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Kagent: Bringing agentic AI to cloud native

  • Kagent is an open source programming framework designed for DevOps and platform engineers to run AI agents in Kubernetes.
  • It helps engineers build powerful internal platforms by tackling cloud native tasks such as configuration, troubleshooting, complex deployment scenarios, observability pipelines and dashboards, and safely enabling network security.
  • Kagent is built on three key layers: Tools, Agents, and the Framework.
  • If you're a platform or DevOps engineer interested in solving cloud native operation challenges with AI agents, you can collaborate by checking out the Kagent website and GitHub repository, experimenting with AI agents in your Kubernetes cluster, and joining the discussion in the #kagent channel on CNCF Slack.

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Tech Radar

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ChatGPT is down for many – here's what's going on

  • ChatGPT is experiencing an outage, especially in the US, with prompt errors reported across multiple models.
  • The outage was first noticed on ChatGPT queries and confirmed by Downdetector.
  • The issue seems to affect ChatGPT's ability to respond to prompts, but the exact cause is yet to be acknowledged by OpenAI.
  • While the recovery is underway, response times are still slow, and OpenAI is working on implementing mitigation.

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Tech Radar

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It looks like Microsoft might have thought better about banishing Copilot AI shortcut from Windows 11

  • Windows 11 may reinstate the 'Windows key + C' shortcut to summon Copilot that was removed last year.
  • Microsoft is rumored to be experimenting with bringing back this keyboard combination for users who don't have a dedicated Copilot key.
  • The functionality can be customized in settings like the Copilot key, offering flexibility to users' preferences.
  • Originally, 'Windows key + C' was used for Cortana, then switched to Copilot when Cortana was removed in 2023.
  • Microsoft removed the shortcut connection to Copilot in mid-2024, but now seems to reconsider its decision.
  • The reasoning behind the removal remains unclear, with speculations on its impact on Copilot+ laptops.
  • Windows Latest pointed out that the Windows key in combination with a number is promoted for accessing Copilot pinned to the taskbar.
  • The ability to redefine the shortcut to a different action provides users with more flexibility and utility.
  • While awaiting official testing of the shortcut's reintroduction, users can anticipate a potentially useful feature.
  • Customizable shortcuts may come with limitations similar to remapping the dedicated Copilot key, based on app compatibility.

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How to Overcome Challenges by Implementing Technology in Supply Chain Management

  • Supply chain management is crucial for coordinating activities between companies and suppliers in the global economy.
  • Challenges like unpredictable demand, inventory balancing, unreliable suppliers, and logistics issues impact supply chains.
  • Businesses are investing in technology like AI, IoT, blockchain, robotics, and automation to enhance supply chain operations.
  • Implementing new technology in supply chains requires careful planning, training, and monitoring for successful integration.
  • Companies are adapting technology to improve visibility, sustainability, and efficiency in supply chain management.
  • Case studies of successful technology integration include Walmart using IoT, Amazon speeding up deliveries with robots, and DHL optimizing delivery with advanced data analytics.
  • Future trends in global supply chain technology include AI advancements, autonomous delivery vehicles, and a focus on sustainability.

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Support Logical Shorthands in CSS

  • CSS logical properties provide an efficient way to optimize websites.
  • Shorthands like margin and padding currently have limitations with logical properties.
  • Existing 4-value shorthands feel outdated and cannot set logical dimensions.
  • Efforts are being made to update shorthand properties and support logical dimensions.

