Edition for February 10, 2026

Databricks CEO Ali Ghodsi argues that while AI won't completely replace major SaaS applications, it has the potential to create new competitors in the market. This perspective highlights the evolving landscape of software as AI technologies advance.

• •• Databricks CEO emphasizes that SaaS is not dead.
• •• AI is expected to influence the competitive landscape of SaaS.
• •• Major SaaS applications will not be replaced by AI-driven alternatives.

This week's AWS roundup highlights significant launches including new EC2 instances powered by Intel Xeon processors, price reductions for AWS Network Firewall, and enhanced DynamoDB capabilities. Security improvements include Sign in with Apple support and mutual TLS for CloudFront. Notably, Claude Opus 4.6 is now available in Amazon Bedrock, offering advanced performance for AI tasks and improved structured outputs.

• •• New EC2 instances C8id, M8id, and R8id launched with Intel Xeon 6 processors.
• •• AWS Network Firewall announces price reductions for enhanced cost efficiency.
• •• DynamoDB global tables now support multi-account replication for better resiliency.

Anthropic is seeking $20 billion in funding amid increasing competition with OpenAI. This investment is significant as it highlights the evolution and competitiveness in the artificial intelligence sector, where recent models from Anthropic have received praise, indicating a potential market impact.

• •• Anthropic seeks $20 billion in funding.
• •• Growing competition with OpenAI in the AI sector.
• •• Recent models from Anthropic have been praised.

Aprender IA em 2026 é diferente de alguns anos atrás, quando era necessário dominar matemática avançada e teoria de machine learning. Hoje, o cenário é mais acessível, permitindo que mais pessoas se envolvam com a inteligência artificial.

• •• O aprendizado de IA evoluiu significativamente nos últimos anos.
• •• A matemática avançada não é mais um requisito obrigatório.
• •• Novas abordagens facilitam o acesso à IA para iniciantes.

ChatGPT starts testing ads today. The advertisements will be displayed below conversations, ensuring they do not affect responses or user privacy, according to OpenAI. This initiative could change how users interact with the platform.

• •• ChatGPT begins ad testing this Monday.
• •• Ads will be displayed below conversations.
• •• OpenAI assures that user privacy will not be affected.

InfiniMind, founded by ex-Google Japan leaders, is developing enterprise AI to transform extensive, underutilized video archives into searchable and actionable business intelligence. This innovation is crucial for companies looking to leverage their video data for better decision-making.

• •• InfiniMind aims to convert unused video archives into valuable insights.
• •• The company is founded by former leaders from Google Japan.
• •• Their technology focuses on enterprise AI solutions.

ai.com is a new artificial intelligence platform that allows users to create and manage personal AI agents in just 60 seconds. Launched during the Super Bowl, the platform aims to popularize the use of autonomous agents and advance towards artificial general intelligence (AGI), with the ambition of creating a network of billions of self-improving agents.

• •• Launch of ai.com during the Super Bowl, focused on artificial intelligence.
• •• Enables creation of personal AI agents in just 60 seconds.
• •• Created by Kris Marszalek, CEO of Crypto.com, who invested $70 million in the domain.

O Linux 6.19 foi lançado, marcando o fim do ciclo atual do kernel. Esta versão traz suporte para drivers AMDGPU modernos, suporte a Vulkan, melhorias na gestão de energia e suporte HDR. Além disso, inclui suporte expandido para novos chips Intel e criptografia de link PCIe, preparando o terreno para a futura versão 7.0.

• •• Lançamento do Linux 6.19, última atualização do ciclo atual.
• •• Suporte para drivers AMDGPU modernos para placas gráficas mais antigas.
• •• Inclusão de suporte a Vulkan através do driver RADV.

ASRock has launched a new beta version of the BIOS (4.07.AS01) for AMD Ryzen processors, aiming to resolve critical boot and memory compatibility issues. This update is crucial for users experiencing system boot failures, especially those using the AMD EXPO profile for RAM. The manufacturer recommends the update, although a timeline for the final version has not yet been provided.

• •• ASRock releases beta BIOS 4.07.AS01 for AMD Ryzen CPUs.
• •• Update focuses on boot and memory compatibility issues.
• •• Recommended for users facing system boot failures.

