Edition for July 10, 2026

Em março, introduzimos o Android Bench, um ranking de LLMs para tarefas de desenvolvimento Android. Com base no feedback, aprimoramos o benchmark, incluindo dimensões de custo e eficiência. A partir de julho, adotamos o Harbor framework para avaliação de modelos e adicionamos 8 novos modelos ao leaderboard, incentivando a comunidade de desenvolvedores Android a contribuir.

• •Android Bench foi lançado para transparência em capacidades de LLMs.
• •O benchmark foi aprimorado com feedback da comunidade de desenvolvedores.
• •Adotamos o Harbor framework para uma avaliação mais precisa.

According to Box's State of AI in the enterprise report, 80% of organizations report a notable return on AI investment, with the share of companies identifying as advanced rising from 8% to 64% in a year. The key differentiator for AI leaders is their rigorous integration and management of AI, particularly in ensuring agents have access to trusted company-specific content.

• •80% of organizations see a notable return on AI investment.
• •The share of advanced AI companies surged from 8% to 64% in one year.
• •Content access is the biggest barrier to enterprise AI ROI.

OpenAI's latest model, GPT 5.6, is now the preferred choice for Microsoft Copilot 365, which integrates AI into workplace applications. This development comes amidst discussions about potential changes in their partnership.

• •OpenAI's GPT 5.6 is now the preferred model for Microsoft Copilot 365.
• •The model enhances productivity apps with advanced AI capabilities.
• •This shift occurs amid speculation about the future of their partnership.

OpenAI's latest family of models, including GPT-5.6, introduces significant enhancements, particularly in cybersecurity. These advancements aim to bolster security measures and address vulnerabilities in various applications.

• •OpenAI has launched its new family of models with GPT-5.6.
• •The models promise improvements in multiple areas.
• •Cybersecurity is a key focus of these enhancements.

OpenAI is shutting down its AI-powered browser, which lasted less than a year. However, the company is integrating some of its browsing features into its desktop application and a Chrome extension, indicating a shift in strategy towards enhancing existing products rather than maintaining a standalone browser.

• •OpenAI is discontinuing its AI-powered browser.
• •The browser was operational for less than a year.
• •Key features will be integrated into a desktop app.

The AI firm Anthropic has developed a technique called the Jacobian lens, providing insights into the inner workings of large language models. This tool reveals how these models process information, uncovering both mundane and unsettling aspects of their reasoning capabilities.

• •Anthropic's Jacobian lens offers new insights into language models.
• •The technique reveals how models answer questions and perform tasks.
• •Findings range from ordinary to concerning in nature.

Developers are now able to utilize the AI. The post Meta Releases Muse Spark 1.1 to Compete with OpenAI and Anthropic first appeared on Olhar Digital.

• •Meta launched version 1.1 of Muse Spark.
• •The new AI aims to compete with OpenAI and Anthropic.
• •Developers now have access to this tool.

Meta has launched Muse Spark 1.1, an autonomous agent that navigates the web without user supervision, aiming to compete in the field of AI-assisted programming. This innovation could transform how developers interact with programming tools.

• •Muse Spark 1.1 is an autonomous agent from Meta.
• •The software navigates the web without user supervision.
• •The tool aims to compete in the AI-assisted programming sector.

The rise of generative artificial intelligence has propelled a new software development approach known as vibe coding, where developers use natural language to create applications with the support of AI models. While this approach promises to accelerate solution delivery, its adoption in Contract Lifecycle Management (CLM) platforms requires careful evaluation of the involved trade-offs.

• •Vibe coding utilizes natural language for software development.
• •The approach is driven by generative artificial intelligence.
• •It promises to accelerate solution delivery in companies.

I asked Claude Code, Codex, and Google Antigravity to build the same complex website. While all three tools could generate code, only one demonstrated the finesse and understanding of a seasoned developer, highlighting the varying capabilities of AI in web development.

• •Claude Code, Codex, and Google Antigravity were tested for web development.
• •All tools generated code but with differing levels of polish.
• •Only one tool showcased the expertise of an experienced developer.

Hermes Agent makes it easy to run an AI coding agent in its own container, allowing developers to isolate the agent's environment. This setup minimizes the risk of breaking existing code and enhances the flexibility of integrating AI into development workflows.

• •Hermes Agent simplifies the deployment of AI coding agents.
• •Running agents in containers isolates their environments.
• •This approach reduces risks to existing codebases.