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Accelerating AI/generative AI with assetization

  • Assetization is crucial for accelerating gen AI projects by reusing assets like code, data, and models.
  • Maintaining digital assets in a central repository enhances efficiency, accelerates development, and fosters innovation.
  • Scaling AI effectively involves assetizing code, insights, and resources to streamline operations and boost productivity.
  • Sharing prompts and pre-configured agents is gaining importance in gen AI projects over technical details of training models.
  • Brix, a solution by QuantumBlack Labs, centralizes assets for discoverability and accessibility in AI projects, reducing operating costs.
  • Reusing assets can accelerate time-to-value, enhance solution quality, and mitigate risks in new GenAI projects.
  • Promoting reuse at scale requires positive incentives, culture changes, and alignment of interests within organizations.
  • A 'choose to use' philosophy, celebrating contributions, and fostering a culture of reuse are essential for sustainable asset reuse.
  • Brix transforms how teams operate by integrating existing storage into a centralized, platform-agnostic solution for better business outcomes.
  • The goal of Brix is to enable organizations to focus on reuse, streamline AI workflows, boost efficiency, and gain a competitive edge.

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Our 1.5-Year Cloud Migration Nearly Broke Us — What I Did Not Expect to Learn

  • Cloud migration process involves untangling years of decisions, old habits, and systems held together by guesswork.
  • Patience and understanding legacy edge cases are essential in cloud migration.
  • Detail-oriented people play a crucial role in tracking migrations and ensuring data integrity.
  • Clarity is more important than speed in the cloud migration process.

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Convert Non-Decimal String Values with Laravel’s Enhanced toInteger() Method

  • Laravel introduces an enhanced toInteger() method for converting non-decimal string values.
  • The toInteger() method allows for easier conversion of numbers in different bases within string operations.
  • This enhancement is useful for processing non-decimal numbers like color codes, binary data, or configuration values.
  • The method supports base values from 2 to 36, providing flexibility for a wide range of conversion needs.

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Building Node.js and Golang Backend Communication with Kafka

  • Apache Kafka is a distributed platform used for building real-time data pipelines and streaming applications
  • Kafka is a set of machines working together to handle and process real-time infinite data
  • Kafka uses the concept of topics for sending and receiving messages
  • The article provides instructions for setting up Kafka with Node.js and Golang backends using Docker

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Oh, the recipe to disaster now has a fancy name: “Vibe Coding”

  • The term 'Vibe Coding' recently coined by Andrej Karpathy in February 2025 refers to a method of developing AI-driven applications accessible even to non-programmers.
  • AI tools like Copilot assist in speeding up code development by suggesting and generating blocks of code, saving time on repetitive tasks.
  • However, AI-generated code may lack perfection, adherence to personal style, understanding of domain logic, and security implementation.
  • Developing a complete application requires deep knowledge of software architecture, security, data management, and problem-solving skills beyond coding.
  • The responsibility to users and legal compliance when launching apps to the public goes beyond just coding and requires a comprehensive skill set.
  • Relying solely on AI for app development may lead to unforeseen issues, such as security breaches, technical problems, and legal repercussions.
  • While AI can aid in coding, it is not yet a replacement for human developers, especially in complex tasks like starting a tech business.
  • Programmers are advised to enhance problem-solving and cybersecurity skills alongside coding, foreseeing a shift towards validating and improving AI-generated code.
  • For non-programmers intrigued by 'Vibe Coding' and tech startups, hiring or involving developers in the project is recommended over relying solely on AI tools.
  • While 'Vibe Coding' may be useful for personal applications, it is not a substitute for the foresight and expertise a professional developer can provide in building robust solutions.
  • Prioritize developing a strong foundation for tech projects rather than overlooking crucial aspects in favor of quick solutions, as this diligence will prevent regrets in the future.

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Binance Earning Methods

  • One of the principal ways to earn through Binance is cryptocurrency trading. Spot trading, margin trading, and futures trading are available options for traders.
  • Binance also offers Binance Earn, where users can stake or lock their crypto assets to earn passive income through proof-of-stake (PoS) blockchains.
  • In addition, Binance provides savings accounts, fixed-term deposits, and liquidity farming options, allowing users to earn interest on their crypto assets.
  • These methods offer viable alternatives for investors looking to earn income from their crypto assets without actively trading.

