Edition for September 25, 2026

In real-time streaming, every millisecond counts. AlphaEvolve enables autonomous optimization of code, enhancing performance in video processing without the tedious manual tuning. By integrating cloud-scale AI with local execution, it uncovers performance improvements that traditional profiling might miss, applicable across various domains beyond video.

• •Real-time streaming requires strict frame budgets for optimal performance.
• •Manual code optimization is time-consuming and often ineffective.
• •AlphaEvolve automates code optimization using AI, improving efficiency.

In October 2024, journalist Regina Beraldi interacted with Meta's AI on WhatsApp, asking for movie recommendations. Months later, she reported feeling 'married' to the tool, believing there was consciousness behind its responses, highlighting the evolution of human interactions with chatbots.

• •Journalist formed a close bond with an AI chatbot.
• •Interactions with AI are becoming more emotional.
• •Users are starting to see chatbots as emotional partners.

This article explores various ways to customize AI tools like ChatGPT, Gemini, and Claude. It provides insights into adjusting settings, enhancing user experience, and tailoring functionalities to meet specific needs, making AI tools more effective for individual users and businesses alike.

• •Learn how to personalize AI tools for better performance.
• •Explore customization options for ChatGPT, Gemini, and Claude.
• •Adjust settings to enhance user experience with AI.

The White House has requested OpenAI and Anthropic to withhold their new AI models from UK testers until they are reviewed by the US government. This move aims to ensure US security before sharing with international partners, putting companies in a challenging position between US and UK interests. Anthropic has complied, limiting access to its Claude Mythos 5.1 model to US organizations only.

• •The White House seeks first access to new AI models from OpenAI and Anthropic.
• •UK leaders are advocating for a unified set of global AI principles.
• •The request aims to assess the security of new AI models before international sharing.

Entry-level tech jobs in New York City have dropped by 49% since the AI boom began with ChatGPT's release. A report from the Center for an Urban Future highlights that employers prefer hiring experienced workers, leading to a collapse in the entry-level job ecosystem, which could ultimately harm the tech industry in NYC.

• •Entry-level tech job postings in NYC have decreased by 49%.
• •The decline is attributed to the rise of generative AI technologies.
• •Employers are favoring candidates with 2-3 years of experience.

Oracle's recent force majeure notice regarding Project Jupiter, its flagship AI data center initiative, has raised concerns among investors about the company's capacity to deliver on its AI expansion plans. While Oracle asserts the project remains on schedule, analysts suggest this move indicates an increased risk of delays, impacting the company's ability to meet surging demand for AI computing.

• •Oracle sent a force majeure notice to Blue Owl Capital for Project Jupiter.
• •The project aims to enhance Oracle's AI data center capacity.
• •Investor confidence has wavered regarding Oracle's AI expansion capabilities.

Despite the advancement of artificial intelligence (AI) agents in the workplace, Brazilian companies still struggle to transform experiments into consolidated applications. Only 17% of organizations in the country are at a consolidated adoption stage for AI agents, while 40% are still accelerating their internal initiatives.

• •Only 17% of Brazilian companies have adopted AI in a consolidated manner.
• •40% of organizations are in the acceleration phase of AI initiatives.
• •The study was conducted by Google Cloud.

I ditched dual-boot for WSL, and I'm not going back to partitioning my SSD. Ubuntu on Windows Subsystem for Linux (WSL) has proven to be a more efficient solution for my development needs, eliminating the hassle of managing dual-boot setups.

• •WSL allows seamless integration of Linux on Windows.
• •No need for partitioning SSD for dual-boot setups.
• •Improves efficiency for developers using both OS.

The article discusses how specific settings in Visual Studio Code can streamline the code review process, reducing headaches for developers. By optimizing the IDE's configuration, developers can enhance their coding efficiency and collaboration during reviews, leading to better code quality and faster feedback loops.

• •Optimizing VS Code settings can enhance coding efficiency.
• •Improved configurations lead to better collaboration during code reviews.
• •Streamlined processes can reduce common headaches for developers.

Benjamin e Chance cobrem a semana de notícias da Apple, incluindo uma análise do novo Mac mini M6 e AirPods 5, além de correções de bugs para os novos sistemas operacionais. Também discutem como a IA da Siri tem se comportado no mundo real.

• •Análise do novo Mac mini M6 e AirPods 5.
• •Primeira rodada de correções de bugs para novos sistemas operacionais.
• •Discussão sobre o desempenho da IA da Siri.

