Edition for May 12, 2026

This article discusses the inadequacies of generic AI prompts in customer service applications. It emphasizes the need for tailored prompts that can handle complex emotional states and scenarios encountered in real-world interactions. The author shares effective prompts developed through experience in building AI agents for businesses, highlighting their importance in addressing edge cases and managing customer emotions effectively.

• •Generic AI prompts often fail in real-world scenarios.
• •Effective prompts must handle various customer emotions.
• •The article provides practical examples of working AI prompts.

Open Vibe is a free, open-source course that uses an AI coding agent to guide users in building their SaaS applications. Unlike traditional tutorials, it allows for a hands-on learning experience directly in the user's terminal, promoting a deeper understanding of web development fundamentals.

• •Open Vibe offers a free, open-source coding curriculum.
• •Utilizes AI agents like Claude Code for interactive learning.
• •Focuses on teaching web app development fundamentals.

RAG systems require effective retrieval to generate useful answers, and a Search API plays a crucial role in this process. It helps discover fresh, relevant web sources before crawling or embedding, ensuring that AI systems have access to up-to-date information. This structured search layer enhances workflows by providing essential data for decision-making.

• •RAG systems depend on effective retrieval for generating answers.
• •Search APIs help discover relevant web sources in AI workflows.
• •They provide structured search results for various queries.

Right now, every AI model you've ever used works the same way. You talk, it listens. It responds, you listen. Thinking Machines is trying to change that by building a model that processes your input and generates a response at the same time, so it's more like a phone call than a text chain.

• •Thinking Machines is innovating AI interaction.
• •The new model processes input and generates responses simultaneously.
• •This approach mimics natural conversation more closely.

OpenAI has announced the creation of OpenAI Deployment Company, a new entity focused on developing and implementing large language models (LLMs) for the corporate sector, backed by an initial investment of $4 billion. The initiative aims to transform how businesses leverage artificial intelligence in their operations.

• •OpenAI establishes a new company focused on corporate AI.
• •Initial investment of $4 billion to drive innovation.
• •OpenAI Deployment Company will focus on LLMs.

A few months before winning the Nobel Prize in economics, Daron Acemoglu highlighted critical issues in AI that challenge the status quo in Silicon Valley. His insights focus on the implications of AI on labor markets and economic inequality, urging a reevaluation of how technology is integrated into society.

• •Daron Acemoglu won the Nobel Prize in economics in 2024.
• •He published a controversial paper on AI's impact on labor markets.
• •Acemoglu's views challenge prevailing narratives in Silicon Valley.

This article discusses how to implement an infrastructure for measuring and controlling overly verbose LLM responses.

• •Explores the concept of AI hallucination in LLMs.
• •Discusses the importance of controlling verbosity in AI outputs.
• •Provides insights into measuring LLM response quality.

This article provides a curated list of resources for learning Dart, primarily used with Flutter. It includes links to official documentation, tutorials, community announcements, and best practices. The focus is on helping developers find relevant information and examples to enhance their understanding of Dart as a programming language.

• •Dart is often associated with Flutter, limiting standalone resources.
• •Official Dart website serves as a primary resource hub.
• •Includes links to tutorials and documentation for beginners.

This article discusses the integration of React and Python to build a remote health monitor using rPPG technology. It covers the technical architecture, data flow management, and deployment challenges faced during the project, including the use of Docker for containerization to optimize the backend environment.

• •The project integrates React.js for frontend and Python for backend.
• •Challenges included managing data flow and ensuring UI responsiveness.
• •A lightweight RESTful API was designed for inference results.

yt-dlp has become the go-to CLI tool for downloading video and audio from URLs, evolving from a fork of youtube-dl. It offers enhanced features like SponsorBlock integration, native chapter splitting, and a flexible output template system, making it ideal for developers. Installation options include pipx, Homebrew, and standalone binaries, ensuring ease of use across various environments.

• •yt-dlp is a community fork of youtube-dl, gaining popularity for its active maintenance.
• •It supports advanced features like concurrent fragment downloads and custom extractors.
• •Installation can be done via pipx, Homebrew, or standalone binaries.

Learn how to build an AI-powered Learning Management System from scratch using Ollama, FastAPI, and React. A step-by-step guide for beginner and intermediate developers.

