Edition for May 31, 2026

O Octorato é um sistema operacional de agentes de IA de código aberto que permite a execução de múltiplos agentes para diferentes clientes, garantindo a atribuição de tokens por cliente e isolamento entre os ambientes. Ele utiliza markdown sob controle de versão, permitindo que a identidade e as habilidades dos agentes sejam legíveis e portáveis.

• •O Octorato resolve problemas de atribuição de tokens entre clientes.
• •Possui um modelo de 'cérebro' com múltiplos 'braços' para cada cliente.
• •Os dados dos agentes são mantidos em markdown, facilitando controle e revisão.

RAG, or Retrieval-Augmented Generation, addresses the limitations of large language models (LLMs) by enhancing their ability to provide accurate and current information. While LLMs can generate convincing responses, they often lack up-to-date knowledge and can hallucinate facts. Understanding RAG helps users discern which AI tools are reliable versus those that merely sound convincing.

• •RAG enhances AI assistants' accuracy by integrating real-time data.
• •LLMs often generate confident but incorrect information.
• •Understanding RAG is crucial for effective AI tool usage.

The article discusses the emergence of AI agents as a new audience for websites, highlighting the need for developers to consider their experiences. It introduces a tool called Agentis Lux, designed to evaluate how AI agents interact with web content and APIs, providing deterministic scoring and AI-generated insights to improve accessibility for these agents.

• •AI agents are becoming a significant audience for websites.
• •Agentis Lux evaluates how AI agents interact with web content.
• •The tool features deterministic scoring and AI-generated insights.

Gemini Spark helps automate everyday tasks, from inbox summaries to local event planning, but it’s unclear why Google made it a separate product.

• •Gemini Spark is a 24/7 AI assistant by Google.
• •It automates tasks like inbox summaries and event planning.
• •The utility of the product is evident in daily operations.

You have an AI mandate. The question is whether you have an AI return. A board member asked me two questions last month that every executive running an AI budget should be able to answer. First: are your customers actually asking for AI features? Is it monetizable? Second: what are you doing to differentiate against competitors?

• •Executives must evaluate AI investments critically.
• •Understanding customer demand for AI features is crucial.
• •Monetization of AI capabilities is a key concern.

Enterprise AI agents are facing challenges not due to model performance but because of permissioning issues. Workday's solution involves using its system of record as a governance layer, ensuring accuracy and security in workflows, particularly in HR and finance, where errors can have significant consequences.

• •Enterprise AI agents struggle with permissioning, not model performance.
• •Workday's Sana acts as a governance layer for AI agents.
• •Accuracy in HR and finance workflows is critical to avoid errors.

The rise of AI has brought an avalanche of new terms and slang. Here is a glossary with definitions of some of the most important words and phrases you might encounter.

• •AI terminology can be confusing for newcomers.
• •Understanding key terms is essential for effective communication.
• •The glossary covers important AI words and phrases.

I got tired of writing HTML and chasing global CSS rules. I built DraftOle, a TypeScript DSL that allows writing pages like apps with scoped styles. It offers a minimal runtime, no bundler, and aims to simplify web development by reducing the need for traditional HTML and CSS.

• •DraftOle allows writing static HTML with scoped CSS.
• •Reactive state and event handlers are supported via TypeScript.
• •No bundler or production dependencies are required.

Anthropic's Opus 4.8 introduces Dynamic Workflows, allowing hundreds of parallel subagents to run simultaneously. This new programming model simplifies orchestration by enabling developers to write scripts in JavaScript that manage concurrency, validation, and retries automatically. Users must pin their configurations before the next release to avoid unexpected costs.

• •Opus 4.8 enhances agent orchestration with Dynamic Workflows.
• •Developers can now run hundreds of parallel subagents effortlessly.
• •The new model automates concurrency and validation processes.

Apple today marked the fifth graduating class from its Detroit Developer Academy, showcasing local app makers who have utilized the program to create apps, businesses, and community projects. This initiative highlights the impact of education in technology and entrepreneurship within the local community.

• •Apple celebrates the fifth graduating class of its Detroit Developer Academy.
• •The program has empowered local app makers to create innovative solutions.
• •Graduates have built apps, businesses, and community projects.