MongoDB can start as a single database on one machine, but as applications grow, data must be distributed across multiple machines and regions. This article explains how to transition from a single-node setup to a multi-region cluster using MongoDB Atlas and self-managed deployments, emphasizing key concepts like nodes, replica sets, and sharding.

• •MongoDB begins as a single database process on one machine.
• •As traffic grows, data is split across multiple machines for scalability.
• •Key concepts include nodes, replica sets, and sharding.

AI coding agents are accelerating software development but also increasing the risk of credential leaks. GitGuardian's 2026 report reveals that AI-assisted commits leak secrets at twice the rate of human-written ones, highlighting a growing concern in the realm of software security.

• •AI coding agents are transforming software development speed.
• •Credential leaks are becoming more frequent with AI involvement.
• •GitGuardian's report indicates a doubling of leaks from AI-assisted commits.

O artigo discute 12 recursos de CSS que podem ajudar os desenvolvedores a eliminar dependências de bibliotecas externas. Esses recursos incluem novas propriedades e funcionalidades que simplificam o desenvolvimento front-end, permitindo uma maior eficiência e controle sobre o design sem a necessidade de frameworks pesados.

• •Recursos de CSS podem reduzir a dependência de bibliotecas externas.
• •Novas funcionalidades simplificam o desenvolvimento front-end.
• •Adoção de CSS moderno melhora a eficiência do código.

The article discusses the importance of properly managing order shipped event notifications, emphasizing the need for generating and validating reports before sending notifications. It outlines a systematic approach for tracking the status of notifications and ensuring that recipients receive complete attachments, highlighting the significance of actionable alerts over mere success rates.

• •Properly manage order shipped event notifications.
• •Generate and validate reports before sending notifications.
• •Track the status of notifications to ensure completeness.

Google Kubernetes Engine (GKE) 1.37 introduces a native scale-to-zero feature, allowing workloads to completely stop consuming resources when idle. This innovation not only reduces costs but also enhances resource management by enabling quick restarts during demand spikes, decoupling infrastructure costs from workload readiness.

• •GKE 1.37 allows workloads to scale down to zero replicas.
• •This feature helps in reducing unnecessary compute resource consumption.
• •Workloads can be quickly restarted using GKE capacity buffers.

Google Cloud has introduced built-in support for Prometheus metrics in Google Kubernetes Engine (GKE), allowing users to utilize PromQL queries for customizing autoscaling triggers. This update eliminates the need for third-party adapters, reducing metrics reading latency to 5 seconds and simplifying the scaling of complex workloads based on various infrastructure metrics.

• •GKE now supports Prometheus metrics natively.
• •Users can customize autoscaling triggers with PromQL queries.
• •Metrics reading latency has been reduced to 5 seconds.

Skyone achieved a 38% reduction in infrastructure costs for POPULIS, a software company specializing in human resources management, after migrating the client's technology environment to Oracle infrastructure. The operation was executed using Skyone Autosky, the company's solution for cloud migration and management.

• •Skyone migrates POPULIS to Oracle Cloud.
• •38% reduction in infrastructure costs.
• •POPULIS is a human resources software company.

Last July, a unit conversion error in AWS Cost Explorer caused absurdly inflated bills, leading to panic among engineers. Although AWS fixed the bug quickly, it highlighted a critical issue: the lack of effective cost governance tools. Many companies fail to activate controls that could prevent runaway costs, emphasizing the need for better budget management in cloud services.

• •AWS Cost Explorer displayed incorrect bills due to a unit conversion error.
• •Engineers panicked, fearing for their companies' financial health.
• •The incident revealed flaws in cloud cost governance tools.

The article discusses a migration involving a Windows workload and TrueNAS servers, revealing complexities in the storage stack. It highlights five distinct layers of storage that can independently fail, emphasizing the importance of understanding each layer's health during such migrations. The author reflects on the lessons learned from the migration process, particularly regarding network and service reachability.

• •Migration involved moving workloads and TrueNAS servers to a new network.
• •Five layers of the storage stack were identified, each with unique failure modes.
• •Failures were often invisible from the higher layers of the stack.

This article emphasizes the importance of treating DNS zone identifiers as opaque control-plane keys and not as domain names. It recommends separating zone identity from tenant hostnames and ensuring proper validation before DNS record writes to prevent errors and improve operational efficiency.

• •Treat DNS zone identifiers as opaque control-plane keys.
• •Separate zone identity from tenant hostnames for clarity.
• •Validate ownership before DNS record writes to avoid errors.

Google Cloud plans to double its processing capacity in Brazil by 2030, driven by the growing demand for artificial intelligence and cloud services. The announcement was made during the Google Cloud Summit Brazil 2026 in São Paulo.

