities were addressed in the latest Firefox update, emphasizing the ongoing need for vigilance in software security.

• •• Anthropic discovered 22 vulnerabilities in Firefox using AI.
• •• 14 vulnerabilities are classified as high severity.
• •• The findings were part of a partnership with Mozilla.

Meta is being sued for exposing user nudity and data through images captured by its smart glasses. Third-party employees had access to intimate videos, raising concerns about privacy and security. The lawsuit alleges false advertising and violations of privacy laws, emphasizing the need for greater transparency and user data protection.

• •• Meta faces a lawsuit for exposing intimate images of users.
• •• Third-party employees access videos generated by smart glasses.
• •• The lawsuit alleges privacy violations and false advertising.

OpenAI has launched Codex Security, formerly known as Aardvark, a security agent for applications aimed at identifying complex vulnerabilities. Available to select ChatGPT subscribers, this tool is crucial for enhancing security in an increasingly challenging digital landscape.

• •Codex Security is OpenAI's new security agent for apps.
• •The tool identifies complex vulnerabilities in applications.
• •Previously known as Aardvark, it is now available to ChatGPT subscribers.

OpenAI has launched Codex Security, a new AI agent that automates the discovery and remediation of critical code vulnerabilities. This tool is an evolution of the Aardvark project and promises to enhance cybersecurity by making the process more efficient and effective.

• •• Codex Security automates the discovery of code vulnerabilities.
• •• It is the successor to OpenAI's Aardvark project.
• •• The tool aims to improve cybersecurity.

Starlink's V2 satellites are set to revolutionize mobile connectivity by delivering 5G speeds from space. This advancement promises to significantly enhance data density, allowing support for hundreds of LTE devices simultaneously, which could transform mobile internet access in remote areas.

• •• Starlink V2 satellites aim to provide 5G speeds from space.
• •• The new satellites will dramatically increase data density.
• •• Hundreds of LTE phones can be supported simultaneously.

This article presents the top 5 smartphones for gaming and emulating classic games in 2026, emphasizing that choosing the right device is crucial for a good experience. While many emulators work on simpler devices, investing in more powerful models is necessary for 3D gaming. The smartphones are evaluated based on performance and benchmarks.

• •Selection of the top 5 smartphones for emulating classic games.
• •The Motorola Edge 60 Fusion is ideal for less demanding games.
• •The Poco X7 Pro offers intermediate performance for gamers.

HyperOS is Xiaomi's new operating system, replacing MIUI and promising enhanced performance and integration with AIoT devices. Based on the Android Open Source Project, HyperOS aims to connect all brand devices into a single system, improving user experience and fluidity between devices.

• •• HyperOS replaces MIUI after more than 10 years of use.
• •• Focused on integrating smartphones and AIoT devices into a single system.
• •• Based on the Android Open Source Project (AOSP) and the Xiaomi Vela platform.

A Apple anunciou recentemente novos produtos, incluindo o iPhone 17e e o MacBook Neo, mas ainda tem mais de uma dúzia de produtos planejados para 2026. Essas inovações são importantes para manter a competitividade da empresa no mercado de tecnologia e atender às crescentes demandas dos consumidores.

• •• Apple lançou recentemente o iPhone 17e e o MacBook Neo.
• •• Mais de uma dúzia de produtos estão previstos para 2026.
• •• As inovações visam manter a competitividade da Apple.

The BMX SolidSafe Air is a new thin MagSafe battery with a 5,000 mAh capacity and a thickness of less than 6.8mm. After testing various battery packs, this product stands out due to its slim design, addressing a common issue for users seeking portable power solutions for their devices, especially with the recent iPhone Air release.

• •• BMX SolidSafe Air offers a 5,000 mAh capacity.
• •• The battery is less than 6.8mm thick, making it ultra-portable.
• •• Ideal for users of the new iPhone Air seeking slim accessories.

Samsung is exploring the integration of vibe coding into its Galaxy smartphones, enhancing the user experience with AI. This innovation could change how users interact with apps and coding on their devices, making it more intuitive and engaging.

• •• Samsung is focusing on AI advancements for Galaxy smartphones.
• •• The company is considering vibe coding as a new feature.
• •• Vibe coding aims to enhance user interaction with apps.

This article discusses the limitations of traditional Retrieval-Augmented Generation (RAG) in maintaining context and how contextual retrieval enhances retrieval accuracy. Understanding these concepts is crucial for improving the effectiveness of AI models in generating relevant responses based on user queries.

