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Engadget

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The best Windows laptops for 2025

The best Windows laptops for 2025 bring efficient new chips from Intel and AMD, and improved battery life with Qualcomm's Snapdragon chips through Microsoft's Copilot+ initiative.
From premium ultraportables to powerful gaming rigs and versatile workstations, the list highlights rigorously tested favorites that may even rival Apple MacBooks for some users.
Factors to consider in a Windows laptop purchase include performance, with recommendations of 16GB of RAM and modern Intel Core Ultra or AMD Ryzen processors, especially for gamers needing a decent graphics card.
AI PCs, Copilot+, and Arm-based laptops incorporate neural processing units for improved performance, with Microsoft's Copilot+ program setting standards for AI processing power, RAM, and storage.
Display quality, webcam clarity, suitable ports, Wi-Fi standards like Wi-Fi 6, and good battery life are crucial considerations when choosing the best Windows laptops for 2025.
Windows laptops differ from Chromebooks in operating systems and performance capabilities, while macOS and Windows present distinct ecosystems with varying design philosophies and software compatibilities.
Key updates for the article include insights on AI PCs and top pick recommendations for Windows laptops, highlighting the ever-evolving landscape of computing technology.

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Hackernoon

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How ‘Helpful’ Retries Can Wreck Your System—and How to Stop It

Retrying actions in systems can be problematic if not done carefully, leading to potential system failures.
Differentiating between cases where retrying makes sense and where it doesn't is crucial for effective system design.
In scenarios where retries are appropriate, they can improve the overall availability of services by mitigating transient failures.
The cumulative effect of multiple dependencies can reduce the overall service availability, making retries necessary to maintain high availability.
The formula for calculating overall availability with retries involves considering the individual availability of dependencies and the number of retries.
While retries enhance availability, they can trigger a 'retry storm' if not controlled, leading to cascading failures and prolonged outages.
Strategies like bounded retries, circuit breaking, and retry techniques are essential to limit retries and prevent excessive load on failing services.
Techniques such as exponential backoff and TCP congestion control mechanisms can help in managing retries effectively.
Implementing guardrails on both client and server sides, like backpressure contracts and load shedding, can further safeguard the system during retries.
To build reliable distributed systems, understanding the impact of retries and implementing appropriate strategies is crucial for system resilience and performance.

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Digitaltrends

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I saw Google’s Gemini AI erase image watermarks. I am deeply worried

Google's Gemini 2.0 series AI model has been demonstrated to effectively remove watermarks from images, raising concerns about copyright infringement and ethical implications.
The Gemini 2.0 Flash model is capable of erasing various types of watermarks, including complex overlays with design elements, by employing intelligent pixel-level reconstruction.
Users attempting to remove watermarks are prompted with a reminder about the illegality of such actions without the copyright holder's permission, emphasizing the importance of respecting intellectual property rights.
While Gemini produces high-quality output images, it may introduce minor differences like color variations and slight details, which can be rectified with basic image editing skills.
Google, along with other AI companies, pledged to implement watermarking systems to address issues like deepfakes and added SynthID digital watermarking to photos altered using AI tools in the Photos app.
While other AI models like Anthropic's Claude and OpenAI's ChatGPT upheld copyright laws by refusing to remove watermarks, Gemini did not include any disclaimer, highlighting the need for consistent ethical practices across AI technologies.
In the past, Google researchers developed algorithms to remove visible watermarks, aiming to expose flaws in watermarking practices and enhance security, leading to the current accessibility of tools like Gemini.
Concerns arise not only from legal implications but also from the impact on artists and photographers whose work may be exploited by AI tools without proper compensation, potentially jeopardizing human creativity and livelihoods.
As generative AI tools evolve and gain widespread adoption, the ethical use of such technology remains a critical issue, prompting a reconsideration of AI's impact on creative industries and the protection of intellectual property.
It is imperative for AI developers and companies like Google to address concerns surrounding watermark removal capabilities to prevent misuse and safeguard the rights of content creators.