• •Step-by-step guide for building an AI-powered LMS.
• •Utilizes Ollama, FastAPI, and React technologies.
• •Targeted at beginner and intermediate developers.

Learn FastAPI through templates, examples, guides, auth tools, microservices, full-stack starters, and machine learning projects.

• •Explore various GitHub repositories for FastAPI.
• •Utilize templates and examples for faster learning.
• •Implement authentication tools in your applications.

Modules are essential in modern JavaScript to organize and maintain code effectively. This guide explains how to export, import, and structure code using JavaScript modules, without relying on bundlers or frameworks, ensuring clean and reusable code.

• •Modules help organize JavaScript code into manageable pieces.
• •They prevent global variable clashes and improve maintainability.
• •The guide covers exporting and importing modules effectively.

MCP (Model Context Protocol) has gained significant traction with over 97 million SDK downloads, yet it faces a critical issue: the lack of network identity for servers. This article discusses the limitations of MCP in terms of agent discovery and server identity, emphasizing the need for a registry or service mesh to address these challenges.

• •MCP standardizes tool invocation but lacks network identity.
• •Agents require hardcoded URLs, leading to potential failures.
• •Server identity issues arise with IP changes or multiple instances.

GM has laid off hundreds of IT workers to hire individuals with stronger AI skills. The new positions focus on AI-native development, data engineering, cloud-based engineering, and the development of agents and models, alongside prompt engineering and new AI workflows.

• •GM is shifting its workforce towards AI expertise.
• •Hundreds of IT workers have been laid off.
• •New roles emphasize AI-native development and data engineering.

Managing a modern database fleet is challenging due to scale and cognitive overload. Google Cloud's Database Center, enhanced with Gemini-powered AI, provides fleet-wide visibility and proactive analysis, replacing manual processes with AI-driven observability. This innovation aims to improve database management efficiency and effectiveness.

• •Database Center offers a unified view for managing database services.
• •Gemini provides fleet-level intelligence for proactive analysis.
• •AI-driven observability replaces manual scripts and workflows.

In this post, we walk through how to set up and manage S3 Tables in the AWS Glue Data Catalog, create and query Iceberg materialized views, and configure access controls that work across your analytics stack with IAM-based authorization.

• •Learn to manage S3 Tables in AWS Glue Data Catalog.
• •Create and query Iceberg materialized views effectively.
• •Understand IAM-based authorization for access controls.

The article discusses the shift in the public sector towards realizing the impact of AI, emphasizing the need for a resilient, scalable, and secure foundation for agentic transformation. It highlights innovations in infrastructure, data, and security that enable organizations to achieve their AI ambitions effectively.

• •Public sector conversations are evolving from AI potential to real impact.
• •A resilient foundation is essential for organization-wide AI transformation.
• •Key innovations include AI Hypercomputer and eighth-generation TPUs.

Massive new data centers are crucial for tech companies' AI ambitions, but their expansion raises concerns over energy consumption, community impact, and environmental issues. The Verge covers the latest developments, including legal battles and innovative proposals like space data centers.

• •43% of Americans blame data centers for rising power bills.
• •A 40,000-acre data center project was approved in Utah amidst community protests.
• •Political tensions are escalating around the establishment of data centers.

Wi-Fi 362 Gbps could revolutionize the internet with extreme speeds. Learn how it works and when this technology is expected to become commonplace.

• •Wi-Fi 362 Gbps promises unprecedented speeds.
• •The new technology can transform the internet experience.
• •Understand the mechanics behind this innovation.

Apple on Monday officially released iOS 26.5 with support for end-to-end encryption (E2EE) to Rich Communication Services (RCS) in beta as part of a 'cross-industry effort' to replace traditional SMS with a more secure alternative.

• •iOS 26.5 introduces end-to-end encrypted RCS messaging.
• •This feature aims to enhance security in messaging.
• •Available for iPhone users with supported carriers.

Starting this Monday, the 11th, end-to-end encryption will be added as standard for RCS-enabled users on Android and iOS. This update aims to enhance the security of messages exchanged between users, ensuring greater privacy and protection against interception.

• •RCS now offers end-to-end encryption.
• •Update applies to Android and iOS users.
• •Encryption is applied automatically.

Checkmarx has confirmed a compromised version of the Jenkins AST plugin was published to the Jenkins Marketplace. Users are advised to use version 2.0.13-829.vc72453fa_1c16, released on December 17, 2025, or earlier to mitigate risks.