• •Google Cloud plans to double processing capacity by 2030.
• •Expansion is driven by increasing demand for AI and cloud services.
• •Announcement took place at the Google Cloud Summit Brazil 2026 in São Paulo.

A spreadsheet containing employee data from the FBI, allegedly stolen by the ShinyHunters group, includes sensitive information about agents involved in operations related to China, Russia, and Iran. The file contains personal data of thousands of employees, raising security and privacy concerns. The FBI is investigating the breach and the information leak.

• •FBI employee data was leaked by hackers.
• •Information includes names, addresses, and Social Security numbers.
• •Agents involved in operations against China, Russia, and Iran are exposed.

The FBI and CISA have released a fact sheet for critical infrastructure operators, emphasizing the need for caution when working with third-party ICS integrators. Key recommendations include applying the principle of least privilege (PoLP) to minimize access and reduce vulnerabilities, as failure to do so may expose systems to malicious cyber actors and compromise critical operations.

• •FBI and CISA highlight risks of third-party ICS integrators.
• •Emphasis on applying the principle of least privilege (PoLP).
• •Failure to enforce security can expose critical infrastructure.

Security researchers developed an attack that allows hackers with privileged access to register a rogue external MFA provider, which can steal users' passwords during legitimate login attempts. This vulnerability poses a significant threat to user security and highlights the need for robust authentication measures.

• •Hackers can exploit privileged access to register rogue MFA providers.
• •Legitimate login attempts can be hijacked to steal passwords.
• •This attack undermines the security of multi-factor authentication.

Russia is intensifying its hybrid warfare, while Europe hesitates on how to respond. Germany, for instance, is facing attempts of drone attacks, highlighting the growing security threat in the region. The situation demands a coordinated and effective response from European nations to protect their infrastructures and ensure public safety.

• •Russia is ramping up its hybrid warfare operations.
• •Germany reported attempts of drone attacks on its territory.
• •Europe's hesitation in responding may exacerbate the security situation.

Uma nova variante do malware MacSync, que visa sistemas macOS, agora utiliza eventos públicos do calendário do iCloud para entregar novos payloads nativos.

• •MacSync malware atinge sistemas macOS.
• •Utiliza eventos públicos do iCloud para disseminação.
• •Entrega novos payloads nativos de forma discreta.

Um novo malware chamado Carbonato está atacando hosts inseguros que executam daemons Docker para instalar o framework Hermes Agent AI e assumir o controle. Essa ameaça destaca a vulnerabilidade de sistemas que não estão adequadamente protegidos, especialmente em ambientes de containerização.

• •Carbonato é um malware que visa hosts Docker inseguros.
• •Instala o framework Hermes Agent AI para controle remoto.
• •Aumento das ameaças cibernéticas em ambientes de containerização.

CVE-2026-76443 affects Cisco Secure Email Gateway and Cisco Secure Email and Web Manager, versions 15.5 and earlier. This critical vulnerability allows attacker-supplied input to reach sensitive processing contexts. Exploitation could lead to unauthorized command execution and data access. Administrators should apply the fixed release and restrict management access to mitigate risks.

• •CVE-2026-76443 is a critical injection vulnerability in Cisco products.
• •Affected versions include Cisco Secure Email Gateway and Web Manager 15.5 and earlier.
• •Exploitation may allow unauthorized command execution and data access.

At Meta's event, Mark Zuckerberg unveiled the Muse Charm, an AI-powered device similar to Tamagotchi. Featuring a 2-inch screen and 5G internet support, the device allows direct interaction with a virtual character without relying on smartphones. Analysts believe it could attract young consumers but warn that it needs to offer unique features to become a mass-market product.

• •Muse Charm is an AI device, similar to Tamagotchi.
• •It has a 2-inch screen and supports 5G internet.
• •Allows direct interaction with a virtual character.

The New York Times Cooking app is introducing a 'hands-free' mode for Meta's AI and display glasses, allowing users to have recipe steps narrated to them. This innovation aims to enhance the cooking experience by integrating technology into everyday tasks.

• •New York Times Cooking app adds 'hands-free' mode.
• •Users can have recipe steps narrated via Meta's glasses.
• •Integration of AI enhances user experience in cooking.

A OnePlus 15 running the latest OxygenOS can be rooted by a malicious app that does not require special permissions. Researcher Rasmus Moorats exploited two flaws in OnePlus's software to gain root access, which affects many other OnePlus and OPPO devices as well.

