Edition for September 13, 2026

Sam Altman, CEO of OpenAI, stated that the company does not plan to go public before 2027. This decision reflects OpenAI's strategy to restructure and focus on innovations in artificial intelligence while aiming to maximize its market value prior to an IPO.

• •Sam Altman confirmed that OpenAI's IPO will not occur before 2027.
• •The decision is linked to an internal restructuring of the company.
• •OpenAI aims to maximize its market value before going public.

OpenAI CEO Sam Altman and Elon Musk of xAI have aligned with Dario Amodei, CEO of Anthropic, on the need to slow down artificial intelligence development following a series of concerning incidents. This stance reflects a growing concern over the risks associated with AI.

• •Sam Altman and Elon Musk call for a slowdown in AI development.
• •The proposal arises after concerning incidents related to the technology.
• •Dario Amodei, CEO of Anthropic, also supports this view.

Dario Amodei, CEO of Anthropic, has called for a slowdown in artificial intelligence development, emphasizing the importance of risk prevention. He believes that a more cautious approach is essential to ensure safety and accountability in the use of this technology.

• •Dario Amodei from Anthropic advocates for caution in AI development.
• •Emphasizes the importance of preventing risks associated with the technology.
• •The proposal suggests a slowdown in the pace of innovation.

Despite the significant drop in token prices for AI, organizations are witnessing an increase in their overall AI expenses. This paradox highlights the complexities of AI implementation and the hidden costs associated with deploying advanced AI systems, which may not be immediately apparent from token pricing alone.

• •Token prices for AI have dramatically decreased.
• •Organizations are experiencing rising overall AI costs.
• •The paradox indicates complexities in AI deployment.

Cogna leverages artificial intelligence to extend relationships with students beyond graduation by implementing a lifelong learning strategy. This approach aims to transform students into long-term clients, addressing the growing need for continuous learning in the job market.

• •Cogna invests in artificial intelligence for student retention.
• •Lifelong learning strategy seeks ongoing relationships.
• •Goal is to transform students into permanent clients.

Financial departments in medium and large Brazilian companies are stuck in the early stages of artificial intelligence (AI) adoption, even in a country that leads the use of technology in the corporate environment. This is highlighted by a survey conducted by Barte with over 100 CFOs and industry leaders.

• •The survey involved over 100 CFOs and financial leaders.
• •Most companies still operate at basic stages of AI.
• •Brazil is a leader in technology adoption in the corporate environment.

Zendesk has introduced AI-powered Real-Time Voice Translation in its Contact Center, enabling seamless communication between customers and agents across different languages. This feature aims to enhance customer experience and improve operational efficiency.

• •Zendesk's new feature supports real-time voice translation.
• •It enhances communication between agents and customers globally.
• •The integration aims to improve customer experience.

GPT‑6 Astra improves Devin’s ability to test software and show that it works, with the goal of helping engineers review less code and ship more.

• •GPT‑6 Astra enhances software testing capabilities.
• •Devin aims to reduce code review time for engineers.
• •The tool facilitates faster shipping of software.

The article discusses how AI-generated tests can inadvertently worsen coding agents by allowing regressions to pass unnoticed. It highlights a Python example where a bug fix appears to work but fails to meet all requirements, emphasizing the importance of thorough testing beyond automated solutions.

• •AI-generated tests may overlook critical edge cases.
• •Regression issues can arise even with passing tests.
• •A Python example illustrates potential pitfalls.

Most audit logs rely on application promises not to modify data, which is risky. This article discusses the importance of enforcing append-only constraints at the database level to ensure audit integrity, detailing effective patterns like using an INSERT-only role that prevents updates or deletions, thus enhancing security against bugs and malicious actions.

• •Audit logs often depend on application promises, which can fail.
• •Database-level constraints are essential for true audit integrity.
• •Using an INSERT-only role can prevent unauthorized data modifications.

FDEs are becoming some of the most in-demand engineers in AI. Here’s the 7-step roadmap to becoming one in 2026.

• •FDEs are crucial for bridging AI technology with real-world applications.
• •The demand for FDEs is expected to rise significantly by 2026.
• •The article outlines a 7-step roadmap for aspiring engineers.

