Edition for February 13, 2026

O 'observational memory' é uma nova arquitetura de memória que melhora a eficiência de agentes de IA, reduzindo custos em até 10 vezes e superando o RAG em benchmarks de longo contexto. Desenvolvido pela Mastra, esse sistema utiliza dois agentes para comprimir o histórico de conversas, eliminando a necessidade de recuperação dinâmica e oferecendo melhor desempenho em tarefas complexas.

• •• Observational memory reduz custos de agentes de IA em até 10x.
• •• Supera o RAG em benchmarks de longo contexto, com pontuações de 94,87%.
• •• Usa dois agentes para comprimir o histórico de conversas em logs de observação.

IBM plans to triple its entry-level hiring in the U.S. by 2026, adapting job roles to align with advancements in AI technology. This shift reflects the growing importance of AI in the workforce and the need for new skill sets among employees.

• •• IBM aims to triple entry-level hiring in the U.S. by 2026.
• •• New roles will focus on tasks related to AI advancements.
• •• The shift highlights the evolving job landscape due to technology.

OpenAI's GPT-5.3-Codex-Spark is a groundbreaking coding model that operates 15 times faster than its predecessor. This innovation allows for more efficient coding processes, potentially transforming software development and reducing time-to-market for applications.

• •• OpenAI launches GPT-5.3-Codex-Spark, a new coding model.
• •• O modelo é 15 vezes mais rápido que seu antecessor.
• •• A tecnologia promete revolucionar o desenvolvimento de software.

Anthropic has raised an additional $30 billion in Series G funding, bringing its valuation to $380 billion. This funding is crucial as the AI startup competes for customers and cultural relevance against rivals like OpenAI.

• •• Anthropic secures $30 billion in Series G funding.
• •• New valuation reaches $380 billion.
• •• Funding highlights competition with OpenAI.

Generative Artificial Intelligence is transforming the creation and distribution of educational content in Learning & Development. This article discusses the productivity benefits, new learning methods, and necessary considerations for effective adoption of this technology.

• •Generative AI redefines the creation of educational content.
• •Increased productivity in personalizing learning materials.
• •New possibilities for adaptive and interactive learning.

OpenAI has introduced GPT-5.3-Codex-Spark, an advanced AI model that enhances coding capabilities. This model is significant as it aims to improve developer productivity and streamline workflows in software development, making it easier for professionals to create and manage code efficiently.

• •• OpenAI launches GPT-5.3-Codex-Spark to enhance coding capabilities.
• •• The model aims to improve developer productivity significantly.
• •• It streamlines workflows in software development.

The article provides an honest review of Abacus AI Deep Agent, exploring its potential as a step towards artificial general intelligence. It discusses the implications of this technology and its relevance in the evolving landscape of AI, highlighting both its capabilities and limitations.

• •• Review of Abacus AI Deep Agent's features and performance.
• •• Insights into the potential of artificial general intelligence.
• •• Discussion on the current limitations of the technology.

O Banco Mundial transformou sua infraestrutura de nuvem híbrida, reduzindo o tempo de provisionamento de 5 dias para 30 minutos com o uso do HCP Terraform. Essa mudança padronizou processos, melhorou a segurança e a conformidade, e facilitou a gestão de 27.000 recursos em nuvens como Azure, AWS e GCP, impactando positivamente o desenvolvimento de 1.700 aplicações.

• •• O Banco Mundial reduziu o provisionamento de infraestrutura de 5 dias para 30 minutos.
• •• HCP Terraform foi fundamental para padronizar processos e melhorar a segurança.
• •• A nova estratégia gerencia 27.000 recursos em nuvens como Azure, AWS e GCP.

Spotify has attributed its accelerated development process to AI tools like Claude Code and its internal system Honk. These advancements have enabled the company’s top developers to focus on higher-level tasks rather than writing code, showcasing the transformative impact of AI on software development.

• •• Spotify's development speed has significantly increased due to AI.
• •• Claude Code and Honk are key AI tools used by Spotify.
• •• Top developers haven't written code since December.

Omnara is a web and mobile IDE that allows users to run and interact with coding agents like Claude Code and Codex from anywhere. It addresses the challenge of maintaining coding sessions when away from the desk by enabling remote access and cloud syncing, ensuring continuity in development work. This innovation enhances productivity and flexibility for developers.

