Edition for May 18, 2026

With the multitude of available artificial intelligences, it can be challenging to know which one to use for specific tasks. The choice between ChatGPT, Gemini, or Copilot depends on the task and the ecosystem in which you operate. This article provides guidance on how to decide which AI to utilize based on the specific needs of each task.

• •Generative AI is not a one-size-fits-all category.
• •Choose the AI based on the task, not the brand.
• •Answer three simple questions to decide.

Most LLM evaluation systems rely on vague scoring and human judgment disguised as metrics. I built a lightweight evaluation layer in pure Python that turns LLM outputs into reproducible decisions by separating attribution, specificity, and relevance—so hallucinations are caught before they reach production.

• •LLM evaluation systems often use vague scoring methods.
• •Human judgment is frequently disguised as metrics.
• •A new evaluation layer in Python improves decision-making.

AI should enhance, not replace, human connection in customer experience. Learn how businesses can use AI to create concierge-level service.

• •AI can improve customer service without losing the human touch.
• •Concierge-level experiences can differentiate businesses in competitive markets.
• •Understanding customer needs is crucial for effective AI implementation.

My local LLM journey starts with a $200 pre-owned GPU. I added a second GPU specifically for local AI workloads, which turned out to be a cost-effective solution compared to upgrading my main GPU.

• •Explored the benefits of adding a second GPU for AI tasks.
• •Invested only $200 in a pre-owned GPU for local workloads.
• •Compared costs of upgrading main GPU versus adding a second one.

AI systems require human evaluators for effective self-improvement, yet the industry is neglecting this aspect. With a significant drop in new grad hiring, the future of expertise in knowledge work is at risk. As AI automates entry-level jobs, the next generation of experts may not develop the necessary skills, leading to potential long-term consequences for industries reliant on human judgment.

• •AI systems need human evaluators for effective learning.
• •New grad hiring in tech has dropped by half since 2019.
• •Automation is displacing entry-level jobs critical for expertise.

OpenAI has announced an agreement with the government of Malta to provide free access to ChatGPT Plus for all residents for one year, contingent upon completing a course on the use of Artificial Intelligence. This initiative aims to democratize access to AI technology.

• •Malta offers free ChatGPT Plus for one year.
• •Access is conditioned on completing a course on AI.
• •OpenAI initiative to democratize AI usage.

DeepSeek-V4-Flash reintroduces the concept of steering in large language models (LLMs), highlighting its significance in enhancing model performance and user interaction. The article discusses recent advancements and implications for AI development.

• •DeepSeek-V4-Flash revitalizes LLM steering techniques.
• •Steering enhances performance and user interaction.
• •Recent advancements in AI models are discussed.

The article discusses the challenges beginners face after learning Python basics and emphasizes the importance of building projects that require sustained engagement. It advocates for creating simulations as a way to learn programming concepts like state, rules, and events, which are essential for developing practical skills beyond theoretical knowledge.

• •Beginners often struggle to transition from understanding concepts to building projects.
• •Most tutorials fail to teach the skill of assembling learned concepts into real applications.
• •Simulations provide a framework for persistent state, rules, and unpredictable events.

This article explores LeetCode Problem 5: Longest Palindromic Substring, focusing on string manipulation and algorithmic thinking. It explains the concept of palindromes and substrings, provides examples, and introduces an 'Expand Around Center' approach to efficiently find the longest palindromic substring in a given string.

• •The problem involves finding the longest palindromic substring in a given string.
• •A palindrome reads the same forwards and backwards, while a substring is a contiguous sequence of characters.
• •The article presents an efficient approach using the 'Expand Around Center' technique.

I attempted to manage AI collaboration by creating markdown documents for decisions and tasks. After generating 56 files, I discovered that AI does not maintain document state, leading to confusion and inefficiency. Consequently, I developed aming-claw, a backlog database that allows AI to read and write effectively.

• •Tried to manage AI with markdown documents.
• •Generated 56 files for feature specs and reviews.
• •Discovered AI doesn't maintain document state.

n8n enables the automation of repetitive tasks, connects systems via APIs, synchronizes databases in real-time, and creates custom artificial intelligence agents.