The article discusses five effective AI coding patterns that enhance productivity for developers. These patterns include describing tasks to AI, using AI for problem explanation, requesting tests before coding, iterating on code quality, and utilizing AI for code reviews. Understanding and applying these strategies can significantly streamline the coding process and improve code quality.

• •• AI coding agents can enhance developer productivity.
• •• The 'Describe, Don't Code' pattern allows for more comprehensive code generation.
• •• Explaining problems to AI can help clarify assumptions.

Este artigo aborda os erros comuns em calculadoras de idade em JavaScript, como o tratamento inadequado de anos bissextos e a confusão com datas. Ele apresenta um algoritmo testável para calcular a idade em anos, meses e dias, enfatizando a importância de trabalhar apenas com datas e definir uma política clara para aniversários em 29 de fevereiro.

• •• Erros comuns em calculadoras de idade incluem não considerar se o aniversário já ocorreu.
• •• O tratamento de meses de diferentes comprimentos pode levar a cálculos incorretos.
• •• O artigo sugere trabalhar apenas com datas, ignorando horas e fusos horários.

The article explores the future of Go network programming, focusing on new protocols like HTTP/3 and gRPC, and cloud-native trends. It aims to help developers with 1-2 years of Go experience enhance their skills in building APIs and microservices, while also addressing Go's strengths and weaknesses in network programming.

• •• Go's goroutines and standard library simplify network programming.
• •• New protocols like HTTP/3 and gRPC are shaping the future of Go.
• •• The guide includes practical code examples and tips for developers.

NullUpload is a privacy-first image toolkit that processes images entirely in the browser using Canvas API and WebAssembly, eliminating the need for server uploads. This approach ensures user privacy, as no files are uploaded or tracked, making it a significant innovation in online image processing tools.

• •• NullUpload processes images directly in the browser, enhancing user privacy.
• •• No server uploads or tracking, ensuring complete confidentiality.
• •• Features include image compression, format conversion, and resizing.

A Steam agora permite que desenvolvedores exibam a data exata de lançamento de seus jogos que estão em Acesso Antecipado. Essa nova funcionalidade, solicitada pelos desenvolvedores, visa aumentar a transparência e permitir que os jogadores saibam quando podem esperar o lançamento oficial. Os desenvolvedores podem optar por fornecer uma data específica ou um período mais vago.

• •• Steam introduz recurso para exibir data de saída do Acesso Antecipado.
• •• Desenvolvedores podem escolher entre data específica ou intervalo vago.
• •• A funcionalidade é opcional, mas visa aumentar a transparência.

This post explores building and managing a scalable ETL pipeline using Amazon SageMaker workflows. It highlights a code-based approach to streamline data processing through an integrated interface, utilizing AWS services like Amazon EMR, AWS Glue, and Amazon Redshift, enhancing efficiency in data orchestration.

• •• Learn to build a scalable ETL pipeline with Amazon SageMaker workflows.
• •• Utilize AWS services such as Amazon EMR and AWS Glue for data processing.
• •• Streamline data orchestration through a single, integrated interface.

Google Cloud has expanded its support for OpenTelemetry by enabling Cloud Monitoring to accept metrics via the OpenTelemetry Protocol (OTLP). This allows users to generate, collect, and send metric data in a provider-agnostic manner, enhancing observability and reducing resource consumption. The integration also introduces new features like DELTA-type metrics, making it easier to manage and query data efficiently.

• •• Google Cloud now supports OpenTelemetry Protocol for metrics in Cloud Monitoring.
• •• Users can generate and send metrics in a provider-agnostic way using OpenTelemetry SDK.
• •• OTLP integration allows for DELTA-type metrics to optimize resource usage.

Cybersecurity researchers have identified a significant campaign exploiting cloud-native environments to establish malicious infrastructure. This 'worm-driven' activity, observed since December 25, 2025, utilizes exposed Docker APIs, Kubernetes clusters, Ray dashboards, and Redis servers, highlighting the vulnerabilities in cloud security that can lead to further exploitation.

• •• Massive campaign targeting cloud-native environments for malicious purposes.
• •• Exploits vulnerabilities in Docker APIs and Kubernetes clusters.
• •• Observed activity began around December 25, 2025.