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Digitaltrends

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Intel’s Panther Lake chips might not roar until 2026

Intel's next-generation Panther Lake laptop processors may be delayed until Q1 2026 due to challenges with Intel's 18A process node.
Panther Lake could be branded under the Core Ultra 300 series and is expected to bring improvements in performance and power efficiency.
Intel is launching an Early Enablement Program to provide select partners early access to Panther Lake's architecture.
The delay may impact Intel's market positioning as competition in the laptop processor space intensifies.

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Whizlabs

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What Are ETL Best Practices for AWS Data Engineers

ETL processes in AWS data engineering are crucial for preparing raw data sets for analytical purposes.
Data extraction involves extracting raw data from multiple sources and storing it in a staging area.
Data transformation in ETL involves cleaning and organizing raw data for analysis.
Data loading phase moves transformed data from staging area to the target data warehouse.
Best practices for AWS Data Engineers include planning, using scalable processing frameworks, and maintaining clear documentation.
Bulk loading techniques and data security measures are crucial for effective ETL processes.
AWS Glue, Amazon Redshift, and MWAA are highlighted as important tools for ETL processes in AWS.
Optimization strategies for ETL processes include maximizing data quality, using incremental loading, and leveraging parallel processing.
ETL optimization also involves memory management, workload management, automatic table optimization, and utilizing materialized views.
Performing multiple steps in a single transaction and using UNLOAD command for extracting large result sets are recommended for ETL optimization.

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Dev

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Are Your AWS CloudTrail Costs Out of Control? Here’s Why

Managing AWS CloudTrail costs effectively requires understanding the pricing structure and identifying areas for cost reduction.
Duplicated trails in AWS CloudTrail can lead to increased costs as multiple copies of events incur charges.
To avoid unnecessary expenses, consider keeping organization trails and using IAM roles for access control instead of creating duplicate trails.
Data events in CloudTrail also contribute to costs, with charges from the first copy onwards.
Filtering out less critical logs for data events can help reduce costs and manage expenses more efficiently.
Monitoring CloudTrail costs using tools like Cost Explorer provides visibility into PaidEventsRecorded and DataEventsRecorded metrics.
Regular monitoring of expenses can help track CloudTrail spending and ensure compliance without overspending.
Understanding the serverless nature of AWS CloudTrail is essential for cost control, as it automatically records API activity without the need for server management.
By comprehending how AWS charges for CloudTrail services, misconfigurations can be avoided, maintaining compliance at a lower cost.
AWS CloudTrail offers value for auditing, security monitoring, and operational troubleshooting but can become expensive due to tracking all activities and generating audit logs.

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Dev

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Solutions Architect Agent using Knowledge Bases for Amazon Bedrock

Amazon Bedrock is a managed service by AWS for building generative AI applications with pre-trained foundation models.
Key features include access to multiple foundation models, customization, scalability, and integration with AWS services.
Use cases for Bedrock include chatbots, content generation, image generation, and natural language processing.
The Solutions Architect Agent utilizes Knowledge Bases for enhanced responses by referencing uploaded information.
Retrieval Augmented Generation (RAG) combines pre-trained LLMs with information retrieval for context-aware responses.
RAG involves retrieving relevant information from a knowledge base and generating responses based on user queries.
Dynamic Knowledge Integration with Bedrock allows models to access and integrate external knowledge for better responses.
Amazon Bedrock Knowledge Bases provide contextual information from private data sources for more accurate responses.
The process of setting up a Knowledge Base with Bedrock involves uploading data, creating a knowledge base, and testing it.
The Solutions Architect Agent facilitates quick access to bespoke data sources for customized AI responses tailored to specific organizational needs.

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Dev

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Unlock Free AWS Certification Vouchers: Your Guide to Cloud Creds Without the Cost

Until August 31, 2025, AWS is offering free certification vouchers that cover 100% of the exam cost.
AWS certifications demonstrate cloud computing skills that employers value.
The deal includes a range of certifications from beginner to advanced levels.
To obtain a voucher, sign up for AWS Educate, complete badge-eligible courses, earn points, and redeem them for a voucher.