The rise of artificial intelligence (AI) tools is transforming the hiring processes for software engineers. Tech companies are questioning the effectiveness of traditional technical interview models, which rely on real-time coding challenges.

• •AI tools are changing how programmers are interviewed.
• •Traditional interview models are being questioned.
• •Real-time coding challenges are becoming less effective.

Cognition has developed Devin, a leading AI coding agent, but Scott Wu emphasizes that it is not intended to replace human programmers. Instead, it aims to assist them in their coding tasks.

• •Cognition's Devin is a prominent AI coding agent.
• •Scott Wu argues against replacing human programmers.
• •AI coding agents are designed to assist, not supplant.

This article discusses integrating A2UI, an open protocol for agent-driven user interfaces, with Gemini Enterprise to enhance chatbot interactions. It highlights the limitations of traditional text-based responses and presents a solution for rendering rich, interactive UIs within chat surfaces, using a restaurant-finder agent as a reference.

• •A2UI allows for richer user interfaces in chatbots.
• •Gemini Enterprise integration enhances chatbot functionality.
• •The article provides a practical implementation guide.

This tutorial covers three NLP tasks: text classification, zero-shot labelling, and question answering using Transformers.js's pipeline() API.

• •Explore text classification techniques using Transformers.js.
• •Learn about zero-shot labelling for flexible NLP applications.
• •Implement question answering functionalities in the browser.

Construímos um pipeline serverless Lambda que envia logs de auditoria do FSx for ONTAP para a implantação da Sumo Logic na região JP (Tóquio). Para empresas japonesas com requisitos de residência de dados sob a APPI, isso significa que os logs de auditoria nunca saem do Japão.

• •Pipeline serverless para logs de auditoria do FSx for ONTAP.
• •Implantação na região JP garante residência de dados.
• •Modelo de autenticação simplificado com token embutido na URL.

We built a serverless Lambda pipeline that ships FSx for ONTAP audit logs to Dynatrace via the Log Ingest API v2. The real value: Dynatrace's Davis AI can automatically correlate file access anomalies with application performance degradation — answering 'why is the app slow?' with 'because 500 users hit the same NFS share simultaneously.'

• •Serverless Lambda pipeline for FSx audit logs.
• •Davis AI correlates file access with app performance.
• •Identifies root causes of performance issues quickly.

SoftBank announced plans to invest up to €75 billion in building French data centers, aiming to develop and operate an additional 5 gigawatts of data center capacity. This investment reflects the growing demand for cloud infrastructure in Europe.

• •SoftBank plans to invest €75 billion in France.
• •The investment targets data center capacity expansion.
• •Up to 5 gigawatts of additional capacity is planned.

AlloyDB for PostgreSQL introduces Hot Standby, enhancing its High Availability architecture. This upgrade allows for faster failovers and consistent performance by maintaining an active standby node that can immediately take over without the delays associated with traditional failover processes.

• •AlloyDB is a fully managed PostgreSQL-compatible database service.
• •Hot Standby improves failover speed and application recovery time.
• •The architecture separates compute and storage for better scalability.

Building strong, governed data infrastructure enables AI to scale securely, reliably, and efficiently in production.

• •Strong data infrastructure is crucial for AI applications.
• •Governance ensures security and reliability in AI scaling.
• •Efficient infrastructure supports production-level AI deployment.

Figma has transformed its AI design assistant, Figma Make, into a live software editor that integrates with GitHub, allowing designers to edit code visually and push changes directly. This update maintains engineering governance, ensuring that visual edits undergo the same security checks and code reviews as traditional commits, bridging the gap between design and production workflows.

• •Figma Make now connects directly to production codebases.
• •Designers can visually edit code and push changes via GitHub.
• •Maintains engineering governance with standard version control.

Here’s how we built Town Lake, Cloudflare's unified analytics platform, alongside Skipper, an internal AI agent running on top of it.

• •Cloudflare developed Town Lake for unified analytics.
• •Skipper is an AI agent integrated with Town Lake.
• •The platform enhances data processing capabilities.