O artigo discute cinco armadilhas comuns que iniciantes em cloud computing devem evitar para otimizar custos. Ele destaca a importância da seleção adequada de instâncias e configurações de armazenamento, além de sugerir práticas como testes antes da compra e implementação de políticas de limpeza automática. Essas estratégias podem resultar em economias significativas e melhor alocação de recursos na nuvem.

• •• Evitar a escolha inadequada de instâncias pode reduzir custos operacionais.
• •• Implementar tiering de dados ajuda a otimizar o uso de armazenamento.
• •• Testar serviços em modelo 'Pay-as-you-go' antes de compromissos financeiros.

Opposition to the construction of data centers in the U.S., driven by a Republican, highlights the increasing politicization of Artificial Intelligence. In 2026, discussions about the expansion of AI infrastructure intensify, reflecting concerns about its social and economic impact.

• •• Opposition to AI data centers is growing in the U.S.
• •• A Republican stands out in criticizing the planned expansion.
• •• 2026 is marked by the politicization of AI in the country.

The Brazilian government is advancing with Redata, a special tax regime for data centers aimed at stimulating the import of essential components. This change is crucial for the sector, which seeks greater predictability and tax incentives in an environment of economic uncertainties.

• •Redata aims to provide tax incentives for data centers in Brazil.
• •The program seeks to stimulate the import of essential components.
• •The government's strategy has been altered to avoid uncertainties in the sector.

Prime members can now play Alan Wake 2 for free on Amazon's Luna cloud gaming service. This horror-survival game features dual protagonists and a complex story, providing an engaging experience. Additionally, Prime members can access other free downloadable PC games this month, enhancing the value of their subscription.

• •• Prime members can play Alan Wake 2 for free on Luna.
• •• The game features a dual-protagonist storyline with rich narrative elements.
• •• Other free games available for Prime members include Tiny Tina's Wonderlands.

The article discusses the risks associated with stalkerware apps, highlighting that at least 27 companies have experienced data breaches since 2017. This underscores the potential for personal data exposure and the dangers of using such applications, which can compromise privacy and security.

• •• Stalkerware apps have been linked to numerous data breaches.
• •• At least 27 stalkerware companies have leaked data since 2017.
• •• Using stalkerware poses significant privacy risks to individuals.

The Cyber Security Agency of Singapore reported that the China-linked cyber espionage group UNC3886 targeted the country's telecommunications sector. This campaign was described as deliberate and well-planned, affecting all four major telecom operators in Singapore. The implications of such cyber threats raise concerns about national security and the integrity of critical infrastructure.

• •• UNC3886 is a China-linked cyber espionage group.
• •• The group targeted Singapore's telecommunications sector.
• •• All four major telecom operators in Singapore were affected.

DKnife is a spyware that has been spying on routers since 2019, allowing hackers to monitor and alter data from connected devices. This threat employs tactics such as 'adversary-in-the-middle' to intercept legitimate updates and inject malware. The persistence of DKnife, with active servers until 2023, underscores the importance of security in home networks.

• •• DKnife has been active since 2019, focusing on routers.
• •• Allows monitoring and altering of data from devices connected to the network.
• •• Utilizes 'adversary-in-the-middle' tactics to inject malware.

Attackers are embedding dormant backdoors, known as sleeper shells, in Ivanti's Endpoint Manager Mobile (EPMM). These backdoors can be activated later, posing significant security risks. Understanding this threat is crucial for organizations using EPMM to protect sensitive data and maintain system integrity.

• •• Attackers are using sleeper shells to plant dormant backdoors in Ivanti EPMM.
• •• These backdoors can be activated at any time, increasing security risks.
• •• Organizations must be aware of these vulnerabilities to protect sensitive data.

Google has implemented a new selfie video technology for account recovery in Brazil, allowing users to access their personal data in case of lost or stolen phones. This initiative aims to enhance security and streamline the account recovery process.

• •• Google tests selfie video technology for account recovery.
• •• Initiative is being implemented in Brazil.
• •• Facilitates access to personal data in case of lost or stolen phones.

Microsoft has identified a multi-stage attack exploiting exposed SolarWinds Web Help Desk instances. This intrusion allows threat actors to gain initial access and move laterally within networks, targeting high-value assets. The specifics of the weaponization remain unclear, highlighting ongoing security concerns.