• •Efficiently automates repetitive tasks.
• •Connects different systems using APIs.
• •Synchronizes databases in real-time.

Learn how to make your Claude Code improve over time.

• •Understand the principles of iterative code improvement.
• •Explore techniques for enhancing Claude Code performance.
• •Discover best practices for ongoing code refinement.

If 3D voxel scenes (that you can style), flying focus animations, or new CSS syntaxes sound like your kinda thing, then this issue of What’s !important is definitely for you.

• •Explore 3D voxel scenes that can be styled.
• •Learn about flying focus animations.
• •Discover new CSS syntaxes and features.

In this article, we will explore five fundamental concepts that every Python developer should have in their toolkit.

• •Understanding data types and variables in Python.
• •Mastering control flow with loops and conditionals.
• •Utilizing functions for code reusability.

RAM plays a crucial role in the performance of PCs with integrated GPUs, as these GPUs use system RAM as video memory. The speed and capacity of the RAM are key factors in ensuring a satisfactory gaming experience, especially in machines without dedicated graphics cards.

• •Integrated GPU uses system RAM.
• •Faster RAM improves data transfer rates.
• •APUs require RAM for multiple simultaneous functions.

As LNG prices double due to the Hormuz blockade, Southeast Asia is transitioning from fossil fuel dependency to renewable energy. The region is also developing a regional grid to support this shift, highlighting a significant move towards sustainable energy infrastructure.

• •LNG prices have surged amid geopolitical tensions.
• •Southeast Asia is reducing its reliance on fossil fuels.
• •The region is investing in renewable energy sources.

Genesys has announced the expansion of its partnership with Meta, enabling customers to integrate voice, messaging, and AI via WhatsApp into Genesys Cloud. This new feature, which is moving out of beta, offers new ways to engage with consumers, enhancing communication efficiency.

• •Genesys expands partnership with Meta to integrate new features.
• •Customers will be able to use voice and messaging via WhatsApp in Genesys Cloud.
• •The new feature exits beta after a year of testing.

We’re excited to announce the general availability of Custom Catalogs and Profiles for managing Model Context Protocol (MCP) servers. These two complementary capabilities fundamentally change how teams package, distribute, and manage AI tooling.

• •Custom MCP Catalogs allow curation of approved MCP server collections.
• •MCP Profiles simplify the development process for individual developers.
• •These features enhance the management of AI tooling in enterprises.

Brazilian legaltech Forlex has signed a $32 million agreement with Amazon Web Services (AWS) to enhance its technological infrastructure over the next three years. The contract includes the provision of computing capacity based on NVIDIA B200 GPUs and paves the way for the company's international expansion.

• •Forlex signs $32 million agreement with AWS.
• •The expansion aims to increase the company's technological infrastructure.
• •The contract includes computing capacity with NVIDIA B200 GPUs.

Subnautica 2 has launched on GeForce NOW, allowing players to explore its new alien ocean on various devices. This release is part of a lineup of 11 new games available in the cloud this week.

• •Subnautica 2 is now available on GeForce NOW.
• •Players can enjoy the game from almost any device.
• •The launch coincides with the release of 11 new games.

Ahead of the upcoming release of Google Home Speaker, a new 'Google Home Display' has appeared in Google app code, suggesting a new Nest Hub-esque device is in the works.

• •A new device called 'Google Home Display' has been discovered.
• •It appears in the code of the Google app.
• •This device may serve as a replacement for the Nest Hub.

The Russian hacker group Secret Blizzard has developed its long-running Kazuar backdoor into a modular peer-to-peer (P2P) botnet designed for long-term persistence, stealth, and data collection.

• •Kazuar backdoor has evolved into a P2P botnet.
• •Developed by the Russian hacker group Secret Blizzard.
• •Focuses on long-term persistence and stealth.

The Russian state-sponsored hacking group Turla has revamped its Kazuar backdoor into a modular P2P botnet designed for stealth and persistent access to compromised systems. This development highlights the evolving tactics of state-sponsored cyber threats.