This article covers the full path from zero to a running private research assistant on Telegram, including configuring the context length correctly, connecting the channel, enabling web search, and deploying it headlessly in Docker.

• •Learn to set up a private research assistant on Telegram.
• •Understand context length configuration for optimal performance.
• •Connect your Telegram channel for seamless interaction.

Last year, Image Line introduced Gopher for FL Studio, an AI chatbot that served as an instruction manual. In the new release, Gopher can execute actions on behalf of users, such as laying down beats and adding effects. However, it still has limitations, such as not being able to create automation or insert notes.

• •Gopher is an AI chatbot integrated into FL Studio.
• •It can now perform tasks like laying down beats and adding effects.
• •Previously, it only provided instructions to users.

At the Open Source Summit in Mumbai, Linus Torvalds shared insights on the role of AI in the Linux kernel, emphasizing the shift away from outdated technologies. He highlighted the duality of AI's challenges and benefits in modern software development.

• •Linus Torvalds spoke at the Open Source Summit in Mumbai.
• •He discussed the impact of AI on the Linux kernel.
• •Torvalds emphasized moving away from 'museum' technology.

A HashiCorp Cloud Platform (HCP) introduziu o provisionamento SCIM para automatizar a gestão do ciclo de vida de usuários e grupos diretamente de provedores de identidade (IdPs) como Microsoft Entra ID e Okta. Isso elimina a necessidade de gerenciamento manual e melhora a segurança e conformidade ao sincronizar automaticamente as alterações de identidade.

• •O provisionamento SCIM automatiza a gestão de identidades no HCP.
• •Elimina o gerenciamento manual, reduzindo esforço administrativo.
• •Sincroniza eventos de ciclo de vida de usuários e grupos automaticamente.

Meta is preparing to enter a new business segment: selling computational capacity for artificial intelligence through a cloud service. This initiative aims to transform part of the infrastructure built to support its own AI models into a new revenue source and position the company in competition with AWS, Microsoft, and Google.

• •Meta plans to offer cloud services focused on AI.
• •The new strategy aims to diversify its revenue sources.
• •It directly competes with giants like AWS, Microsoft, and Google.

I turned a $80 Dell Vostro into a Proxmox server that outperformed my NAS setup, demonstrating significant savings in money, power, and space. This transformation showcases the potential of repurposing older hardware for efficient server solutions.

• •Transformed a Dell Vostro into a Proxmox server.
• •Achieved better performance than a traditional NAS setup.
• •Highlighted cost savings and energy efficiency.

Meta Platforms has announced the construction of an AI data center in Alberta, Canada, with a capacity of 1 GW, consuming energy equivalent to 800,000 homes. The investment of over CAD$ 13 billion will create 3,000 temporary jobs and 300 permanent positions. The project prioritizes clean energy and an efficient cooling system, with Meta committing to restore more water than it consumes by 2030.

• •Meta begins construction of an AI data center in Alberta, Canada.
• •Data center will have a capacity of 1 GW, consuming energy from 800,000 homes.
• •Investment exceeds CAD$ 13 billion, generating 3,000 temporary jobs.

In this post, I show you how writable warm storage removes the costly migration cycle. You can reduce your infrastructure costs by up to 48 percent and update historical data in seconds instead of hours. I walk through a real-world cost comparison and performance benchmarks, and help you decide when to use writable warm versus UltraWarm.

• •Writable warm storage simplifies data management.
• •Reduces infrastructure costs by up to 48%.
• •Updates historical data in seconds.

Max single-threaded CPUs are essential for the development and deployment of agentic AI systems. They play a crucial role in reasoning, response time, and learning, making them vital for efficient AI operations. As more innovators adopt NVIDIA Vera, understanding the significance of these CPUs becomes paramount for optimizing AI performance.

• •Max single-threaded CPUs enhance AI system efficiency.
• •They are critical for reasoning and response times.
• •NVIDIA Vera is gaining traction among AI innovators.

Turns out, a Proxmox and TrueNAS hybrid storage server works exceedingly well.

• •Proxmox offers a powerful virtualization platform.
• •TrueNAS provides robust storage solutions.
• •Combining both enhances home server capabilities.

Enterprise cybersecurity is facing a critical speed challenge due to AI-driven attacks that can escalate in as little as 27 seconds. Traditional security measures are failing, necessitating a shift towards cyber resilience, which emphasizes rapid recovery and context-aware systems to counteract the speed and complexity of AI threats.

• •AI models enable autonomous cyber attacks in under 30 seconds.
• •Traditional security protocols are inadequate against AI-driven threats.
• •Enterprises must adopt a cyber resilience posture for effective recovery.