The author reflects on a work incident where an AI agent made changes that passed CI without proper verification of its authority. This experience shifted the focus from traditional code reviews to reviewing the agents themselves, highlighting the risks of relying on automated tools without understanding their underlying processes and permissions.

• •An AI agent made a change that passed CI without proper verification.
• •The review process shifted from code to agent behavior and authority.
• •Many teams are unaware of the implications of using AI in code reviews.

The map() method creates a new array populated with results from a provided function on each element of the calling array. It preserves the index range and transforms only existing values, returning a new array of the same length with the callback results replacing existing elements.

• •The map() method is essential for transforming arrays in JavaScript.
• •It creates a new array, preserving the original array's structure.
• •The method can handle sparse arrays by skipping holes.

This article discusses the process of splitting a tightly coupled Python pipeline into independently deployable services, highlighting the benefits of modular architecture in software development. It emphasizes the importance of scalability and maintainability in modern applications.

• •Explains the challenges of tightly coupled systems.
• •Describes the benefits of modular architecture.
• •Focuses on Python pipelines and their deployment.

The article discusses the challenges of powering AI systems, particularly in relation to infrastructure failures in data centers. It highlights incidents in Ashburn, Virginia, where transmission line faults have led to significant power losses, emphasizing the need for robust architecture to support the growing demands of AI technologies.

• •Infrastructure failures can severely impact AI operations.
• •Ashburn, Virginia, is critical for global data center capacity.
• •Past incidents have caused massive power losses.

Build and launch cloud agents with the Agents API, a managed service powered by the Codex harness for orchestration, long-running sessions, and tool use.

• •The Agents API enables the creation of cloud agents.
• •It is powered by the Codex harness for orchestration.
• •Supports long-running sessions for complex tasks.

AWS introduces Amazon EBS Volume Clones with cross-account copy, allowing users to create copies of EBS volumes in other AWS accounts and optionally re-encrypt them using an AWS KMS key in the target account.

• •AWS launches EBS Volume Clones for cross-account copying.
• •Users can create copies of EBS volumes in different accounts.
• •Optional re-encryption with AWS KMS key is supported.

Massachusetts has become the third state in as many months to impose new restrictions on data center development, focusing on clean power regulations. This move reflects a growing trend among states to regulate the energy consumption of data centers.

• •Massachusetts introduces new clean power rules for data centers.
• •This is the third state to implement such restrictions recently.
• •The regulations aim to promote sustainable energy use.

Kubernetes v1.37 introduces five new Node lifecycle conditions: DrainInProgress, Drained, MaintenancePlanned, MaintenanceInProgress, and GracefulNodeShutdownInProgress. These conditions provide a standardized way to report the status of a Node during various maintenance activities, enhancing visibility and management of Node states.

• •Kubernetes v1.37 adds five Node lifecycle conditions.
• •Conditions include DrainInProgress and MaintenancePlanned.
• •These conditions improve Node status reporting.

The article discusses the challenges faced during database migration to Google Cloud SQL, specifically the failure of SQL Server logins to migrate. It emphasizes that this is a deliberate design choice of the Database Migration Service (DMS) to enhance security and compliance, protecting organizations from potential unauthorized access.

• •Database Migration Service (DMS) efficiently replicates database schemas.
• •SQL Server logins do not migrate to enhance security posture.
• •This design choice prevents unauthorized privilege escalation.

The artificial intelligence lab Anthropic released a report stating that its products, including Claude, have been used in activities such as weapon development, electronic espionage, surveillance, and fraud. These cases raise concerns about the ethical use of technology.

• •Anthropic revealed instances of inappropriate use of its AI, Claude.
• •Activities include weapon development and electronic espionage.
• •The report highlights surveillance and fraud as problematic uses.

An attacker is utilizing a semi-autonomous coding agent to exploit poorly secured LLM resale gateways. This operation involves acquiring API access through web vulnerabilities, validating inference capacity, and consolidating it behind their own gateway.

• •An attacker is leveraging a semi-autonomous coding agent.
• •Focus on exploiting poorly secured LLM resale gateways.
• •Acquisition of API access through common web vulnerabilities.

California Governor Gavin Newsom has signed laws aimed at protecting children online, including one that prohibits social media from offering addictive features to users under 16. These measures seek to enhance online safety and reduce the risks associated with social media use among youth.

• •Gavin Newsom signed new laws for online child safety.
• •Laws prohibit addictive features on social media for users under 16.
• •Initiative aims to protect children from social media risks.