Pebblebee's Halo is a Bluetooth tracker that also serves as a personal safety device. Priced at $59.99, it features a 130dB siren, strobe lights, and can alert up to five trusted contacts with location updates. This innovative device offers a portable solution for personal safety, making it a practical alternative to traditional safety tools like pepper spray.

• •Pebblebee's Halo costs $59.99 and functions as a Bluetooth tracker.
• •It includes a 130dB siren and strobe lights for safety alerts.
• •Users can notify up to five trusted contacts in emergencies.

GPS spoofing, an escalating cyberattack, is putting aircraft at risk. Recently, a RAF plane was misled to a location 300 km away. This practice, common in conflict zones, has impacted commercial flights, forcing pilots to rely on less accurate navigation systems.

• •GPS spoofing is becoming common in conflict areas.
• •A RAF aircraft indicated an incorrect location due to a cyberattack.
• •Over a hundred commercial aircraft have been affected by signal spoofing.

Palo Alto Networks has alerted users about a medium-severity security flaw in PAN-OS and Prisma Access, identified as CVE-2026-0257, which is currently being actively exploited. This vulnerability allows attackers to bypass authentication and potentially establish unauthorized VPN connections.

• •Palo Alto Networks warns of a security flaw in PAN-OS.
• •The vulnerability is tracked as CVE-2026-0257.
• •It has a CVSS score of 7.8, indicating medium severity.

Technical report identifies Gate AI as one of the top performing AI security gateways across 16 public prompt injection evaluations.

• •AIAI Holdings announces the Gate AI Security Gateway.
• •The gateway excels in public prompt injection evaluations.
• •Performance benchmarks highlight its effectiveness.

A botnet consisting of over 17 million devices has been dismantled, reportedly linked to a Russia-based residential proxy network. This significant action highlights ongoing efforts to combat cyber threats and the importance of cybersecurity measures.

• •A botnet of 17 million devices was dismantled.
• •The botnet was linked to a Russian proxy network.
• •This action reflects ongoing cybersecurity efforts.

Cybersecurity researchers have revealed a vulnerability in OpenAI ChatGPT that exploits the AI's trust in Markdown links and images, enabling prompt injections and potential phishing attacks. This technique, named ChatGPhish by Permiso Security, highlights the risks associated with AI-generated content.

• •Researchers found a vulnerability in OpenAI ChatGPT.
• •The vulnerability exploits trust in Markdown links and images.
• •It enables prompt injections leading to phishing attacks.

Neste artigo, Usman Chaudhary, CISO do Google Public Sector, oferece um guia para CISOs que protegem agências governamentais e infraestrutura crítica sobre como iniciar e maximizar a defesa com IA. Ele destaca os desafios de decifrar sinais acionáveis em sistemas complexos e a necessidade de adotar IA de forma eficaz.

• •CISOs enfrentam desafios na proteção de agências governamentais.
• •A adoção de IA pode parecer uma ruptura em vez de uma evolução.
• •Sistemas complexos exigem uma abordagem cuidadosa para segurança.

NextThere aims to improve public transit navigation by providing rich insights and historical data on delays and on-time performance. This app is designed for both tourists and frequent commuters, addressing the common issues faced with existing maps and transit apps.

• •NextThere enhances public transit navigation with detailed insights.
• •The app includes historical data for better decision-making.
• •It targets both tourists and regular commuters.

The SIC fined Movistar 1.3 billion Colombian pesos due to failures in identity verification controls, facilitating SIM swapping fraud. The decision underscores the importance of robust security measures in telecommunications.

• •Movistar was fined for security failures.
• •The penalty amounts to 1.3 billion Colombian pesos.
• •Issues occurred in identity verification controls.

In an interview with Mobile Time, Daniel Fuchs, Vice President of Innovation at Arqia, discusses how the partnership with InCor enables the development of new solutions for different verticals, highlighting the opportunities the pilot project may bring to the sector.

• •Daniel Fuchs is the Vice President of Innovation at Arqia.
• •The partnership with InCor aims to develop new solutions.
• •The pilot project offers opportunities across different verticals.

Luizianne Lins emphasizes the need to dismantle the stigma that Artificial Intelligence (AI) is neutral and to promote the national industry to achieve independence from big techs. She warns of the risk of data colonialism, highlighting the necessity for a critical and autonomous approach to technology use.