• •Checkmarx confirmed a compromised Jenkins AST plugin.
• •Modified version was published to the Jenkins Marketplace.
• •Users must revert to version 2.0.13-829.vc72453fa_1c16.

A threat actor named Mr_Rot13 is exploiting a critical cPanel vulnerability, CVE-2026-41940, to deploy a backdoor called Filemanager in compromised environments. This flaw allows remote attackers to bypass authentication and gain elevated control over cPanel and WebHost Manager (WHM).

• •CVE-2026-41940 is a critical vulnerability in cPanel.
• •Exploited by a threat actor known as Mr_Rot13.
• •Allows for authentication bypass in WHM.

Google disclosed a zero-day exploit likely developed using AI, marking the first known instance of AI being used maliciously for vulnerability discovery and exploit generation. This activity is attributed to cybercrime threat actors.

• •Google identified a zero-day exploit linked to AI development.
• •This marks the first known malicious use of AI for exploit generation.
• •The exploit targets two-factor authentication (2FA) systems.

Kaspersky's analysis indicates a rise in password vulnerabilities. Data also reveals that 60% of passwords can be compromised in up to 1 hour.

• •Kaspersky study reveals vulnerabilities in passwords.
• •Half of passwords can be hacked in 1 minute.
• •60% of passwords can be discovered in up to 1 hour.

Um repositório malicioso no Hugging Face conseguiu um lugar na lista de tendências da plataforma ao se passar pelo modelo Privacy Filter da OpenAI, entregando um ladrão de informações baseado em Rust para usuários do Windows. O projeto, chamado Open-OSS/privacy-filter, imitou seu homônimo legítimo lançado pela OpenAI no mês passado.

• •Repositório malicioso se disfarça de modelo legítimo da OpenAI.
• •Entregou um ladrão de informações para usuários do Windows.
• •Conseguiu destaque na lista de tendências do Hugging Face.

MCom and the Ministry of Health have launched a tender to connect 3,800 Primary Health Care Units (UBSs) in Brazil. Connectivity providers must include the cost of Wi-Fi installation in their proposals, aiming to enhance telehealth and connectivity in the units.

• •MCom and Ministry of Health launch tender for UBSs.
• •Goal is to connect 3,800 health units.
• •Providers must include Wi-Fi installation costs.

Abecs is in discussions with the Central Bank to integrate Click to Pay with payment initiators. Ricardo Vieira, the entity's Executive VP, believes this integration could boost the adoption of digital payments in Brazil.

• •Abecs aims to integrate Click to Pay with payment initiators.
• •Discussions with the Central Bank are ongoing.
• •Ricardo Vieira is the Executive VP of Abecs.

Despite fierce competition in the mobile market, Vivo reported revenue of R$ 15.4 billion, driven by its focus on mobile offerings. The CEO believes that growth is directly linked to the strength of these offerings.

• •Vivo achieved revenue of R$ 15.4 billion.
• •Growth driven by mobile strategy.
• •Intense competition in the telecommunications market.

Colombia's National Spectrum Agency (ANE) is progressing in the licensing of spectrum for private cellular networks, proposing the use of 410 MHz, 900 MHz, 3.5 GHz, and 26 GHz bands. This initiative aims to enhance the telecommunications infrastructure in the country.

• •ANE proposes new spectrum bands for private networks.
• •The bands include 410 MHz, 900 MHz, 3.5 GHz, and 26 GHz.
• •The measure aims to strengthen telecommunications infrastructure.

Research conducted in partnership with Gwangmyeong Hospital utilized the optical sensor of the Galaxy Watch 6. The feature achieved 84.6% accuracy but is still experimental.

• •Galaxy Watch 6 can predict fainting with 84.6% accuracy.
• •Technology uses an optical sensor for monitoring.
• •Study was conducted in partnership with Gwangmyeong Hospital.

OPPO stands out in the use of artificial intelligence in smartphones, offering innovative features such as AI Mind Space, which acts as an extension of memory, and AI LinkBoost, which optimizes internet connectivity. Additionally, Smart Collections automatically organize photos and screenshots, providing a unique user experience.

• •AI Mind Space functions as an extension of the user's memory.
• •AI LinkBoost optimizes internet connectivity in crowded locations.
• •Smart Collections automatically organize photos.