• •• Traditional RAG struggles with context retention.
• •• Contextual retrieval significantly boosts accuracy.
• •• Improved retrieval methods lead to better AI responses.

Five classical data science skills are becoming increasingly scarce in the tech industry. This article presents a 90-day roadmap to develop these essential skills while others focus on the AI hype, emphasizing the importance of a solid foundation in data science amidst the current trends.

• •• Classical data science skills are in high demand and short supply.
• •• A 90-day roadmap is proposed for skill development.
• •• The article highlights the importance of foundational knowledge.

This article explores the unique aspects that define Quantum Machine Learning, distinguishing it from classical approaches. It discusses the current state of the field and its implications for future advancements in AI and data science, highlighting the potential of quantum computing to revolutionize machine learning techniques.

• •• Explores the defining features of Quantum Machine Learning.
• •• Compares quantum approaches to classical machine learning methods.
• •• Discusses the current state and advancements in the field.

The article outlines six essential pillars for data teams to optimize their operations and adapt to the evolving landscape where AI agents are the primary data consumers. It emphasizes the importance of decluttering tech stacks and escaping service traps to build a robust foundation for future data management.

• •• Six pillars to optimize data team operations.
• •• Focus on decluttering tech stacks for efficiency.
• •• Strategies to escape the service trap.

True conversational analytics transforms data from a cost center into a profit engine by enabling actionable insights in the workplace. This approach is crucial for businesses looking to leverage data effectively and drive performance.

• •• Conversational analytics can turn insights into actionable outcomes.
• •• It helps businesses avoid treating data as a mere cost center.
• •• Effective data utilization can drive profitability.

Explore how to architect Data 360 to solve complex data challenges securely with Python and Code Extension. This approach is essential for professionals looking to enhance their data management capabilities and ensure data security in their applications.

• •• Architect Data 360 to address complex data challenges.
• •• Utilize Python for secure data management solutions.
• •• Implement Code Extension for enhanced functionality.

Customer portals serve as a centralized platform for buyers to manage their accounts, file tickets, and adjust preferences independently. This is crucial as 78% of customers prefer self-service over contacting support, highlighting the growing importance of efficient service solutions for businesses.

• •• Customer portals allow users to manage their accounts independently.
• •• 78% of customers prefer self-service options to resolve issues.
• •• Portals can enhance customer satisfaction and reduce support costs.

In this episode of the Salesforce Admins Podcast, Joshua Birk discusses how Agent Script empowers admins to create more effective AI agents. The conversation highlights the importance of this tool in enhancing administrative control and improving overall AI functionality within Salesforce.

• •• Joshua Birk shares insights on Agent Script for Salesforce admins.
• •• The tool helps in building more effective AI agents.
• •• It enhances control for admins over AI functionalities.

The new Conversion Report in CRM allows managers to identify where the sales funnel is getting stuck, providing visibility and concrete data for decision-making. This enhances sales predictability and efficiency, which is crucial for business success.

• •• New report helps identify bottlenecks in the sales funnel.
• •• Increases visibility into conversion between stages.
• •• Enables data-driven decisions rather than perceptions.

AI is shifting the landscape of software development by potentially creating a new role: the internal developer. Instead of replacing developers, AI may increase demand for them in businesses that previously did not hire any. This change allows companies to efficiently address operational problems with custom software solutions, leveraging AI-assisted tools to lower development costs and streamline processes.

• •• AI may create demand for internal developers in non-tech businesses.
• •• Traditional software solutions often involve buying SaaS or hiring consultants.
• •• AI tools lower the cost of creating initial software versions.

The arrival of SpaceSail, a Chinese company authorized to operate LEO satellites in Brazil, may pressure the reduction of satellite internet prices, currently dominated by Starlink. While immediate changes are not expected, increasing competition could impact the market in the medium to long term, especially considering Starlink's current 78% market share in this sector.

• •• SpaceSail has received authorization from Anatel to operate LEO satellites in Brazil.
• •• Starlink currently holds over 78% of the satellite internet market in the country.
• •• SpaceSail plans to launch up to 15,000 satellites by 2030 to compete globally.

Georgian Tutuianu, an AI engineer at HubSpot, transitioned from software engineering by highlighting his AI projects on his résumé. He emphasizes the importance of practical experience in the rapidly evolving field of AI engineering, likening it to the 'Wild West' due to its low barriers to entry and the need for hands-on knowledge.