• •OnePlus 15 can be rooted by malicious apps without special permissions.
• •Researcher Rasmus Moorats discovered two flaws in OnePlus's software.
• •The vulnerabilities allow for the highest level of control over Android devices.

Google Photos is rolling out a handful of new features, including a Redact Markup tool and 'Moods' on Android. These updates aim to enhance user experience by providing more creative options for photo editing and privacy.

• •Google Photos introduces a new Redact Markup tool.
• •The app now features 'Moods' for enhanced photo editing.
• •These updates are being rolled out on Android devices.

Google is rolling out new health features for the Pixel Watch 5, including blood pressure trends, insulin resistance trends, and sleep breathing quality metrics, enhancing its health monitoring capabilities.

• •Google introduces new health metrics for Pixel Watch 5.
• •Features include blood pressure and insulin resistance tracking.
• •Sleep breathing quality metrics are also being added.

Meta has launched the Ray-Ban Meta Audio smart glasses, now without a camera, to address privacy concerns. The device enables clearer voice calls and music playback, and is compatible with the AI agent Muse. The company also introduced the new generation of camera-equipped glasses, which has sparked debates about non-consensual recording.

• •Ray-Ban Meta Audio was launched without a camera to address privacy concerns.
• •The device promises improved clarity for calls and audio playback.

Apple has launched the Beats 360, wireless headphones featuring swappable cushions and up to 32 hours of battery life. The model includes features such as active noise cancellation, spatial audio, and quick connection. Additional cushion kits are priced at $49.99 each, allowing for visual customization of the headphones.

• •Beats 360 are priced around R$ 1,800 and feature swappable cushions.
• •Features include active noise cancellation and spatial audio.
• •Battery life of up to 32 hours, even with cancellation activated.

The article discusses the paradox faced by companies in the technology era, where increased data collection demands more rigorous curation. Managing and interpreting large volumes of information becomes crucial for strategic decision-making and operational efficiency.

• •Data collection in companies is growing exponentially.
• •More data requires more careful and strategic curation.
• •Correct interpretation of data is vital for effective decisions.

Heyship, a company in the Leonora Ventures portfolio, will present a study on the textile sector at Gotex Show and launch a Mandarin platform at Canton Fair, aiming to bring data intelligence to foreign trade between China and Brazil.

• •Heyship is a startup focused on data intelligence.
• •It will participate in Gotex Show to present a study of the textile sector.
• •It will launch a Mandarin platform at Canton Fair.

This article discusses six essential habits for maintaining the longevity of data science notebooks. It emphasizes the importance of practices that ensure notebooks remain runnable and useful even after a period of inactivity, addressing common pitfalls that lead to their abandonment.

• •Data science notebooks often become unusable shortly after creation.
• •Implementing good habits can enhance notebook longevity.
• •The article outlines six key practices for notebook maintenance.

This article explores the process of transforming words into vectors using techniques like TF-IDF and vector space models, which are crucial for text classification. It delves into the mathematical foundations and practical applications of these methods in data science, providing insights into how text data can be effectively analyzed and utilized.

• •Explains the concept of TF-IDF in text analysis.
• •Describes the vector space model for representing text data.
• •Discusses the importance of text classification in data science.

Polars is a high-performance DataFrame library built in Rust, utilizing the Apache Arrow memory format. Its efficiency stems from a unique model that allows users to describe their work as expressions, which the Polars query engine then optimizes for execution.

• •Polars is designed for high-performance data processing.
• •It leverages Rust and Apache Arrow for speed.
• •Users define operations as expressions.

This article discusses four practical applications of AI in the context of preparing a PhD thesis. It highlights how AI can assist in finding citations, consolidating code, fact-checking, and preparing for the defense, ultimately enhancing the efficiency and accuracy of the research process.

• •AI can streamline the citation process for academic research.
• •Consolidating code with AI improves the organization of research projects.
• •Fact-checking using AI ensures the integrity of the thesis content.

Investment in B2B sales may involve hiring salespeople, expanding prospecting efforts, and implementing a CRM. Home equity emerges as an alternative to finance this growth, preventing the concentration of resources in the company's cash, which is used for daily expenses and operations.

• •Investment in B2B sales can include new hires.
• •Prospecting and adopting technologies are essential.
• •Implementing a CRM is a recommended strategy.

Payment in B2B sales may not occur immediately after customer approval. Although the opportunity is marked as won in the CRM, it is crucial to follow a checklist to ensure the sale is finalized, avoiding surprises that could jeopardize the deal.

• •Payment in B2B sales can be a complex process.
• •Customer approval does not guarantee immediate closure.
• •A checklist can help prevent losses after approval.