• •Congresswoman Luizianne Lins highlights the risks of data colonialism.
• •It is necessary to dismantle the idea that AI is neutral.
• •Promoting the national industry is essential for independence.

In less than three months, the LIVE! app has already represented 26% of the brand's online revenue. Approximately half of the customers accessed the app organically and are willing to pay more, indicating positive acceptance and growth potential in the digital market.

• •The LIVE! app was launched nearly three months ago.
• •It already accounts for 26% of the brand's online revenue.
• •About 50% of users accessed the app organically.

Google Drive is rolling out a redesigned document scanner for higher-end Android devices, featuring powerful on-device capabilities after a year of testing. This update aims to enhance user experience with improved scanning functionalities.

• •Google Drive introduces a new document scanner for Android.
• •The redesign focuses on higher-end Android devices.
• •Features include powerful on-device scanning capabilities.

Tagme, a company that develops technological solutions for the gastronomy sector, reported a 34% growth in digital queues at bars and restaurants in São Paulo. This marks an 11% increase compared to the previous year, highlighting the growing adoption of mobile technologies in the industry.

• •Tagme reports 34% growth in digital queues.
• •Increase observed in bars and restaurants in São Paulo.
• •11% growth compared to the previous year.

Most RAG systems are optimized for answer quality, not cost—and that blind spot gets expensive fast. In this article, I break down a production-ready cost control layer combining semantic caching, query routing, token budgeting, and circuit breaking, achieving an 85% reduction in LLM costs without sacrificing answer quality.

• •RAG systems often prioritize answer quality over cost.
• •The article presents a cost control layer for RAG systems.
• •Techniques include semantic caching and query routing.

This article explores the evolution of gradient descent from traditional calculus-based optimization methods to stochastic gradient descent, highlighting its significance in modern machine learning practices.

• •Explains the transition from calculus to stochastic methods.
• •Discusses the importance of gradient descent in machine learning.
• •Covers the advantages of stochastic gradient descent.

This article shows how to use free, open-source tools like Python and its Textstat library to build a script that automates the process of capturing 'gatekeeping language' in job descriptions before publishing them.

• •Utiliza ferramentas open-source para análise de descrições de trabalho.
• •O foco é identificar linguagem que pode limitar candidatos.
• •Python e a biblioteca Textstat são as principais ferramentas.

Part 1: A practitioner's walkthrough of univariate, multivariate, covariate-informed, and cold-start forecasting.

• •Explores the Chronos-2 time series foundation model.
• •Covers various forecasting techniques including univariate and multivariate.
• •Discusses covariate-informed forecasting methods.

A diffusion-inspired framework for stress-testing and denoising LLM-as-a-Judge pipelines, applied to safety-critical driving video.

• •Introduces a novel framework for video evaluation.
• •Focuses on safety-critical applications in autonomous vehicles.
• •Utilizes diffusion techniques for enhanced video processing.

The article discusses the implementation of a small-scale Retrieval-Augmented Generation (RAG) model that effectively processes real PDFs, providing grounded answers with highlighted source lines. This approach enhances document intelligence in enterprise settings.

• •Explores a small version of RAG for document processing.
• •Focuses on real PDF documents and their analysis.
• •Highlights the importance of grounded answers.

A retrospective on my MS thesis, the leaderboard it placed on, and the LLM shift that has reshaped the field since.

• •Discusses the author's MS thesis on emotion recognition.
• •Explores the impact of speaker-aware transformers.
• •Analyzes changes in the field due to LLM advancements.

Interviews with 41 SaaS support and CX leaders revealed six common help center failures that undermine customer experience (CX) and lead to AI-powered support providing confident but incorrect answers.

• •SaaS leaders identify six help center failures.
• •These failures erode overall customer experience.
• •AI-powered support can give wrong answers confidently.

Experts believe that sophisticated AI-generated clips can represent a powerful form of diplomacy on the internet. Amid military tensions, AI-manufactured videos are being used to control information and project an image of strength, confusing the public and manipulating perceptions of reality.

• •AI-generated videos are being used as military propaganda.
• •The technology enables the rapid creation of fictional scenarios.
• •Political leaders are transformed into characters of artificial productions.