• •• Georgian Tutuianu transitioned from structural to software, then to AI engineering.
• •• He created a side project section on his résumé to showcase AI experience.
• •• Tutuianu describes AI engineering as 'like the Wild West' due to rapid changes.

The ongoing military conflict in the Middle East has caused significant travel disruptions, leaving travelers like Maria Wainer stranded and unable to get refunds from Airbnb. Despite the company's Major Disruptive Events policy, Wainer's reservation did not qualify for a refund because it was not in the affected area, highlighting the challenges faced by travelers during geopolitical crises.

• •• Ongoing military conflict in the Middle East disrupts travel plans.
• •• Airbnb's Major Disruptive Events policy does not cover all cancellations.
• •• Travelers like Maria Wainer are left stranded without refunds.

Business Insider highlights underrated books that shape investors' perspectives on money and retirement. Titles like 'Die With Zero' encourage prioritizing meaningful experiences over accumulating wealth. Financial independence is framed as having the flexibility to spend intentionally on what matters most, rather than merely increasing net worth.

• •• Business Insider lists underrated books influencing investor mindsets.
• •• 'Die With Zero' promotes spending on meaningful life experiences.
• •• Financial independence focuses on intentional spending, not just wealth accumulation.

O artigo aborda o impacto emocional das demissões, destacando que a perda de um emprego não reflete a capacidade do profissional, mas sim uma mudança estrutural nas empresas. Com as demissões se tornando mais comuns, é crucial focar nas habilidades e capacidades individuais, em vez de se identificar apenas pelo cargo. A mudança no mercado de trabalho exige uma adaptação contínua e uma reavaliação do valor pessoal e profissional.

• •• Demissões afetam a estabilidade profissional e a autoconfiança dos trabalhadores.
• •• A maioria das demissões é uma questão estratégica, não um julgamento de talento.
• •• Mudanças nos modelos de negócios estão levando a cortes de empregos frequentes.

Framework's CEO, Nirav Patel, discusses the challenges of navigating the ongoing memory shortage affecting consumer electronics. The company has raised prices multiple times due to rising chip costs and supply chain issues, while maintaining transparency with customers. Patel emphasizes the importance of staying in production and adapting strategies to survive as a startup in a competitive market dominated by larger tech firms.

• •• Framework has raised prices multiple times due to memory shortage.
• •• CEO Nirav Patel shares strategies for navigating rising chip costs.
• •• Smaller companies struggle against larger tech giants for chip supply.

David Barnett, founder of PopSocket, discusses his experiences in scaling the business and the leadership lessons he has learned. His insights provide valuable perspectives for entrepreneurs and business leaders looking to grow their ventures effectively.

• •• David Barnett shares insights on scaling PopSocket.
• •• Leadership lessons learned from building a viral business.
• •• Importance of adaptability in entrepreneurship.

Robinhood's startup fund has made its debut on the NYSE, providing retail investors with access to eight startups, including notable names like Mercor, Ramp, and Stripe. This move is significant as it aims to democratize investment opportunities in the startup ecosystem, potentially reshaping how retail investors engage with emerging companies.

• •• Robinhood's startup fund launched on the NYSE.
• •• It offers exposure to eight startups, including Mercor and Stripe.
• •• The fund aims to democratize access to startup investments.

Isabella Piratininga, CTO of iFood, emphasizes the importance of bringing more women into the tech field, highlighting that this should be a collective effort. She shares her journey and the need to create a more inclusive and diverse environment in technology.

• •Isabella Piratininga is the CTO and Head of Innovation at iFood.
• •She advocates that the inclusion of women in tech is a collective effort.
• •Isabella's journey began with a video game in her childhood.

Motiva, formerly CCR, has launched an open innovation program to invest in technological solutions from startups focused on highways and railways, including trains and subways. This initiative aims to tackle industry challenges and promote improvements in Brazil's transportation infrastructure.

• •Motiva, formerly CCR, launches open innovation program.
• •Focus on technological solutions for highways and railways.
• •Initiative seeks partnerships with industry startups.

The first week of March saw significant startup funding, with three deals surpassing $500 million in the space tech and AI infrastructure sectors. This surge highlights the growing investment interest in these innovative fields.

• •• Three major funding rounds exceeded $500 million.
• •• Space tech and AI infrastructure are leading sectors.
• •• The funding reflects increased investor confidence.