Losing your phone can be distressing, but you can quickly locate it using your Google Account. Find My Device allows you to track, lock, or erase data remotely, as long as the device is powered on, connected to the internet, and has the feature enabled. This article details how to access the locator and the necessary steps to find your lost device.

• •Losing a phone can cause anxiety and concern.
• •The Google Account provides features to locate and secure the device.
• •Find My Device must be enabled on the phone.

This article discusses how to build sentiment-aware word representations from IMDb reviews using semantic learning, star ratings, and linear SVM classification. It provides a practical approach to sentiment analysis through Python programming.

• •Explores sentiment-aware word representations.
• •Utilizes IMDb reviews for data.
• •Incorporates semantic learning techniques.

In this post, you learn how to replicate Amazon DynamoDB data to Apache Iceberg tables in Amazon S3 through a zero-ETL integration. We walk through the challenges that the DynamoDB nested, schema-flexible data model introduces for analytics workloads, and show you how to configure schema unnesting and data partitioning for a sample product catalog table.

• •Learn to replicate DynamoDB data to Apache Iceberg tables.
• •Explore zero-ETL integration for seamless data handling.
• •Understand challenges of nested, schema-flexible data models.

Today, we are announcing the general availability of PostgreSQL 18 in AlloyDB and the introduction of Extended Support for older major versions. These updates provide flexibility to build with advanced open-source tools while ensuring a reliable, long-term safety net for existing applications.

• •PostgreSQL 18 is now available in AlloyDB.
• •Extended Support offers flexibility for upgrading workloads.
• •Bridges the gap between community EOL dates and upgrade timelines.

A step-by-step guide to understanding distributed data, lazy logic, and your first DataFrame.

• •Introduces the basics of PySpark for beginners.
• •Explains distributed data processing concepts.
• •Covers lazy evaluation and its importance.

On May 4, 2026, SAP announced the acquisition of Dremio and Prior Labs, enhancing its enterprise AI platform strategy. Dremio offers an agentic data lakehouse, while Prior Labs specializes in Tabular Foundation Models. Together, these acquisitions aim to create a competitive edge in the data strategy landscape.

• •SAP acquires Dremio and Prior Labs on May 4, 2026.
• •Dremio provides an Apache Iceberg-native data lakehouse.
• •Prior Labs is known for its Tabular Foundation Models.

The article discusses the dilemma of processing data in batches versus in real-time, emphasizing that the choice depends on when the answer matters. It highlights the importance of context in data processing decisions.

• •Explores the batch vs. stream data processing debate.
• •Questions when the timing of answers is crucial.
• •Highlights the importance of context in data decisions.

This article discusses essential topics for engineers working with large language models (LLMs), covering aspects from tokenization to evaluation. It provides insights into the practical workings of modern language models and their applications in various fields.

• •Explains the importance of tokenization in LLMs.
• •Covers evaluation methods for assessing model performance.
• •Discusses practical applications of large language models.

So far in 2026, companies in sales, marketing and CRM categories have pulled in around $2.7 billion globally in seed- through growth-stage funding, per Crunchbase data.

• •Sales and marketing sectors are evolving with AI technologies.
• •$2.7 billion raised in 2026 for sales and marketing firms.
• •Funding spans from seed to growth-stage investments.

Robinhood has confidentially filed for its second venture fund, focusing on growth and early-stage startups. This move comes amid a surge in interest in AI, positioning the company to capitalize on emerging opportunities in the market.

• •Robinhood targets growth and early-stage startups.
• •The filing is confidential, indicating strategic planning.
• •AI interest is driving new investment opportunities.

In a virtual meeting, Abecs revealed that the Tap on Phone method experienced an impressive growth of over 1,180% in two years. The presentation highlighted advancements in payment methods in the first quarter of 2026, reflecting the evolution of financial technologies in Brazil.

• •Tap on Phone grew over 1,180% in two years.
• •Data was presented by Abecs in a virtual meeting.
• •The growth reflects the evolution of payment methods.

In this post, we outline the solution that provides cross-Region resiliency without needing to reestablish relationships during a fail-back, using an active-active replication model with Amazon OpenSearch Ingestion (OSI) and Amazon Managed Streaming for Apache Kafka (Amazon MSK). This solution applies to both OpenSearch Service managed clusters and Amazon OpenSearch Serverless collections.