• •• Microsoft detected a multi-stage intrusion using SolarWinds Web Help Desk.
• •• Attackers exploit internet-exposed instances for initial access.
• •• Lateral movement within networks targets high-value assets.

O grupo de ameaças UNC1069, vinculado à Coreia do Norte, evoluiu suas táticas para atacar o setor de criptomoedas, utilizando engenharia social e ferramentas de IA. A recente investigação da Mandiant revelou a implantação de malware sofisticado e técnicas de engano, como reuniões falsas e vídeos gerados por IA, para roubar dados financeiros e credenciais de vítimas, destacando a crescente ameaça no espaço de FinTech.

• •• UNC1069 está atacando o setor de criptomoedas com novas táticas de engenharia social.
• •• A Mandiant identificou sete famílias de malware em uma única intrusão.
• •• Técnicas incluem uso de contas comprometidas e reuniões falsas via Zoom.

Apple will end support for the original HomeKit architecture on February 10, 2026, affecting users who haven't updated to the new Apple Home. This change will primarily impact those using an iPad as their Apple Home Hub, as iPads will no longer be supported, requiring a HomePod or Apple TV instead.

• •• Apple will stop supporting the original HomeKit on February 10, 2026.
• •• Users must update to the new Apple Home to maintain functionality.
• •• iPads will no longer be usable as Apple Home Hubs.

Ferrari has unveiled the interior design of its first all-electric supercar, the Ferrari Luce, created by renowned designer Jony Ive and his partner Marc Newson. This collaboration marks a significant step for Ferrari into the electric vehicle market, showcasing a blend of luxury and innovation in automotive design.

• •• Ferrari reveals the interior of its first all-electric supercar, the Luce.
• •• The interior design is led by Jony Ive, famous for his work at Apple.
• •• The Luce was previously known as the Elettrica before its rebranding.

The Google Pixel 9A is currently available for $349, its lowest price yet, ahead of the upcoming Pixel 10A launch. This midrange phone features enhanced water resistance, a larger screen, and offers seven years of software updates, making it a great value for consumers looking for quality at a lower price point.

• •• Google Pixel 9A is discounted to $349 from its original price of $499.
• •• Available in blue, black, or pink with 128GB storage options.
• •• Features IP68 water resistance and a larger, brighter display.

Sony's upcoming WF-1000XM6 wireless earbuds are set to feature significant upgrades, including a new QN3e processor that enhances ANC performance and adds two additional microphones for a total of eight. These improvements come after two and a half years since the last model, promising a better audio experience for users.

• •• Sony's WF-1000XM6 earbuds will feature a new QN3e processor.
• •• The new processor is claimed to be three times faster than the previous model.
• •• Enhanced Active Noise Cancellation (ANC) with eight microphones total.

WhatsApp is starting to roll out voice and video calls on the web version, a feature that is being gradually activated in the beta version. This update is significant for users looking to reduce reliance on desktop applications, such as those available for Windows and macOS.

• •• WhatsApp initiates the rollout of voice and video calls on the web.
• •• Feature is gradually available in the beta version.
• •• Allows for less dependence on desktop applications.

BYD is progressing in the development of solid-state batteries, featuring significant improvements in lifespan and charging speed. Small batch production is scheduled to begin in 2027, with commercial-scale production expected after 2030. The company also announced advancements in sodium-ion batteries, which promise to support up to 10,000 charge cycles, aiming to cater to various segments in the electric vehicle market.

• •• BYD develops solid-state batteries with improvements in lifespan and charging.
• •• Small batch production of batteries will start in 2027.
• •• Commercial-scale production of solid-state batteries is expected after 2030.

Use Claude Code para acelerar a ciência de dados. Domine a limpeza de dados, visualização e prototipagem de modelos com Python, pandas e scikit-learn. Obtenha dicas práticas e acionáveis.

• •• Claude Code pode acelerar o processo de ciência de dados.
• •• Aprenda a limpar dados de forma eficiente.
• •• Melhore suas habilidades em visualização de dados.

This article presents seven Python tricks for exploratory data analysis (EDA) aimed at identifying and resolving data quality issues. These techniques are essential for data scientists looking to enhance their data cleaning and preparation processes, ensuring more accurate analyses and insights.