• •• Omnara enables running Claude Code and Codex sessions on local machines and mobile devices.
• •• It features a GUI for better ergonomics compared to traditional CLIs and TUIs.
• •• The tool maintains an outbound WebSocket connection for secure communication.

This article provides a detailed guide on transforming a notebook-based machine learning analysis into a practical MLOps project. It emphasizes the importance of reproducibility and deployment, making the project suitable for inclusion in a professional portfolio.

• •• Step-by-step guide for building MLOps projects.
• •• Focus on turning notebook analyses into deployable solutions.
• •• Emphasizes reproducibility in machine learning workflows.

In this episode of the Salesforce Admins Podcast, Tiaan Kruger discusses Agentforce Vibes and its implications for building applications with AI on the Salesforce platform. This conversation highlights the evolving role of Salesforce admins in leveraging AI to enhance app development.

• •• Tiaan Kruger shares insights on Agentforce Vibes.
• •• The podcast explores AI's role in app development on Salesforce.
• •• Salesforce admins are adapting to new AI-driven tools.

Introducing GPT-5.3-Codex-Spark, OpenAI's first real-time coding model that boasts 15x faster generation and a 128k context. Currently available in research preview for ChatGPT Pro users, this model aims to enhance coding efficiency and productivity.

• •• GPT-5.3-Codex-Spark is OpenAI's first real-time coding model.
• •• It offers 15x faster code generation compared to previous models.
• •• The model supports a context length of 128k tokens.

The article discusses common misconfigurations in AI coding tools that lead to silent failures, such as skills not triggering due to incorrect syntax or formatting. It highlights the frustration developers face with 'almost right' outputs and the challenges of maintaining consistent configurations across multiple tools. Understanding these issues is crucial for improving AI agent performance.

• •• Many AI tool configurations are silently broken, leading to non-functional skills.
• •• Misconfigured agents often produce frustrating 'almost right' outputs.
• •• Common issues include malformed YAML frontmatter and incorrect naming conventions.

This article demonstrates how to create a custom index analyzer in OpenSearch to implement efficient autocomplete functionality. By utilizing the Edge n-gram tokenizer, users can match prefix queries without relying on wildcards, enhancing search performance and user experience.

• •• Learn to create a custom index analyzer in OpenSearch.
• •• Implement autocomplete functionality using Edge n-gram tokenizer.
• •• Match prefix queries efficiently without wildcards.

O artigo analisa falhas comuns em ambientes de CI/CD em nuvem, destacando problemas de configuração em Docker, Terraform e integração de ferramentas de segurança. Essas falhas, que parecem ser superficiais, revelam problemas arquitetônicos mais profundos que afetam a estabilidade e a segurança das infraestruturas modernas.

• •• A infraestrutura em nuvem evolui por adições incrementais, tornando-se frágil.
• •• Problemas de configuração em Docker e Terraform são comuns em ambientes de CI/CD.
• •• Falhas na automação de implantações podem resultar em builds bem-sucedidos sem deploys.

Este tutorial orienta sobre como criar uma conta de armazenamento no Azure para o departamento de TI, focando em testes e treinamentos. A conta permite armazenar dados online, facilitando o acesso e a gestão de recursos digitais, essencial para a eficiência operacional da equipe.

• •• Tutorial para criar uma conta de armazenamento no Azure.
• •• Importância do armazenamento online para equipes de TI.
• •• Passo a passo para criar um grupo de recursos no Azure.

Este artigo apresenta uma entrevista com Jordan Liggitt, líder do subprojeto de Governança de API do SIG Architecture do Kubernetes. Ele discute a importância da governança de APIs, que abrange não apenas a REST API, mas também outros aspectos como flags de linha de comando e arquivos de configuração. A governança é crucial para garantir a evolução e a organização do Kubernetes.

• •• Entrevista com Jordan Liggitt sobre Governança de API no Kubernetes.
• •• A governança abrange todas as APIs, incluindo flags de linha de comando e arquivos de configuração.
• •• Liggitt começou a trabalhar com Kubernetes em 2014, focando em autenticação e autorização.

Cloud gaming is becoming a viable alternative to traditional consoles like Xbox and PS5, especially with the arrival of 4K 120Hz TVs and rising hardware prices. By 2026, the 'no console' world may become a reality, transforming how gamers access and enjoy their favorite titles.