Earlier this Spring, Apple unveiled Apple Business, merging various enterprise tools into a single platform. This integration, particularly of Apple Business Connect, addresses the shadow IT issue related to Apple Maps Connect, enhancing device management and IT oversight for organizations using Apple products.

• •Apple Business combines multiple enterprise tools into one platform.
• •Integration of Apple Business Connect improves IT management.
• •Addresses shadow IT issues related to Apple Maps Connect.

Zillow economists have revised their 12-month home price forecast, projecting a slight decline of 0.1% from April 2026 to April 2027. This adjustment reflects a soft national housing market, with affordability potentially improving as income growth outpaces home price growth.

• •Zillow forecasts a 0.1% decline in home prices over the next year.
• •The previous forecasts showed slight increases of 0.1% and 0.5%.
• •Home prices are currently up 0.7% year over year.

CEOs of AI companies, such as Jensen Huang from Nvidia and Sam Altman from OpenAI, have moderated their forecasts regarding the technology's impact on employment, criticizing alarmist narratives linking layoffs to AI. Huang questioned the logic of associating job losses with technology still in development, while Altman acknowledged that his previous predictions were incorrect.

• •AI CEOs seek to calm fears of mass unemployment.
• •Jensen Huang criticizes the alarmist narrative surrounding layoffs.
• •Altman admits his forecasts on AI's impact were wrong.

If 'trust' has felt too vague to act on, this framework breaks it into consistency, response, connection, value, and friction—so you can turn CX insight into concrete moves that increase retention instead of just explaining churn after it happens.

• •The article discusses the importance of customer trust.
• •It introduces a framework to measure trust effectively.
• •Key components include consistency, response, connection, value, and friction.

This transforming humanoid robot is set to transform the world of work, and catapult China ahead in the physical AI race.

• •A new humanoid robot has demonstrated impressive physical capabilities.
• •The robot's design focuses on transforming work environments.
• •China aims to lead in the physical AI sector with this innovation.

Agents that optimize investments and make purchases automatically are becoming a reality with advancements in artificial intelligence. The Brazilian fintech is integrating these technologies into the Pix system, making financial transactions smarter and more adaptive to user needs.

• •Automated agents optimize investments based on user goals.
• •Supplier switching is done automatically based on market prices.
• •Monthly purchases are made based on what is missing in the fridge.

Startups today are using LinkedIn as a megaphone for their business updates. This article outlines a 5-step strategy that founders can implement to effectively capture investor attention and enhance their deal flow through the platform.

• •LinkedIn is a powerful tool for startups to share updates.
• •Founders can use a structured strategy to attract investors.
• •The article presents a 5-step approach for effective engagement.

Seeking external investment is a milestone in any startup's journey, requiring a shift in mindset. Beyond capital, an investment represents the exchange of equity for the entrepreneur. This article presents five essential lessons for startups in search of their first funding round.

• •External investment is a milestone for startups.
• •A mindset shift is crucial when seeking funding.
• •Investment involves the exchange of equity.

Instituto Caldeira and Invest RS have signed agreements with three innovation hubs in China, including TusPark, HICOOL, and Bund. These memoranda of understanding aim to strengthen collaboration and knowledge exchange between the innovation ecosystems of Brazil and China.

• •Instituto Caldeira is an innovation hub in Porto Alegre.
• •Invest RS is the Development Agency of Rio Grande do Sul.
• •Agreements were signed with TusHoldings and other Chinese hubs.

The Brazilian startup ecosystem entered a new stage of maturity in 2026, characterized by more sustainable business models and strategic use of artificial intelligence. This evolution necessitates a shift in mindset among entrepreneurs, fostering greater integration with the corporate market.

• •The startup ecosystem in Brazil is more mature in 2026.
• •Sustainable business models are becoming the norm.
• •Artificial intelligence is being used strategically.

South Korean chip startup XCENA is betting that AI's real bottleneck is not compute, but memory.

• •XCENA raises $135M to tackle AI memory issues.
• •The startup focuses on enhancing memory for AI applications.
• •Investors believe memory is the key to unlocking AI potential.