A Hitachi Energy identificou uma vulnerabilidade de estouro de buffer que afeta versões específicas do produto e-mesh EMS. A exploração bem-sucedida pode levar a interrupções no aplicativo e possível execução de código arbitrário. A vulnerabilidade impacta setores de infraestrutura crítica, especialmente no setor de energia.

• •Hitachi Energy reporta vulnerabilidade crítica em e-mesh EMS.
• •A falha pode causar interrupções e execução de código arbitrário.
• •Versões afetadas incluem 4.1.6, 4.4.2 e 4.7.0.

Successful exploitation of vulnerabilities in Labcenter Proteus 9 could lead to information disclosure and arbitrary code execution. The affected version is 9.1_SP4_Build_42914, with critical implications for sectors like healthcare and energy. Users are advised to update to version 9.2 SPO.

• •Labcenter Proteus 9 has critical vulnerabilities affecting version 9.1_SP4_Build_42914.
• •Exploitation could allow arbitrary code execution and information disclosure.
• •The vulnerabilities include out-of-bounds write and buffer overflow issues.

As versões do Mendix Studio Pro anteriores à V11.12 estão vulneráveis a uma falha de análise de arquivos que pode permitir a execução de código arbitrário. A Siemens lançou novas versões para produtos afetados e recomenda atualizações. Medidas de contenção também foram sugeridas para produtos sem correções disponíveis.

• •Mendix Studio Pro tem vulnerabilidade crítica de segurança.
• •Falha permite execução de código arbitrário no contexto do usuário.
• •Siemens recomenda atualização para versões mais recentes.

The ongoing conflict between NightmareEclipse and Microsoft highlights a critical vulnerability in Windows Defender that could enable attackers to fill a hard disk. This 0-day exploit underscores the importance of timely patches and robust security measures in protecting sensitive data.

• •NightmareEclipse continues to challenge Microsoft's security measures.
• •A 0-day vulnerability in Windows Defender has been identified.
• •Attackers could potentially fill hard disks, compromising data integrity.

Hackers compromised the Injective Labs SDK project's GitHub repository, releasing a malicious package on npm that steals cryptocurrency wallet private keys and mnemonic seed phrases. This incident highlights the vulnerabilities in software supply chains and the need for enhanced security measures in development practices.

• •Injective Labs SDK was compromised by hackers.
• •A malicious package was published on npm.
• •The package steals cryptocurrency wallet private keys.

Cisco Talos’ Vulnerability Discovery & Research team disclosed three vulnerabilities in WolfSSL, fourteen in GeoVision, and one in VTK-DICOM. These vulnerabilities have been patched by their respective vendors, following Cisco’s third-party vulnerability disclosure policy.

• •Cisco Talos disclosed multiple vulnerabilities in various software.
• •Three vulnerabilities were found in WolfSSL.
• •GeoVision had fourteen vulnerabilities disclosed.

Rumors suggest that Samsung may be planning to discontinue the Galaxy Z Flip foldable smartphone line after the launch of the Galaxy Z Flip 8. The foldable phone market is facing challenges, including declining demand outside of China and rising component costs, which may lead the company to redirect its investments toward other models.

• •Rumors indicate that Samsung may discontinue the Galaxy Z Flip line.
• •The foldable phone market faces significant challenges.
• •Demand for foldable smartphones has decreased outside of China.

The Motorola Aura, launched in 2008, failed to capture the market due to its circular design and exorbitant price of $2,000. Meanwhile, the rise of smartphones demanded more functional devices. Classified as a feature phone, the Aura could not stand out in an environment where versatility and functionality were increasingly valued.

• •The Motorola Aura featured a circular and rotating design.
• •Launched in 2008, the Aura was priced at $2,000, an exorbitant cost.
• •The device was classified as a feature phone, with limited capabilities.

On Thursday (9), Samsung released a new teaser for the Galaxy Z Fold 8 in collaboration with the film Spider-Man: A New Day. The video reveals details of the foldable phone's design, which will be officially presented on July 22. The teaser highlights changes such as two rear cameras and a thinner structure, along with adjustments in button positioning due to the device's new wider format.

• •Samsung reveals teaser for the Galaxy Z Fold 8 in partnership with Spider-Man.
• •Teaser showcases design changes, including rear cameras and a thinner structure.
• •The official launch event is scheduled for July 22.