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Medium

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Mastering Asynchronous Patterns in JavaScript Beyond async/await

Async/await is a favorite for writing clean asynchronous code, but there are other patterns beyond it.
Async/await may not handle advanced concurrency or certain tasks like request cancellation efficiently.
Alternative asynchronous patterns in JavaScript include callbacks, promises, observables, and generators.
Callbacks involve passing a function to handle tasks later but can lead to callback hell with nested functions.
Promises act like IOUs, simplifying error handling and allowing chaining of operations.
Observables act as continuous data streams, beneficial for real-time updates and event handling.
Generators offer flexibility by pausing and resuming execution at multiple checkpoints.
These patterns tap into the same event loop system, with no significant speed differences, focusing on code structure and readability.
Choose the pattern that fits your project's complexity and readability rather than seeking performance differences.
Each asynchronous pattern has its place, so choose based on code clarity, maintenance, and compatibility.

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Dev

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NextJs Deployment with Docker: Complete Guide for 2025

Containerizing your Next.js application with Docker in 2025 simplifies deployments by ensuring consistency across all environments, eliminating version conflicts and environment mismatches.
Setting up Docker involves installing it on your machine, creating a Dockerfile in your Next.js project's root directory, and using a multi-stage build process for efficiency.
Deploying Next.js with Docker on Railway is straightforward, as Railway automatically detects your Dockerfile and builds your app from your GitHub repository.
For AWS deployment, you push your Docker image to Elastic Container Registry (ECR) and run it on an EC2 instance, ensuring scalability and robust infrastructure.
Comparing Docker deployments to other methods like Vercel shows Docker's flexibility, customization, and portability across cloud platforms, offering control and consistency.
Common troubleshooting includes ensuring the 'npm run build' step in the Dockerfile, checking networking configurations for accessibility, and using environment variables for sensitive data.
Performance optimizations include multi-stage builds, efficient Docker layers, and minimal base images, while security practices involve running as a non-root user, managing secrets, updating base images regularly, and restricting network access.
Deploying Next.js with Docker provides a reliable and flexible approach, ensuring consistency, simplifying deployments, and enabling scalability to platforms like Railway and AWS.
By adopting Docker, you can seamlessly integrate with CI/CD workflows and align with DevOps best practices, providing a robust foundation for scalable, secure, and consistent deployments in 2025.

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Dev

372

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AWS Community Days 2025

The AWS Community Days are events hosted by community around Amazon Web Services (AWS) technology.
During AWS Community Days, often held on a conferences, workshops, presentations, and panel discussions about wide range of AWS-related topics.
AWS Community Days take place in different cities around the world and are hosted by local AWS communities.
For 2025, the events currently planned are in various locations including the USA, Thailand, Pakistan, Australia, Slovakia, Italy, Romania, Czech Republic, Switzerland, Armenia, Bosnia and Herzegovina, and Poland.

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Medium

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Forward Ports via a Reverse SSH Tunnel using Docker

This tutorial explains how to forward ports via a reverse SSH tunnel using Docker.
The tutorial provides step-by-step instructions for securely forwarding any service from a NAT restricted host to any exposable host.
It mentions the use of SSH key pair for secure connection and avoiding password-based authentication.
There are configurations provided for creating a Docker network with static IPs and using internal DNS.

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Tech Radar

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NYT Strands hints and answers for Monday, March 17 (game #379)

Today's NYT Strands theme is… Sound switching
Play any of these words to unlock the in-game hints system: DINE, TRICK, STICK, HELP, BEEN, GRIN
Spangram has 11 letters
The two sides of the board that today's spangram touches are: First side: left, 5th row - Last side: right, 6th row

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Tech Radar

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Quordle hints and answers for Monday, March 17 (game #1148)

Quordle hints and answers for Monday, March 17 (game #1148)
Quordle is one of the original Wordle alternatives, offering a genuine challenge.
Today's Quordle (game #1148) includes 3 different vowels and 1 answer with repeated letters.
The letters Q, Z, X, or J do not appear in today's Quordle answers.

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Tech Radar

390

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Your next computer mouse could have a fragrance compartment for aromatherapy oils – and this Asus idea is nothing to sniff at

Asus is developing a fragrance mouse with a refillable fragrance compartment.
The mouse will passively scent the desktop as it is used.
No pricing has been announced, but it is expected to be released in late April or early May.
Last year, Asus announced a laptop with a built-in fragrance dispenser.

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