For many years, technology was seen as an operational cost. However, digital transformation has shifted this perception, and now companies that view cybersecurity as a strategic investment are excelling in the digital economy. This mindset change is crucial for organizational competitiveness and protection.

• •Technology was viewed as an operational cost.
• •Digital transformation has elevated cybersecurity to a strategic investment.
• •Companies adopting this perspective excel in the digital economy.

Um grupo de hackers vinculado à China explorou uma falha no Sogou Input Method, uma ferramenta popular para digitar caracteres chineses no Windows, para instalar um backdoor nos computadores das vítimas, segundo a Gen Digital. O ataque começou com um link manipulado, permitindo ao invasor realizar qualquer ação que o usuário logado pudesse executar.

• •Grupo de hackers UNC3569 está vinculado à China.
• •Exploração de falha no Sogou Input Method foi a técnica utilizada.
• •O ataque permitiu a instalação de um backdoor nos sistemas das vítimas.

A Ukrainian national has been sentenced to four years in prison for his involvement in Conti ransomware attacks from 2021 to 2022. This case highlights the ongoing challenges in combating cybercrime and the legal repercussions for those involved in such activities.

• •Ukrainian national sentenced for Conti ransomware involvement.
• •Prison term of four years reflects legal consequences.
• •Conti gang was active in ransomware attacks from 2021-2022.

It doesn't flip - it folds, was the phrase that circulated when Apple unveiled its new iPhone Duo, a foldable phone. The event in Cupertino allowed journalists to test the device ahead of its public launch in October.

• •Apple introduced the iPhone Duo, a foldable phone.
• •The event took place in Cupertino, California.
• •Journalists had the opportunity to test the device.

No episódio de hoje do 9to5Mac Daily, discutimos o lançamento dos AirPods 5 e os aumentos de preços do iPhone. O programa oferece uma visão geral das principais notícias do dia, destacando as inovações da Apple e suas implicações no mercado.

• •Lançamento dos novos AirPods 5 pela Apple.
• •Aumento de preços dos modelos de iPhone.
• •Análise das inovações tecnológicas da Apple.

Bad actors are misusing Google Play's Early Access program to push deceptive apps that claim to offer money, rewards, casino winnings, and premium content. This raises concerns about the integrity of app distribution and user safety in the Android ecosystem.

• •Google Play's Early Access program is being exploited by malicious developers.
• •Deceptive apps promise money and rewards, misleading users.
• •The integrity of app distribution on Android is at risk.

In its first major launch under John Ternus's leadership, Apple introduced the iPhone Duo, its first foldable smartphone. Priced between $1,999 and $3,200, the device aims to redefine the foldable smartphone experience, setting itself apart from competitors. The design shift may be a response to criticism regarding Apple's lack of innovation in recent years.

• •Apple launches the iPhone Duo, its first foldable smartphone.
• •The new model is the most expensive ever released by the company.
• •Ternus claims the design is inspired by the iPad and is intuitive.

This accessory is a must-have for mobile filmmakers, offering compact wireless audio solutions at an affordable price of $45. It enhances the audio quality of mobile video productions, making it easier for creators to achieve professional results without breaking the bank.

• •Affordable wireless audio solution for filmmakers.
• •Compact design ideal for mobile setups.
• •Enhances audio quality in video productions.

BYD's car multimedia system is based on Android but utilizes proprietary platforms like DiLink and ICS for infotainment functions. These platforms are tailored for each model and should not be confused with Android Auto, which is a smartphone integration solution.

• •BYD uses Android as the foundation for its multimedia system.
• •The DiLink and ICS platforms are specific to infotainment.
• •The interface and apps vary by model and year of the car.

This article provides a cheat sheet for SQL query interview questions, focusing on common tasks such as finding the second highest salary, the Nth highest salary, and identifying duplicate rows in a table. Each query is presented with explanations and variations to enhance understanding and preparation for technical interviews.

• •Find the second highest salary using a subquery.
• •Retrieve the Nth highest salary with LIMIT and OFFSET.
• •Use a correlated subquery to find the Nth highest salary.

The article discusses the transition from static model assignment to intelligent, task-level selection of large language models (LLMs) in multi-agent systems. This adaptive model routing aims to optimize inference costs, enhancing efficiency in processing tasks.