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Top 7 Advantages of Software Development Outsourcing for Startups

  • Software development is crucial for startups, aiding in automation, efficiency, and market differentiation.
  • Outsourcing software development to startups provides scalable solutions to meet changing market needs efficiently.
  • By working with trusted companies in India, startups gain expertise to compete globally and save costs on in-house developers.
  • Outsourcing allows startups to access specialized skills, industry knowledge, and best practices for superior software solutions.
  • It enables startups to focus on core functions, market research, and innovation, enhancing brand building and customer relationships.
  • Outsourcing helps startups adapt quickly to market changes, scale resources as needed, and reduce time to market.
  • Collaborating with outsourcing partners also improves security, compliance, and project risk management for startups.
  • Access to advanced technology through outsourcing enhances product quality, user experience, and competitiveness for startups.
  • This approach drives cost savings, efficient resource allocation, and a focus on core business functions for startups.
  • In summary, outsourcing software development benefits startups by providing financial efficiency, expert talent, quicker market entry, and robust security.

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New coral-inspired material could change construction forever

  • Scientists have found a new way to fight climate change—by turning carbon dioxide (CO₂) into strong, fire-resistant building materials.
  • Inspired by coral reefs, this method captures CO₂ from the air and uses it to create durable materials, potentially making buildings carbon-negative.
  • The process involves 3D-printing polymer scaffolds, coating them with a conductive layer, and placing them in a calcium solution where CO₂ reacts with calcium to form stone-like materials.
  • The material is fire-resistant, self-healing, and has a negative carbon footprint, making it a potential game-changer for eco-friendly construction.

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How to build a multi-agent orchestrator using Flink and Kafka

  • Building multi-agent systems involves decomposing problems for specialized units to collaborate, where an orchestrator coordinates interactions.
  • The orchestrator acts as a central entity deciding which agent should handle a task based on context, enhancing scalability and adaptability.
  • Event-driven messaging, powered by technologies like Kafka and Flink, is crucial for multi-agent communication in dynamic environments.
  • Agents in multi-agent systems communicate autonomously through event-driven architectures, enhancing flexibility and fault tolerance.
  • The orchestrator pattern involves an orchestrator directing agents in problem-solving, ensuring effective collaboration and dynamic workflows.
  • Event-driven architectures excel in tracking dependencies, failure recovery, and scaling multi-agent interactions.
  • Apache Flink plays a key role in orchestrating multi-agent systems, enabling real-time decision-making and dynamic message routing.
  • Flink, paired with Kafka, supports the orchestration pattern by processing messages, determining agent tasks, and facilitating agent interactions.
  • In a hands-on example, an AI-driven sales development representative system showcases the practical implementation of an event-driven multi-agent system.
  • Orchestration in Flink SQL involves external model inference to assign tasks, ensuring seamless workflows and autonomous agent operations.
  • Event-driven architectures empower multi-agent systems to make real-time decisions efficiently and autonomously, adapting dynamically to new data.

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Differences Between Android and iOS: What You Need to Know

  • Annual sales of mobile devices have reached almost 17 billion units worldwide, with decreasing costs making smartphones more accessible.
  • Samsung and Apple have historically dominated global smartphone production, but Chinese brands are gaining popularity.
  • iOS users tend to have higher incomes, affecting monetization strategies, while Android dominates in low-income regions.
  • Project constraints often force companies to choose between Android and iOS for app development.
  • Developers favor Android and iOS, with the Apple App Store having more apps compared to Google Play.
  • Android development is more prominent in Eastern Europe, South Asia, and South America, while iOS is popular in North America and Oceania.
  • Apple devices are preferred by younger age groups, while Android devices are more popular among older age groups.
  • The App Store generated higher revenue than Google Play, but Android holds over 70% of the smartphone market.
  • Android offers flexibility and a larger global audience, while iOS targets developed countries and provides higher revenue potential.
  • Considerations for choosing between iOS and Android include target audience, monetization strategy, development costs, and user experience.

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