• •Explains cross-Region resiliency for Amazon OpenSearch Service.
• •Utilizes an active-active replication model.
• •Integrates Amazon OpenSearch Ingestion and Amazon MSK.

Vivo plans to implement Artificial Intelligence agents in its call center starting in June, aiming for a 60% retention rate in the coming quarters, according to CEO Christian Gebara. This initiative seeks to enhance customer service efficiency and optimize resources.

• •Vivo will introduce AI agents in its call center in June.
• •Target retention rate of 60% with the new agents in the coming quarters.
• •The initiative aims to improve efficiency in customer service.

Investment advisory boutiques excelled during the margin compression in the sector in 2025, increasing their EBITDA margin from 11.17% to 14.5%, while larger firms experienced a decline. This scenario highlights the resilience and competitive advantages of smaller firms in times of crisis.

• •Investment advisory boutiques excelled in 2025.
• •EBITDA margin for small firms increased to 14.5%.
• •Larger firms faced a margin decline from 13.22% to 12.16%.

Amazon Bedrock AgentCore introduced managed payment capabilities for AI agents, allowing them to autonomously access and pay for various services. This innovation, developed with Coinbase and Stripe, simplifies the billing and credential management processes, enhancing operational efficiency for businesses leveraging AI technology.

• •Amazon Bedrock AgentCore unveiled new payment capabilities for AI agents.
• •AI agents can autonomously pay for APIs and web content.
• •Developed in collaboration with Coinbase and Stripe.

After years of consolidation among regional internet providers, sustained high interest rates expose vulnerabilities in companies that have grown through acquisitions. The increased credit risk directly impacts the debt of these firms, which have depreciated, highlighting the challenges of inorganic growth based on leverage.

• •Consolidation of regional internet providers is a growing trend.
• •High interest rates are affecting the financial health of these companies.
• •Inorganic growth can lead to elevated financial risks.

For the first time, China has exported more electric vehicles than traditional cars, reflecting a significant shift in the global automotive market. This transition is driven by technological innovations and a growing demand for sustainable solutions, positioning China at the forefront of the electric vehicle industry.

• •China leads in electric vehicle exports.
• •Electric vehicles surpass traditional cars in exports.
• •Shift reflects the growing demand for sustainability.

A promising Indian launch startup is on the verge of its first orbital test flight, aiming to establish itself in the competitive space launch market. The company has ambitious plans to develop an orbital launch vehicle within a few years, showcasing India's growing capabilities in the aerospace sector.

• •An Indian startup is preparing for its first orbital test flight.
• •The company aims to enter the competitive space launch market.
• •It plans to develop an orbital launch vehicle in a few years.

The demand for AI compute is driving data center entrepreneurs to consider space-based solutions. However, a significant challenge remains: the insufficient number of rockets available to deploy data centers into orbit, compounded by high costs.

• •Insatiable demand for AI compute is reshaping data center strategies.
• •Entrepreneurs are exploring the potential of space-based data centers.
• •A shortage of rockets poses a significant barrier to this vision.

Discord's Nitro Rewards program offers subscribers access to the base tier of Xbox Game Pass at no additional cost, along with discounts from gaming brands like Logitech and SteelSeries. This initiative aims to enhance the value of Nitro subscriptions and attract more users.

• •Discord introduces Nitro Rewards for subscribers.
• •Access to Xbox Game Pass included at no extra cost.
• •Discounts available from brands like Logitech and SteelSeries.

DNA Capital has completed the first closing of its second fund to invest in healthtech startups, raising R$ 300 million towards a target of R$ 500 million. DNA VC II could become one of the largest early growth vehicles focused on health in Brazil.

• •DNA Capital closes the first cycle of its second fund.
• •The fund aims to invest in healthtech startups.
• •R$ 300 million raised, with a target of R$ 500 million.

Luiza Helena Trajano, Chairwoman of the Board at Magazine Luiza, discussed the importance of empathy and physical-digital integration in retail at the Gramado Summit 2026. She received the Octávio Rossi Trophy, highlighting the significance of innovation and the values that guide the company, which has become a powerhouse in the sector.

• •Luiza Trajano spoke about the physical-digital integration in retail.
• •Magalu Cloud was one of the main sponsors of the event.
• •She received the Octávio Rossi Trophy for her contribution to innovation.