• •• 4K 120Hz TVs enhance the cloud gaming experience.
• •• Rising hardware prices make consoles less appealing.
• •• Cloud gaming could eliminate the need for physical consoles.

Microsoft has launched two new cloud and artificial intelligence data centers in São Paulo, which are already operational. This expansion is significant for the technology market in Brazil, as it strengthens the cloud services infrastructure and the application of AI in the country.

• •Microsoft opens two AI data centers in São Paulo.
• •Data centers are already operational and available for use.
• •Expansion strengthens cloud infrastructure in Brazil.

Microsoft announced the operation of two new artificial intelligence and cloud data centers in São Paulo. The facilities were delivered in January and revealed during the Microsoft AI Tour. This expansion enhances the company's AI infrastructure in Brazil, enabling better support for services and applications that rely on cloud computing.

• •Microsoft inaugurates two new AI data centers in São Paulo.
• •Facilities were delivered in January and announced at the Microsoft AI Tour.
• •Expansion aims to strengthen artificial intelligence infrastructure in Brazil.

Lockdown Mode is an extreme security feature on iPhones designed to protect against sophisticated cyberattacks. Recently highlighted after preventing FBI access to a reporter's device, it restricts certain apps and features to minimize vulnerabilities. While not intended for the general public, it serves a critical role for individuals at risk of targeted digital threats, emphasizing Apple's commitment to user privacy and security.

• •• Lockdown Mode protects against highly sophisticated cyberattacks.
• •• It restricts access to certain apps and features to enhance security.
• •• Recently prevented FBI from accessing a reporter's iPhone.

Discord is implementing a new age verification process requiring users to submit ID or facial scans, aiming to prevent underage access. This move has sparked backlash over privacy concerns, especially following a recent data breach. Critics warn this sets a troubling precedent for online privacy and could lead to increased surveillance across platforms, challenging the culture of anonymity on the internet.

• •• Discord requires ID or facial scans for age verification starting next month.
• •• The change aims to prevent underage users from accessing the platform.
• •• Many users express concerns over sharing personal data after a recent data breach.

AI is increasingly being utilized in cybercrime, making it easier for hackers to execute attacks. As software engineers leverage AI for coding and debugging, cybercriminals are also adopting these technologies, raising concerns about the future of online security. This trend highlights the dual-edged nature of AI advancements in both enhancing productivity and facilitating malicious activities.

• •• AI is simplifying the execution of cybercrimes.
• •• Hackers are leveraging AI tools similar to software engineers.
• •• The rise of AI in cybercrime poses significant security risks.

AI is increasingly being leveraged by cybercriminals, making online crimes more accessible and efficient. The implications of this trend are concerning, as it could lead to a significant rise in malware and other cyber threats, impacting individuals and organizations alike. Understanding these developments is crucial for cybersecurity professionals.

• •• AI tools are simplifying the creation of malware.
• •• Cybercriminals are using AI to automate attacks.
• •• The rise of AI in cybercrime poses a threat to cybersecurity.

A 29-year-old Polish hacker has been charged for a data breach that compromised the personal information of approximately 2.5 million customers from Morele.net, a leading Polish e-commerce site. This incident highlights ongoing security vulnerabilities in online platforms and the importance of data protection.

• •• A Polish hacker, 29, faces charges for a major data breach.
• •• The breach affected around 2.5 million customers of Morele.net.
• •• Personal details of customers were exposed in the incident.

Microsoft recently patched six zero-day vulnerabilities, raising concerns about the timing of updates. While updates are generally recommended, users are advised to consider potential issues before proceeding with the installation, highlighting the importance of cautious approaches in cybersecurity.

• •• Microsoft addressed six critical zero-day vulnerabilities.
• •• Users are advised to be cautious before applying the updates.
• •• Recent events have raised concerns about update reliability.

The Apple Vision Pro is set to receive an official visionOS YouTube app, allowing users to watch a variety of content, including standard videos, Shorts, and immersive formats like 3D and VR180. This launch marks a significant development for the Vision Pro, which has been without a native YouTube app since its release over two years ago.

• •• The official YouTube app for Apple Vision Pro will launch on Thursday.
• •• Users can access standard videos, Shorts, 3D, 360, and VR180 content.
• •• The Vision Pro has been without a YouTube app since its launch over two years ago.