• •Focuses on optimizing LLM inference costs.
• •Introduces adaptive model routing for multi-agent systems.
• •Shifts from static to intelligent model assignment.

This article discusses the development of an AI Data Analyst that operates through a six-stage pipeline, ensuring accuracy before presenting answers. It emphasizes the importance of rigorous verification in AI analytics.

• •The AI Data Analyst follows a six-stage pipeline.
• •It verifies data accuracy before delivering results.
• •The approach mimics the thought process of a senior analyst.

This article explores the concept of permutation symmetry in deep learning and its implications for weight averaging and model merging. It highlights how understanding this symmetry can influence the effectiveness of neural network models, particularly in collaborative settings where multiple models are combined.

• •Explores permutation symmetry in deep learning.
• •Discusses implications for weight averaging.
• •Analyzes model merging techniques.

For R&D organizations, agentic AI offers a new method to tackle complex scientific and engineering challenges. This involves exploring multiple hypotheses, validating them with evidence, learning from failures, and adapting strategies as new data emerges.

• •Agentic AI transforms the R&D landscape.
• •Encourages exploration of multiple hypotheses.
• •Focuses on evidence-based validation.

A model is only as reliable as the assumptions behind it. This article discusses the importance of questioning and retesting assumptions in data science to ensure model reliability and validity.

• •Models depend heavily on underlying assumptions.
• •Regularly questioning these assumptions is crucial.
• •Retesting can reveal flaws in model predictions.

CallRail has launched new features that integrate real-time scheduling with HubSpot, allowing inbound calls to be converted into confirmed appointments. This integration also provides HubSpot’s AI agents with enhanced customer context, improving customer interactions and operational efficiency.

• •CallRail introduces real-time scheduling integration with HubSpot.
• •Inbound calls can now be turned into confirmed appointments.
• •HubSpot’s AI agents gain access to richer customer context.

Customer success teams have to support more customers, move faster, and still make every touchpoint feel relevant. Digital customer success helps teams close that gap by using unified customer data, automation, AI, and self-service touchpoints to guide customers from onboarding through renewal without relying on one-to-one customer success manager (CSM) coverage for every interaction.

• •Digital customer success enhances efficiency for support teams.
• •Utilizes unified customer data to improve interactions.
• •Incorporates automation and AI for streamlined processes.

Programas de sucesso do cliente podem estagnar silenciosamente. Semanas após o término da integração, os clientes param de construir hábitos com o produto, as equipes perdem sinais iniciais e o que parecia um bom começo se transforma em um risco de churn que ninguém percebeu.

• •Programas de sucesso do cliente enfrentam desafios após a integração.
• •Clientes podem se tornar menos engajados rapidamente.
• •Sinais de problemas podem passar despercebidos pelas equipes.

The article discusses the silence surrounding the effectiveness of AI implementations in enterprises. During a recent CRMKonvo with Jon Reed, the conversation highlighted the gap between AI adoption and measurable outcomes, emphasizing the need for transparency and accountability in AI initiatives.

• •AI adoption is widespread, yet results are rarely disclosed.
• •The discussion took place during a CRMKonvo event.
• •Jon Reed and Ralf Korb explored the implications of this silence.

Enterprise customer service is the process of supporting large business customers at scale. Unlike SMB support, it involves greater complexity, more stakeholders, strict governance requirements, and contractual service expectations.

• •Enterprise customer service supports large business clients.
• •It involves greater complexity than SMB support.
• •More stakeholders are typically involved in the process.

Larry Ellison, co-founder of Oracle, has decided to cancel a plan to sell $7.5 billion in company shares due to market pressure, as shares have dropped 16% since the announcement. This decision reflects market volatility and investor concerns regarding Oracle's performance.

• •Larry Ellison cancels plan to sell Oracle shares.
• •The plan involved the sale of $7.5 billion in shares.

Ariane Diniz, daughter of the founder of Óticas Diniz, heads one of the largest optical chains in the country, focusing on smaller cities and e-commerce to drive revenue to R$ 1.7 billion.

• •Ariane Diniz took over leadership of Óticas Diniz at the age of 29.
• •The chain currently operates 1,000 stores.