• •Turla has transformed its Kazuar backdoor into a P2P botnet.
• •The botnet is engineered for stealth and persistent access.
• •Turla is linked to Russia's Federal Security Service (FSB).

A few tech companies claim they can track Starlink users, raising privacy concerns for consumers and government agencies using SpaceX's service. Documents reveal tools designed for government clients that monitor Starlink terminals, highlighting potential risks for both users and agencies relying on satellite internet.

• •Technology companies claim they can track Starlink users.
• •Privacy concerns arise for both consumers and government agencies.
• •Tools are marketed to government clients for monitoring purposes.

Stolen browser sessions and authentication tokens are becoming more valuable than stolen passwords. Flare explains how the REMUS infostealer evolved around session theft and operational scalability.

• •REMUS infostealer focuses on session theft.
• •Stolen sessions are more valuable than passwords.
• •Operational scalability is a key feature.

Cybersecurity researchers have disclosed a set of four security flaws in OpenClaw that could be chained to achieve data theft, privilege escalation, and persistence. The vulnerabilities, collectively dubbed Claw Chain by Cyera, can permit an attacker to establish a foothold, expose sensitive data, and plant backdoors.

• •Four security flaws in OpenClaw have been identified.
• •These vulnerabilities can lead to data theft and privilege escalation.
• •The flaws allow attackers to establish persistence in systems.

Veeam Software, by acquiring Securiti AI, aims to tackle the security challenges posed by the increasing presence of autonomous artificial intelligence agents in businesses. The new strategy seeks to create a unified platform that enhances resilience and data backup, adapting to the evolving market demands.

• •Veeam acquired Securiti AI to strengthen its security.
• •The strategy aims to unify protection against risks from autonomous AI.
• •Traditional security infrastructure faces new challenges.

CISA has added a new vulnerability, CVE-2026-42897, to its Known Exploited Vulnerabilities (KEV) Catalog, highlighting its active exploitation risks. This vulnerability affects Microsoft Exchange Server and poses significant threats to federal networks, urging organizations to prioritize timely remediation.

• •CISA updates its Known Exploited Vulnerabilities Catalog.
• •New vulnerability: CVE-2026-42897 related to Microsoft Exchange Server.
• •Active exploitation of this vulnerability is confirmed.

Most Flutter apps start monetization with good intentions but quickly become messy with scattered logic. The integration of ads, especially native and rewarded ads, introduces complexities that can hurt user experience and monetization reliability. Effective orchestration and fallback strategies are essential to maintain a stable UI and ensure consistent monetization.

• •Flutter monetization often begins simply but becomes complex.
• •Scattered monetization logic can lead to maintenance challenges.
• •Native ads may offer better CPMs but can fail frequently.

The current landscape demands a new and urgent competency from the industry: the ability to better forecast and plan. Integrating artificial intelligence is essential to tackle these challenges and optimize processes.

• •The industry faces new challenges with the rise of AI.
• •Forecasting and planning are essential competencies.
• •AI integration can optimize industrial processes.

In a press conference, Globo announced infrastructure improvements for the 2026 World Cup, including low latency on GloboPlay, 4K broadcasting on SporTV, and the launch of GE TV. These innovations aim to enhance the user experience during live games.

• •Globo presents technological improvements for the 2026 World Cup.
• •Adoption of low latency in the GloboPlay streaming service.
• •Broadcasting of games in 4K on the SporTV channel.

The bank leverages artificial intelligence as part of its transformation strategy to enhance the experience of its 135 million customers in Brazil, Colombia, and Mexico. AI-Powered Pix has already reached 10 million customers at Nubank.

• •Nubank integrates AI into its transformation strategy.
• •AI-Powered Pix reaches 10 million customers.
• •Focus on improving user experience.

Globo's coverage of the world's premier football tournament will be the first to feature all matches in 4K, incorporating generative AI, TV 3.0, and 5G as part of the broadcasts.

• •Globo centralizes its World Cup strategy on Globoplay.
• •Broadcasts will include all matches in 4K for the first time.
• •Use of generative AI to enhance user experience.