The VR industry faces challenges amid layoffs and fears of a 'VR winter', particularly after Meta's significant job cuts. However, Gorilla Tag, developed by Another Axiom, continues to thrive, recently achieving a record high of 119,000 players on Meta's Quest VR headset, showcasing resilience in a tough market.

• •• The VR industry is experiencing significant layoffs and uncertainty.
• •• Meta's job cuts have raised concerns about a potential 'VR winter'.
• •• Gorilla Tag remains popular, reaching 119,000 players recently.

O conceito de 'vibe coding' está transformando a forma como interagimos com software móvel, permitindo que usuários criem widgets apenas com comandos em linguagem natural. A empresa Nothing Technology lançou uma plataforma que facilita essa criação, prometendo um futuro onde qualquer pessoa pode desenvolver suas próprias experiências digitais de maneira simples e acessível.

• •• 'Vibe coding' permite criar software com comandos em linguagem natural.
• •• Nothing Technology lançou a plataforma Essential Apps para facilitar a criação de widgets.
• •• Usuários podem descrever o que desejam e obter widgets personalizados rapidamente.

Sabesp has initiated a smart meter project valued at R$ 3.8 billion, set to be implemented in São Paulo and São José dos Campos by 2029. The project includes the installation of IoT devices and the creation of a smart water distribution map, aimed at optimizing consumption and managing water resources.

• •• Sabesp invests R$ 3.8 billion in smart meters.
• •• Project covers São Paulo and São José dos Campos.
• •• Implementation expected by 2029.

The Brazilian federal government will issue a decree to implement ECA Digital, aiming to provide legal certainty to the private sector. This measure responds to the demand for clarity on the methods to be adopted for age verification, especially with a six-month deadline for compliance.

• •• Federal government advances with the implementation of ECA Digital.
• •• Decree aims to provide legal certainty to the private sector.
• •• Private sector requested clarity on age verification methods.

Telecom will invest $617 million in Artificial Intelligence in Latin America by 2026, with half of the amount allocated to Brazil. The focus is on transitioning from static networks to more autonomous and intelligent models, as explained by IDC. This shift is crucial for modernizing telecommunications in the region.

• •Telecom will invest $617 million in AI in Latin America by 2026.
• •Half of the investment will be directed to Brazil.
• •The goal is to modernize networks, making them more autonomous and intelligent.

Swarm architecture utilizes specialized AI agents to collaboratively tackle complex data challenges. By combining a Data Analyst agent for processing and a Visualization agent for chart creation, this approach enhances clarity and efficiency in insights, reflecting the benefits of teamwork in data analysis.

• •• Swarm architecture employs specialized AI agents for data analysis.
• •• Combines Data Analyst and Visualization agents for improved insights.
• •• Inspired by natural swarms, enhancing collaboration and efficiency.

This article explores the interaction between CPUs and GPUs within the host-device paradigm, crucial for optimizing AI workloads. Understanding this relationship is essential for developers and data scientists aiming to leverage multiple GPUs for efficient processing, which can significantly enhance performance in AI applications.

• •• Explains the host-device paradigm in CPU and GPU interactions.
• •• Highlights the importance of optimizing AI workloads with multiple GPUs.
• •• Aims to enhance performance in AI applications through better understanding.

Amazon Athena, a serverless interactive query service, introduces new features for Capacity Reservations, enhancing its flexibility. These include reduced minimums for capacity adjustments, an autoscaling solution for dynamic workloads, and improved cost and performance controls. This is significant for businesses needing reliable data analysis without managing infrastructure.

• •• Amazon Athena simplifies data analysis with serverless SQL queries.
• •• New Capacity Reservations feature offers dedicated serverless capacity.
• •• Reduced minimums allow for fine-grained capacity adjustments.

TIM has acquired V8.Tech for R$ 140 million, aiming to integrate infrastructure and data. V8.Tech will leverage IoT data, dashboards, and AI agents to optimize operational efficiency for B2B clients, highlighting the importance of data analytics in the telecommunications sector.

• •• TIM acquired V8.Tech for R$ 140 million.
• •• V8.Tech will use IoT data to optimize operations.
• •• Integration of infrastructure and data is the focus of the partnership.

The article discusses the common misuse of SMOTE (Synthetic Minority Over-sampling Technique) in addressing class imbalance in datasets. It emphasizes the importance of understanding the technique's nuances to effectively apply it and improve model performance. Proper implementation can lead to better predictive accuracy and more reliable results in data science projects.