A Pixi Platforms lançou um aplicativo que transforma iPhones e iPads em mensageiros de realidade aumentada, permitindo o envio de cartões interativos. O CEO Mark Drummond, ex-Apple, acredita que dispositivos móveis podem oferecer experiências AR eficazes. O app utiliza IA leve para controlar personagens, garantindo a privacidade do usuário ao não enviar dados para a nuvem.

• •Pixi Platforms lançou um app de AR para iOS.
• •O app permite enviar cartões interativos com personagens animados.
• •Mark Drummond, ex-Apple, é o CEO da startup.

Waymo plans to expand its driverless car services to four additional major cities this year, initially offering rides to employees before a broader public rollout. This move signifies a significant step in the adoption of autonomous vehicle technology.

• •Waymo is expanding its driverless car services.
• •Four new major cities will be added this year.
• •Initial rides will be offered to employees.

Meta is developing prototype smart glasses that can continuously record audio and take photos, potentially integrating with Meta AI for user queries. However, the raw data may not be stored or accessible to users, focusing instead on metadata usage.

• •Meta is working on always-on smart glasses with AI capabilities.
• •The glasses can record audio and capture images continuously.
• •Users may interact with Meta AI to query captured data.

A measured look at distributed training, from DDP and FSDP to the ZeRO stages in between, and why the wiring between your GPUs matters as much as the strategy you choose.

• •Explores the intricacies of distributed training.
• •Discusses DDP, FSDP, and ZeRO stages.
• •Highlights the importance of GPU wiring.

Enterprise Document Intelligence discusses a method for efficiently retrieving information from long documents using a hierarchical approach. By leveraging the table of contents (TOC), the method enhances retrieval precision and reduces token usage, enabling users to navigate extensive documents more effectively.

• •Introduces a new retrieval method for long documents.
• •Utilizes the table of contents to improve efficiency.
• •Reduces token usage while enhancing precision.

Stop writing mean() and std() for every column. Learn how to automate descriptive statistics in Python and generate publication-ready summary tables in just a few steps.

• •Automate descriptive statistics in Python.
• •Eliminate repetitive code for mean() and std().
• •Generate publication-ready summary tables easily.

The article discusses treating model degradation as a time-to-failure problem, focusing on survival analysis techniques to address data drift and enhance machine learning reliability.

• •Model degradation is a critical issue in machine learning.
• •Survival analysis can help predict time-to-failure for models.
• •Data drift impacts the reliability of machine learning systems.

The article discusses how small sample sizes can lead to misleadingly high correlations purely by chance, while larger samples do not always guarantee meaningful relationships. It emphasizes the importance of understanding the context of data analysis to avoid spurious correlations.

• •Small samples can create large correlations by chance.
• •Larger samples do not always indicate meaningful relationships.
• •Understanding data context is crucial for analysis.

The article discusses a production-ready RAG pipeline for PDFs, focusing on relational parsing, table of contents retrieval, and generating typed answers. It emphasizes the importance of document intelligence in enterprise settings, highlighting the need for efficient document processing solutions.

• •Explores a production RAG pipeline for PDF documents.
• •Focuses on relational parsing and TOC retrieval.
• •Aims to generate typed answers from document data.

Rawlings Sporting Goods and Indiana Wesleyan University took different approaches to adoption of Marketing Cloud. Their experiences provide valuable insights into effective onboarding strategies that can enhance user engagement and drive better results in marketing efforts.

• •Rawlings and Indiana Wesleyan University adopted Marketing Cloud differently.
• •Their stories highlight unique onboarding strategies.
• •Effective onboarding can enhance user engagement.

Facing continued double-digit commercial growth, Batteries Plus partnered with Rosetree Solutions to deploy Agentforce, enabling rapid outreach and generating $15M in pipeline. This innovative approach bypassed traditional scaling models, showcasing the effectiveness of lean teams in driving customer engagement and growth.

• •Batteries Plus experienced double-digit growth.
• •They partnered with Rosetree Solutions for a new strategy.
• •Agentforce was deployed to enhance outreach velocity.

Slack has integrated its Slackbot with Salesforce, allowing users to access CRM data, generate charts, and send DocuSign requests directly from chat. This integration aims to streamline workflows for sales teams and improve efficiency, especially as competition intensifies with Microsoft Teams and Google Workspace enhancing their AI capabilities.

• •Slackbot now connects directly to Salesforce's CRM and analytics.
• •Users can retrieve customer data and visualizations without switching apps.
• •Salesforce's infrastructure has saved engineers thousands of coding hours.