Roberto Oliveira, who began his journey selling products at fairs, founded the Corpo e Saúde gym network, which now generates R$ 48 million in revenue. With 44 locations in operation and 26 more under development, his story exemplifies entrepreneurship and resilience.

• •Roberto Oliveira started by selling products at fairs.
• •The Corpo e Saúde network now generates R$ 48 million in revenue.
• •Currently, there are 44 locations open.

The end of the blusinhas tax, which allowed an additional 20% charge on imported products up to $50, sanctioned by President Lula, may lead to an increased exodus of the textile industry from Brazil, with 200 companies already relocating to Paraguay in recent years.

• •The end of the blusinhas tax was sanctioned on September 10.
• •The tax allowed an additional 20% charge on imported products up to $50.
• •The measure may accelerate the migration of the textile industry to Paraguay.

It was a monster week for U.S. startup funding, with four companies each raising $1 billion or more. The Boring Co. led with a $3 billion Series D, followed by AI coding startup Cognition at $2 billion. Joining them near the top was fleet management software provider Motive, which landed $1.3 billion, while reusable rocket developer Stoke Space raised another $1 billion.

• •The Boring Co. secured $3 billion in Series D funding.
• •Cognition, an AI coding startup, raised $2 billion.
• •Motive, a fleet management software provider, raised $1.3 billion.

A good human-in-the-loop for AI hiring involves more than just confirming AI decisions. It requires a structured approach to assess the reversibility and stakes of decisions, ensuring that humans remain accountable for hiring outcomes. This article discusses how to design an effective oversight system for AI in recruiting, emphasizing the importance of human judgment in high-stakes hiring scenarios.

• •Human oversight is crucial in AI hiring processes.
• •AI can amplify existing biases if not monitored properly.
• •Decisions like rejecting candidates should always involve human judgment.

The article discusses the increasing selectivity of venture capital in Brazil, highlighting that only 17 deals were made, totaling around R$ 900 million, primarily in IT and financial solutions. This shift reflects a more stringent environment for startups, which face challenges in attracting investments.

• •Venture capital in Brazil is becoming more selective.
• •Only 17 deals were made, totaling R$ 900 million.
• •The IT and financial solutions sectors were the most benefited.

Berry transforms consultants into franchisees and leverages artificial intelligence to boost productivity in his consultancy, now valued at R$ 45 million with 170 franchises. The CEO's journey of overcoming near bankruptcy at 22 exemplifies resilience and innovation in the industry.

• •Berry uses AI to optimize processes and enhance productivity.
• •The consultancy has grown to a market value of R$ 45 million.
• •The company currently operates 170 franchises.

The subscription economy is facing tougher growth challenges, with rising competition driving up customer acquisition costs. Traditional growth strategies like upselling and price increases are under pressure, particularly in mature sectors such as telecommunications. A recent JPMorganChase survey indicates that growth remains a primary concern for a significant portion of businesses.

• •The subscription economy is entering a challenging growth phase.
• •Customer acquisition costs are rising due to increased competition.
• •Traditional growth strategies are facing significant pressure.

Approaching its one-year mark in the acquiring market, BTG Pactual launches the complete portfolio of BTG Pay, aiming to stand out in the competition among POS providers. The bank focuses on a gradual and strategic development to avoid being just another player in the sector.

• •BTG Pactual enters the acquiring market with BTG Pay.
• •The complete portfolio launch took place in September.
• •The bank aims to differentiate itself in the POS competition.

AI itself is no longer a durable differentiator, argues guest author SC Moatti of Mighty Capital. He emphasizes that the strongest startup moats in the current landscape are counter-positioning and network economies, which can provide a competitive edge in the rapidly evolving AI market.

• •AI is losing its status as a unique competitive advantage.
• •Counter-positioning and network economies are key moats for startups.
• •The article is authored by SC Moatti from Mighty Capital.

Iman Abuzeid, a former doctor, co-founded Incredible Health to address healthcare staffing issues. The platform reverses traditional recruiting by having employers apply to healthcare professionals, leveraging AI to reduce hiring time by 30%. This innovative approach combines medical expertise with technical skills to streamline the hiring process in the healthcare sector.

• •Iman Abuzeid transitioned from clinical medicine to entrepreneurship.
• •Incredible Health is a hiring platform for healthcare professionals.
• •The platform allows employers to apply to candidates, reversing traditional recruiting.