• •• SMOTE is crucial for addressing class imbalance in datasets.
• •• Many practitioners misuse SMOTE, leading to suboptimal results.
• •• Understanding the nuances of SMOTE is essential for effective application.

This article discusses the development of an AI agent designed to detect and manage anomalies in time-series data by integrating statistical detection methods with decision-making capabilities. This approach is significant as it enhances the reliability of data analysis in various fields, impacting how businesses can respond to unexpected changes in data trends.

• •• The article focuses on AI agents for anomaly detection in time-series data.
• •• It combines statistical methods with decision-making processes.
• •• Enhances reliability in data analysis across various industries.

O papel do Administrador Salesforce está evoluindo de gerenciar uma plataforma para governar uma força de trabalho digital. A série Agentforce Decoded oferece walkthroughs técnicos de alto impacto, respeitando o tempo dos administradores e focando em aprendizado rápido.

• •• O papel do Administrador Salesforce está mudando para governança digital.
• •• A série Agentforce Decoded oferece aprendizado em menos de 5 minutos.
• •• Walkthroughs técnicos são projetados para respeitar a agenda dos administradores.

AI agents are transforming enterprise operations by automating complex tasks, such as customer service and data analysis. Their significance is underscored by the efficiency gains they provide, making them essential for modern businesses looking to optimize workflows and enhance productivity.

• •• AI agents automate complex enterprise tasks, improving efficiency.
• •• They are used in customer service, data analysis, and workflow management.
• •• The adoption of AI agents is crucial for modern business operations.

O artigo discute como os administradores do Salesforce estão evoluindo de meros construtores de fluxos para governantes de uma 'empresa agentiva', onde a IA pode raciocinar, lembrar e agir. Essa mudança impacta a forma como as empresas utilizam automação e inteligência artificial para atender às suas necessidades de negócios.

• •• Administradores do Salesforce têm sido responsáveis pela automação por anos.
• •• A introdução de IA agentiva muda a relação com a automação.
• •• Agentes que raciocinam e agem trazem novas possibilidades para os negócios.

O Gmail para Android agora permite a criação de novos rótulos, uma funcionalidade que já estava disponível na versão web. Essa atualização é importante para melhorar a organização e a gestão de e-mails no aplicativo móvel.

• •• Gmail para Android agora permite criar novos rótulos.
• •• Funcionalidade já disponível na versão web do Gmail.
• •• Melhora a organização de e-mails no aplicativo móvel.

Technology debt issuances are projected to reach $990 billion by 2026, while IPOs remain limited in the U.S. This shift in the financial market highlights the growing preference for debt financing over initial public offerings, reflecting a new dynamic in the tech sector.

• •• Technology debt issuances projected to reach $990 billion by 2026.
• •• IPOs in the U.S. remain limited, indicating a strategic shift.
• •• The preference for debt reflects new financial dynamics in the sector.

Gail Slater, the top antitrust enforcer at the Justice Department, has announced her departure just weeks before a significant trial against Live Nation. Her exit raises questions about the future of the antitrust case against the entertainment giant, which is set to begin soon. Slater expressed gratitude for her role and the team she worked with, marking her departure as a significant moment in the ongoing scrutiny of tech monopolies.

• •• Gail Slater leaves her position as top antitrust enforcer at the DOJ.
• •• Her departure comes just weeks before the Live Nation trial begins.
• •• Slater described her role as 'the honor of a lifetime'.

The NVIDIA DGX Spark desktop supercomputer is revolutionizing higher education by delivering data-center-class AI capabilities to various academic settings. Its petaflop-class performance allows for local deployment, enhancing research and learning experiences at institutions worldwide, including the IceCube Neutrino Observatory in Antarctica.

• •• NVIDIA DGX Spark brings AI capabilities to higher education.
• •• Compact supercomputer offers petaflop-class performance.
• •• Enhances research and learning in academic institutions.

This article discusses the importance of Explainable AI (XAI) in transforming complex model outputs into actionable strategies for businesses. It emphasizes how understanding AI decisions can enhance organizational decision-making processes, making them more transparent and effective.

• •• Explainable AI helps demystify complex model outputs.
• •• Understanding AI decisions leads to better business strategies.
• •• Transparency in AI enhances trust among stakeholders.