Peter Thiel argues that the anti-AI sentiment in the US is largely self-inflicted rather than a result of external pressures from China. He criticizes the tendency to blame China for the backlash, suggesting that the narrative is oversimplified and that internal factors play a significant role.

• •Peter Thiel believes the US is to blame for its anti-AI sentiment.
• •He criticizes the narrative that China is the main driver of this backlash.
• •Thiel labels the Pope as a 'useful idiot' for the CCP regarding AI.

Rede D’Or has distinguished itself in the healthcare sector by combining cutting-edge medicine with unprecedented scale in Brazil, resulting in record performance and the MELHORES E MAIORES Company of the Year award.

• •Rede D’Or is the largest hospital network in Brazil.
• •The company received the MELHORES E MAIORES Company of the Year award.
• •The combination of technology and medicine is a competitive differentiator.

Food companies are adapting to new consumption realities where weight loss pens influence dietary patterns. This requires innovation and a reevaluation of strategies to meet a population seeking health and well-being.

• •Food companies are facing changes in consumer habits.
• •Weight loss pens impact the demand for traditional products.
• •There is a need for innovation to meet new dietary standards.

Amid the turbulence of the Brazilian market last year, the 1,000 BEST AND LARGEST companies demonstrated recovery power: profits increased, and no sector reported a decline in revenues.

• •The 1,000 largest companies in Brazil showed resilience.
• •Profits grew despite an unstable market.
• •No sector reported a decline in revenues.

HubSpot and Salesforce are scrutinizing the data provided to marketing agents, emphasizing that the reliability of these agents hinges on the accuracy of the information supplied by business owners. This highlights a critical vulnerability in marketing automation.

• •HubSpot and Salesforce are evaluating marketing agent data.
• •The reliability of marketing agents is tied to user-provided information.
• •Business owners play a crucial role in data accuracy.

In America, the wealth gap is widening, with the top 1% and 0.1% increasing their net worth significantly compared to the bottom 50%, which saw minimal growth. This disparity highlights a K-shaped economy where the wealthy benefit from investments while lower-income households struggle with rising costs of living.

• •The wealth gap in America is becoming increasingly pronounced.
• •The top 1% of households saw an average net worth increase of $1.8 million.
• •The bottom 50% of households added only $1,200 in two years.

LIS (LiveIn Shop), a technology company specializing in video commerce, announces the arrival of Bernardo Winik as its new investor and strategic advisor. The executive will not only provide financial support but will also serve as a mentor, reinforcing LIS's strategy to expand its market presence.

• •Bernardo Winik joins LIS as an investor and advisor.
• •LIS specializes in video commerce.
• •The announcement took place in September 2026.

Most AI founders are chasing venture capital when the retention data says they shouldn't. This article explores the reasons why raising VC may not be the best option for many founders in the AI space, emphasizing the importance of sustainable growth over quick funding.

• •Many AI startups pursue venture capital funding.
• •Retention data suggests that this may not be necessary.
• •Sustainable growth should be prioritized over quick funding.

Rorra founders Brian Keller and Charlie Carlisle have introduced a plastic-free water pitcher priced at $249. The initial batch of these eco-friendly pitchers has already sold out, indicating strong consumer interest in sustainable products.

• •Rorra's water pitcher is designed to be plastic-free.
• •The product is priced at $249, targeting eco-conscious consumers.
• •Founders Brian Keller and Charlie Carlisle have launched the product successfully.

The article tells the inspiring story of a former PepsiCo executive who, after being diagnosed with a rare cancer and given months to live, turned her life around by opening a $500,000 fitness franchise called Hotworx, which offers 24/7 infrared sauna workouts.

• •Former PepsiCo executive diagnosed with rare cancer.
• •Given only months to live, she sought a new path.
• •Opened a $500,000 franchise called Hotworx.

With R$ 850 million under management, DOMO.VC, celebrating its 10th anniversary, aims to redefine startup financing in Brazil by expanding its focus beyond venture capital and investing in structured credit for technology companies.

• •DOMO.VC marks a decade of operation in the market.
• •The firm manages R$ 850 million.
• •Expansion into structured credit is a new development.

Driven by credit cards, personal loans, and Tap to Pay, the fintech RecargaPay expanded its user base by 50% in just over a year, reaching 15 million customers in Brazil. The company also reported a revenue of 1.66 billion.

• •RecargaPay grew 50% in users within a year.
• •Reached 15 million customers in Brazil.
• •Fueled by services like credit cards and Tap to Pay.