Google Messages for Android is rolling out new features after extensive A/B testing. The process of launching new functionalities can be slow, but recent reports and announcements indicate the current state of the app and its updates.

• •Google Messages is undergoing A/B testing for new features.
• •The rollout of new functionalities can be slow.
• •Recent reports highlight the current state of the app.

As is the case every year, this September – Apple will be unveiling its next-generation Apple Watch model. Apple Watch Series 12 will likely carry on the same design language as the Apple Watch Series 11, but with a few changes. Let’s dive in.

• •Apple Watch Series 12 is set to launch this September.
• •The design will likely resemble the Apple Watch Series 11.
• •Expect some changes and improvements in the new model.

The article outlines a 12-month self-study roadmap for transitioning from a data analyst to a data engineer, detailing the tools to learn, projects to build, and anticipated challenges.

• •Detailed roadmap for aspiring data engineers.
• •Focus on essential tools and technologies.
• •Emphasis on practical projects for hands-on experience.

This article explores Recursive Language Models and how they differ from other models like ReAct, CodeAct, Self-Loops, and Subagents. It provides a comprehensive deep dive into the mechanics and applications of these models in the field of AI and data science.

• •Explores Recursive Language Models in detail.
• •Compares with ReAct, CodeAct, Self-Loops, and Subagents.
• •Focuses on mechanics and applications in AI.

SANA-WM is a groundbreaking open-source world model designed for generating 1-minute 720p videos. With 2.6 billion parameters, it aims to enhance the capabilities of AI in video generation, offering new opportunities for developers and researchers in the field.

• •SANA-WM is an open-source world model for video generation.
• •It features 2.6 billion parameters for enhanced performance.
• •The model generates 1-minute long 720p videos.

The article discusses the inadequacy of using 'vibe checks' to evaluate large language models (LLMs) and proposes a more structured approach to create decision-grade scorecards for AI agents. It emphasizes the importance of rigorous evaluation methods to ensure the effectiveness and reliability of AI systems.

• •Critiques the current methods of evaluating LLMs.
• •Highlights the limitations of informal assessments like 'vibe checks'.
• •Proposes a structured scorecard for better evaluation.

AI hype fades quickly when data ownership, quality and governance aren’t in place. Enterprises need to focus on these aspects to truly leverage AI capabilities and drive innovation.

• •Data ownership is crucial for effective AI implementation.
• •Quality of data directly impacts AI performance.
• •Governance ensures compliance and ethical use of data.

When generative AI transitioned from research to business, companies accepted a trade-off: immediate capabilities for future control. By using third-party AI models with proprietary data, they achieve powerful outcomes but risk losing governance over their data. This article explores the implications of AI and data sovereignty in autonomous systems.

• •Generative AI has moved from labs to business applications.
• •Companies traded immediate capabilities for future control over data.
• •Using third-party AI models can yield powerful results.

This article provides a practical guide to categorization in credit scoring, focusing on transforming raw data into risk classes. It aims to help professionals understand the importance of data categorization in the financial sector.

• •Explains the process of categorization in credit scoring.
• •Focuses on transforming raw data into actionable insights.
• •Highlights the significance of risk classes in finance.

Today, we’re announcing additional capabilities in Cowork to expand on what it can make possible for you.

• •New features in Cowork enhance productivity.
• •Focus on conversation-to-action capabilities.
• •Integrations across various skills and devices.

The next competitive frontier may be off-world logistics: lunar cargo, surface transport, robotics, and power systems. Artemis is setting the table for a commercial lunar economy.

• •NASA's Artemis mission aims to establish a sustainable lunar presence.
• •Off-world logistics could revolutionize global supply chains.
• •Emerging technologies will drive innovation in lunar economies.

Founded by Maximiliano Porta and Ronaldo Fernandes, Suiv developed a platform that connects vehicle, parts, and maintenance data for workshops, rental companies, and marketplaces.

• •Suiv organizes data for 90% of new cars in Brazil.
• •The platform connects workshops, rental companies, and marketplaces.
• •Founded by Maximiliano Porta and Ronaldo Fernandes.