• •• Explore seven Python tricks for effective exploratory data analysis.
• •• Learn techniques to identify data quality issues early in the process.
• •• Improve data cleaning and preparation for more accurate insights.

This tutorial explores building a high-performance health dashboard using DuckDB, Pyarrow, and Streamlit to analyze Apple Health data. It addresses the challenges of processing large XML files, leveraging modern data engineering techniques to provide quick insights, making personal health analytics accessible and efficient.

• •• Learn to transform Apple Health XML data into actionable insights.
• •• Utilize DuckDB for fast SQL analytics on large datasets.
• •• Employ Pyarrow for efficient data format conversions.

A engenharia de dados é crucial para a criação de sistemas de dados escaláveis e prontos para análise. Em 2026, espera-se que os engenheiros de dados projetem sistemas que suportem decisões em tempo real e cargas de trabalho de IA, destacando a importância dessa função no contexto atual de negócios e tecnologia.

• •• A engenharia de dados vai além do simples transporte de dados.
• •• Em 2026, engenheiros de dados devem criar sistemas escaláveis e confiáveis.
• •• Sistemas devem suportar decisões em tempo real e cargas de trabalho de IA.

The article discusses key machine learning lessons learned over the past month, focusing on challenges such as deadlines, downtimes, and flow times. It emphasizes the importance of adapting to these challenges to improve machine learning workflows and outcomes.

• •• Discusses recent machine learning lessons learned.
• •• Highlights challenges like deadlines and downtimes.
• •• Emphasizes the importance of flow times.

The article discusses strategies for efficiently validating large datasets using Pydantic, emphasizing the importance of clear code and effective tool usage. It provides practical tips aimed at developers looking to optimize data validation processes, which is crucial for maintaining performance in data-heavy applications.

• •• Pydantic is a powerful tool for data validation in Python.
• •• The article offers four practical tips for improving performance.
• •• Clearer code leads to better maintainability and efficiency.

Stage Time Limit is a new feature that helps identify stalled deals in the sales pipeline. It is important because it enables sales teams to recognize opportunities that may be overlooked, improving efficiency and potentially increasing conversion rates.

• •• The Stage Time Limit feature identifies stalled deals in the sales pipeline.
• •• Helps recognize opportunities that may be overlooked.
• •• Improves the efficiency of sales teams.

PresenteIA, from CRMBonus, is a new solution that uses artificial intelligence to predict birthdays, suggest gifts, and facilitate deliveries via WhatsApp. This product emerges following iFood's entry into the company and aims to transform how data is used to personalize gifting experiences.

• •• PresenteIA uses artificial intelligence to predict birthdays.
• •• Offers personalized gift suggestions for users.
• •• Facilitates deliveries directly via WhatsApp.

Chat C&M is a new digital customer service platform that combines automation, artificial intelligence, and relationship management. This innovation aims to enhance customer experience and optimize service processes, standing out in the competitive digital solutions market.

• •Chat C&M combines automation and artificial intelligence for digital customer service.
• •The platform aims to optimize customer relationship management.
• •Launched by C&M to enter the digital customer service market.

RioPrevidência, under investigation, lost money with Banco Master's Arena fund, which invests in public bonds. This fund received the largest contributions among the four Master funds in which the State of Rio de Janeiro's pension invested between 2024 and 2025, raising concerns about investment management and security.

• •• RioPrevidência lost money with Banco Master's Arena fund.
• •• The Arena fund is intended for investments in public bonds.
• •• The investment occurred between 2024 and 2025, with significant contributions.

Japan's Prime Minister, Sanae Takaichi, achieved a significant victory in a general election, securing a supermajority for her party. This resulted in a record surge in the Japanese stock market, with the Nikkei 225 index rising sharply. The victory may enable Takaichi to implement ambitious economic reforms.

• •Sanae Takaichi won the general elections in Japan with a supermajority.
• •The Japanese stock market reached record levels following the victory.
• •The Nikkei 225 index recorded a significant increase.

The CEO of OpenAI emphasizes the growth of ChatGPT in a competitive landscape, highlighting the company's pursuit of an additional $100 billion in funding. This expansion is crucial for maintaining market leadership in artificial intelligence and meeting the increasing demand for innovative solutions.

• •• OpenAI CEO highlights the growth of ChatGPT amid competition.
• •• The company is seeking $100 billion in funding to expand its operations.
• •• ChatGPT is becoming an essential tool in the AI market.