O Capital One Landing, um restaurante no Aeroporto LaGuardia, representa uma nova abordagem das emissoras de cartões de crédito em relação aos benefícios de viagem. Com um espaço de 12.500 pés quadrados, criado em parceria com José Andrés, o restaurante oferece uma experiência gastronômica única, destacando-se das tradicionais salas VIP, e reflete a evolução das expectativas dos consumidores em ambientes aeroportuários.

• •• Capital One inaugura um restaurante no Aeroporto LaGuardia em vez de uma sala VIP.
• •• O Capital One Landing tem 12.500 pés quadrados e é dirigido pelo chef José Andrés.
• •• O espaço oferece uma experiência gastronômica com tapas espanholas feitas do zero.

Shares of Micron and Sandisk are rising due to a global shortage of memory chips driven by increasing demand from AI companies. This shortage is expected to lead to higher prices for consumers, while benefiting memory manufacturers. The stock price increases are also influenced by a positive outlook from Japanese memory supplier Kioxia.

• •• Micron and Sandisk stocks rose by 2.9% and 6.2%, respectively.
• •• Global memory chip shortage is primarily driven by AI companies' demand.
• •• Higher memory prices are expected to impact consumer electronics costs.

Aprenda a aplicar a Inteligência Artificial em seu negócio com estas dicas de alfabetização. A compreensão da IA é essencial para startups e pequenas empresas, pois pode impulsionar a eficiência e a inovação, permitindo que esses negócios se destaquem no mercado competitivo.

• •• Dicas práticas para aplicar IA em startups e pequenas empresas.
• •• A alfabetização em IA é crucial para a competitividade no mercado.
• •• A IA pode impulsionar a eficiência operacional e a inovação.

Clay, a sales automation unicorn, is pioneering a trend among startups by offering liquidity to employees through tender offers before an IPO. CEO Kareem Amin discusses the company's strategy to reward staff and maintain motivation, even without an immediate exit strategy, highlighting a shift in how startups approach employee compensation.

• •• Clay has launched two tender offers in nine months to reward employees.
• •• The trend reflects a shift in high-growth startups towards employee liquidity.
• •• CEO Kareem Amin emphasizes the importance of maintaining employee motivation.

O Lilypad Paint é uma nova tinta que atua como desumidificador, absorvendo a umidade do ar sem consumo de energia. Desenvolvido por uma startup, o produto é uma solução passiva para problemas de umidade em construções modernas, especialmente em casas energeticamente eficientes, onde a qualidade do ar pode ser comprometida.

• •• Lilypad Paint absorve umidade do ar, funcionando como um desumidificador.
• •• A tinta libera a umidade gradualmente, mantendo a qualidade do ar.
• •• Desenvolvida por uma startup, a tecnologia surgiu de pesquisas acadêmicas.

Patrick é uma solução desenvolvida por uma equipe de medtech para gerenciar a complexidade de múltiplas iniciativas e tarefas. Ele não é apenas um dashboard ou ferramenta de gerenciamento, mas sim um resumo estruturado que conecta informações de forma significativa, ajudando a entender impactos e prioridades. Essa abordagem inovadora busca resolver problemas comuns enfrentados por startups na organização de informações e decisões.

• •• Patrick é uma ferramenta que conecta informações de forma significativa.
• •• Ajuda a visualizar o impacto de decisões em múltiplas iniciativas.
• •• Não é apenas um dashboard ou CRM, mas um resumo estruturado.

The ongoing RAM shortage is impacting Valve's hardware plans, leading to the Steam Deck being completely sold out. This situation raises concerns about the availability of the device and its pricing, as the company has also discontinued certain models. The RAM issues could affect future products and pricing strategies in the gaming hardware market.

• •• Valve's Steam Deck is currently sold out due to RAM shortages.
• •• Both 256GB and OLED models are unavailable, raising concerns about future availability.
• •• The company is discontinuing LCD versions by December 2025.

Commodity tokenization allows founders to manage risks associated with real-world assets such as energy, metals, and fuel by converting them into flexible, digitally tracked economic interests. This innovation is crucial for modern businesses looking to mitigate risks and enhance asset management.

• •• Commodity tokenization transforms real-world assets into digital interests.
• •• Founders can better manage risks related to energy, metals, and fuel.
• •• This approach enhances flexibility in asset management.