Jennifer and Paul Tessmer-Tuck utilized real estate professional status (REPS) to significantly reduce their tax burden. By qualifying for REPS, they can offset rental losses against active income, which is particularly beneficial for high-income earners. This strategy allows married couples to leverage one spouse's REPS qualification to maximize tax savings.

• •Jennifer and Paul Tessmer-Tuck saved on taxes using REPS.
• •REPS allows rental losses to offset active income.
• •Paul shifted to part-time work to qualify for REPS.

High-performing leaders don’t automatically create high-performing teams. Teams often fail due to a lack of honest communication, optimizing for departmental goals over enterprise success, and unclear targets. These issues lead to fragmentation, trust erosion, and wasted efforts. High-performing teams must engage in constructive conflict and collaborate effectively to drive overall business outcomes.

• •High-performing leaders may not create high-performing teams.
• •Teams often avoid tough conversations, leading to false harmony.
• •Optimizing for departments can create fragmentation.

The Commodity Futures Trading Commission (CFTC) is intensifying its efforts to combat insider trading in prediction markets by leveraging artificial intelligence. This initiative underscores the seriousness with which regulatory bodies are approaching the integration of AI in monitoring financial activities.

• •CFTC is focusing on insider trading in prediction markets.
• •Artificial intelligence is being utilized for monitoring.
• •This move highlights regulatory seriousness about AI.

GenAI case studies are crucial in interviews, particularly for roles involving AI implementation. This article outlines six steps to effectively tackle GenAI case study interviews, using real examples to illustrate the approach. Candidates can learn how to structure their responses and demonstrate their understanding of deploying AI solutions in business contexts.

• •Understand the problem statement clearly.
• •Break down the case into manageable parts.
• •Use real-world examples to support your approach.

Otis CEO Judy Marks highlights a significant demand for elevator mechanics, with salaries reaching up to $158,890. The company has increased its workforce by 12.5% since spinning off in 2020, driven by a growing need for skilled labor in the construction sector. The role remains secure against automation due to its specialized training requirements.

• •Otis struggles to hire enough elevator mechanics to meet demand.
• •Elevator mechanics can earn salaries exceeding $150,000.
• •The industry is projected to grow by 5% from 2024 to 2034.

Samsung's delayed Galaxy S26 launch allowed Apple to gain momentum in the US smartphone market, with iPhone sales growing 1.3% while the overall market fell 5.7%. Apple's pricing strategy and strong demand for the iPhone 17 contributed to its success, despite economic challenges affecting consumer spending.

• •Samsung's Galaxy S26 launch was delayed to March 11.
• •Apple's iPhone sales grew 1.3% in Q1 2026.
• •The overall US smartphone market declined by 5.7%.

AI-powered marketing platform Nectar Social announced Thursday that it raised a $30 million Series A round led by Menlo Ventures and its Anthology Fund, which was created alongside Anthropic.

• •Nectar Social is an AI-driven marketing platform.
• •The company raised $30 million in Series A funding.
• •Menlo Ventures led the funding round.

RETN emphasizes the importance of hiring exceptional talent to maintain growth. They utilize three key interview questions to align candidates' needs with the company's culture and role requirements. Understanding why candidates leave previous jobs and their knowledge about the company can help avoid costly turnover and ensure a better fit for the team.

• •RETN aims to build a nine-figure business.
• •Hiring exceptional talent is crucial for maintaining growth.
• •Three key interview questions help identify the right candidates.

Smart systems to help solopreneurs scale fast. This article discusses seven AI tools that enable individuals to build and manage a one-person business efficiently, without the need for staff or coding skills.

• •Explore AI tools designed for solopreneurs.
• •Learn how to scale a business without staff.
• •No coding skills required for implementation.

As an online classifieds marketplace, OLX invests R$ 440 million in its largest offensive in Brazil since 2010. With a model focused on buying and selling used goods, the company has surpassed R$ 1 billion in revenue, maintaining its mantra 'Desapega'.

• •OLX invests R$ 440 million in expansion.
• •Largest offensive by the company since 2010.
• •Business model focuses on buying and selling used goods.