Workday's co-founder Aneel Bhusri returns as CEO following the departure of CEO Eschenbach. Bhusri emphasizes that the company's future direction will center around artificial intelligence, indicating a strategic shift that could impact its offerings and market position.

• •• Aneel Bhusri returns as CEO of Workday.
• •• Eschenbach has departed from the company.
• •• Workday plans to focus on artificial intelligence.

Anthropic is seeking to raise an additional $20 billion following a recent $13 billion equity funding round. The urgency stems from fierce competition among frontier labs and the rising costs associated with compute resources, highlighting the growing demand for investment in AI development.

• •• Anthropic aims to raise $20 billion in funding.
• •• The company previously raised $13 billion just five months ago.
• •• Intense competition among AI labs drives the need for rapid funding.

This article discusses the phenomenon of 'short selling' on B3, highlighting the stocks with the highest rental demand. This is relevant for investors looking to understand market dynamics and profit opportunities in a declining stock scenario. The percentage variation in the rental rate of Raizen shares is one of the key points addressed.

• •'Short selling' is an investment strategy that bets on stock declines.
• •B3 features stocks with high rental demand, indicating investor interest.
• •Raizen stands out with the highest percentage variation in rental rate.

Harvey, a startup that recently reported $190 million in annual recurring revenue (ARR), is reportedly raising funds again at an $11 billion valuation, just months after reaching an $8 billion valuation. This rapid growth highlights the company's strong market position and potential for further expansion.

• •• Harvey is reportedly raising funds at an $11 billion valuation.
• •• The company announced $190 million in annual recurring revenue (ARR) in December.
• •• This valuation marks a significant increase from its previous $8 billion valuation.

U.S. IPO revenues are projected to reach $160 billion by 2026, quadrupling compared to previous years. This forecast from Goldman Sachs highlights the recovery and growth potential of the stock market, reflecting a favorable environment for new companies and investors.

• •U.S. IPO revenues are expected to reach $160 billion by 2026.
• •Projected quadrupling compared to previous years.
• •Forecast made by Goldman Sachs, one of the leading investment banks.

A PwC está reduzindo o número de escritórios nos EUA onde novos consultores podem iniciar suas carreiras, limitando a 13 locais. Essa mudança visa fortalecer o senso de comunidade e colaboração entre os novos funcionários, especialmente após os desafios impostos pela pandemia e pela transformação do trabalho pela IA. A decisão faz parte de uma estratégia mais ampla de aprendizado colaborativo da empresa.

• •• PwC limita o número de escritórios para novos consultores a 13 nos EUA.
• •• A mudança visa promover um senso de comunidade entre os novos funcionários.
• •• A decisão é parte de uma reformulação da estratégia de aprendizado da PwC.

Driven by companies like SpaceX and OpenAI, the U.S. IPO market is expected to reach a record $160 billion by 2026, according to Goldman Sachs. This recovery reflects growing optimism in the technology and innovation sector, impacting investors and the financial market.

• •Goldman Sachs projects $160 billion in U.S. IPOs for 2026.
• •Strong recovery expected, driven by companies like SpaceX and OpenAI.
• •The technology sector is standing out in initial public offerings.

A Lema, uma startup de cibersegurança fundada por ex-membros da unidade de inteligência 8200 de Israel, levantou US$ 24 milhões em uma rodada de financiamento Série A. A empresa visa mitigar os riscos que as empresas enfrentam ao permitir acesso de fornecedores externos a seus sistemas, um problema frequentemente negligenciado na cibersegurança.

• •• Lema é uma startup de cibersegurança focada em gestão de riscos de terceiros.
• •• Levantou US$ 24 milhões em uma rodada de financiamento Série A liderada pela Team8.
• •• Fundada por ex-membros da unidade de inteligência 8200 de Israel em 2023.

The European Union is pressuring Meta to permit the integration of third-party AIs on WhatsApp Business, which currently prohibits external chatbots. This move aims to enhance competition and innovation in the sector, impacting how businesses interact with their customers through the platform.

• •Meta currently prohibits third-party AI chatbots on WhatsApp Business.
• •The European Commission is demanding a review of this ban.
• •The measure aims to promote competition in the communication market.