The AI ROI debate has returned and the numbers are even bigger, as are, perhaps, the consequences.

• •The discussion around AI's return on investment is reigniting.
• •Recent estimates suggest a potential impact of $3 trillion.
• •Consequences of AI adoption could reshape industries.

The rise of artificial intelligence workloads is straining traditional log management models in companies. According to the report 'The State of Log Management 2026' released by Dynatrace, log and telemetry volume has surged by 93% in the past 12 months due to the accelerated adoption of AI.

• •AI workloads increase the complexity of log management.
• •Dynatrace report reveals a 93% growth in log volume.
• •Accelerated AI adoption impacts corporate budgets.

Managing Counter-Strike teams now demands the same structure as football clubs, including coaches and logistical support. With high costs and pressure for results, organizations must go beyond victories, focusing on engagement and content production to maintain financial viability.

• •Team management in CS is comparable to that of football clubs.
• •Costs related to salaries and logistics increase financial pressure.
• •Engagement and content production are crucial for success.

The program combines preparation for ANBIMA certifications with a practical immersion focused on prospecting, portfolio building, and business development.

• •XP launches a new training program for financial market professionals.
• •The program includes preparation for ANBIMA certifications.
• •Focus on prospecting and building a client portfolio.

Brazil's foreign exchange flow recorded a net inflow of $17.8 billion in the first half of 2023, according to data from the Central Bank. This result indicates investor confidence in Brazil, reflecting a more stable and attractive economic environment for foreign investments.

• •Net foreign exchange flow of $17.8 billion in the first half of 2023.
• •Data released by the Central Bank of Brazil.
• •Inflow of foreign capital indicates confidence in the Brazilian market.

Rumo Logística (RAIL3) reported the transportation of 23.8 billion TKU in the second quarter, with soybeans being the standout product, accounting for over 4 billion tons. The company's stock saw a significant increase following the results announcement.

• •Rumo transported 23.8 billion TKU in Q2.
• •Soybeans were the main product, with over 4 billion tons.
• •Rumo's stock appreciated following positive results.

Lyzr, a startup focused on creating AI agents for enterprises, successfully utilized its own AI agent to secure a $100 million funding round. This achievement serves as a testament to the effectiveness of their product in real-world applications.

• •Lyzr specializes in AI agents for enterprise use.
• •The startup raised $100 million in funding.
• •Their AI agent was instrumental in securing the investment.

The project in question has revolutionized lending with crypto assets and generates more revenue than all competitors combined. BTG recommends the cryptocurrency for July, highlighting its growth potential in the financial market.

• •BTG recommends a cryptocurrency with nearly billion-dollar revenue.
• •The project revolutionizes lending using crypto assets.
• •Revenue exceeds the total of all competitors.

Elon Musk announced that thousands of SpaceX employees have become millionaires following the company's successful IPO, which achieved a market capitalization of around $2 trillion. Musk's strategy of granting stock to employees aimed to align their incentives with the company's success, allowing them to share in the financial rewards of SpaceX's growth.

• •SpaceX's IPO has likely made thousands of employees millionaires.
• •Musk emphasized the importance of employee stock ownership.
• •The company's market cap reached approximately $2 trillion.

Marketing a startup requer uma combinação de velocidade e estratégia para transformar uma nova ideia em um nome conhecido. O artigo apresenta cinco etapas essenciais para o sucesso de campanhas de marketing voltadas para startups.

• •Entenda seu público-alvo e suas necessidades.
• •Crie uma proposta de valor clara e convincente.
• •Utilize canais de marketing digital para maximizar o alcance.

Craig Moody founded Shoot 360 after noticing his son preferred basketball video games over playing the sport. Combining his entrepreneurial spirit with a passion for basketball, he created a unique gym experience that mimics video games. After years of balancing a construction business and Shoot 360, he now manages a growing enterprise with outside investors.

• •Craig Moody was inspired by his son's interest in basketball video games.
• •He launched Shoot 360 in 2012 while running a construction company.
• •The business offers a gym experience similar to video games.

Bid Broker emerges to simplify corporate telecommunications management by unifying fragmented processes such as contracting, performance monitoring, and financial control. The startup, co-founded by Raphael Theodoro and Samuel Marcelino Brazil, aims to optimize the experience for companies dealing with multiple suppliers and systems.

• •Telecommunications management is often fragmented across various platforms.
• •Bid Broker offers an integrated solution for businesses.
• •The startup seeks to optimize contracting and monitoring processes.