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Medium

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JavaScript Just Got Smarter: Meet the New groupBy() Method

JavaScript introduces the new Object.groupBy() method.
The new method simplifies the process of organizing data into small buckets.
It replaces the need to use reduce() or external libraries like Lodash.
Object.groupBy() groups data based on a specific common property.

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Pcgamer

432

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From pixels to pinot: The Windows XP 'Bliss' wallpaper hill was real and this is what it looks like now

The Windows XP 'Bliss' wallpaper hill was real and still exists today in Sonoma County, California.
The iconic image was taken in 1996 by photographer Charles O'Rear and acquired by Microsoft for the Windows XP release.
The original photo was captured on film with a medium-format camera and the full-resolution version can be seen online.
Sonoma County, known for its wine production, has seen the hill transform into a vineyard over the years, as shown in follow-up images.

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Infoq

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JavaOne 2025 Day 2: FFM API, Virtual Threads, Platform Engineering, Evolution of Jakarta EE

Day Two of JavaOne 2025 featured discussions on FFM API, Virtual Threads, Platform Engineering, and Jakarta EE evolution.
Per-ke Minborg presented on JEP 454, the Foreign Function & Memory API, as a replacement for JNI.
The issues with JNI were discussed, along with frameworks attempting to address them.
Joe Di Pol discussed virtual threads in Helidon 4.0 and overcoming pinning issues.
Steve Millidge focused on modernizing Java applications with Kubernetes for efficiency and automation.
Platform Engineering at Payara simplifies manual tasks in Kubernetes deployments.
Ivar Grimstad's presentation covered the past, present, and future of Jakarta EE, including new specifications under consideration.
Demos included Jakarta Data examples and enabling virtual threads in JDK 21 applications.
Future Jakarta EE versions may include Jakarta NoSQL 1.0 and Jakarta MVC 3.0, with new specifications like Jakarta Query and CRaC being considered.
JavaOne 2025, a three-day event, featured keynotes and hands-on labs, with a focus on Java's ongoing development.
Oracle's expert speakers at the event included Brian Goetz, Ron Pressler, and Paul Sandoz.

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Hackernoon

215

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The HackerNoon Newsletter: Nobody Wants to Pay for Apps Anymore—Except When AI Is Involved (3/26/2025)

The HackerNoon Newsletter: Nobody Wants to Pay for Apps Anymore—Except When AI Is Involved
Top quality stories include 'Too Many AIs With Too Many Terrible Names: How to Choose Your AI Model'
'Nobody Wants to Pay for Apps Anymore—Except When AI Is Involved'
RevenueCat’s 2025 report reveals why AI apps are quietly dominating in-app revenue

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Javacodegeeks

229

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Read an External Properties File in Maven

Reading external properties in a maven project is beneficial for accessing secure credentials or logging settings.
The article explains how to read an external properties file in a Maven project setup.
The maven project folder structure stores the external properties file in the 'external-config' folder.
The 'external.properties' file in the project root defines properties like 'my.custom.property', 'server.log', 'database.login', and 'apikey'.
The article highlights the content of the 'result.txt' file and its update upon execution.
The 'pom.xml' file is updated to incorporate build plugins like maven-resources-plugin and properties-maven-plugin.
Executing 'mvn clean install' confirms loading properties from the external file and resource copying.
The process demonstrates property value replacement and copying to the filter-result folder.
The article covers how to read external properties through arguments and overwriting the external property file.
Overall, the article showcases the importance of managing environment-specific builds with Maven plugins for clean, maintainable projects.

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Sdtimes

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Spark your digital transformation with AI and VSM

The 2025 Broadcom Value Stream Summit will focus on the role of AI and VSM in digital transformation.
Broadcom will discuss its ValueOps AI agent, Vaia, and how it enhances decision-making and automates tasks.
Organizations are shifting from projects to viewing offerings as products for more efficient digital product support.
The summit will feature discussions on VSM, AI, data integration, real-world success stories, and best practices.

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TechBullion

428

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Litecoin Still a Safe Bet? One New Crypto Is Gaining Ground as the Best Buy for 2025

Litecoin (LTC) continues to be considered a safe and lower-risk cryptocurrency with stability, transaction speed, and merchant adoption.
However, a new emerging cryptocurrency called The Last Dwarfs ($TLD) is gaining ground as the best buy for 2025.
While Litecoin has a long track record and established infrastructure, The Last Dwarfs is a project at the intersection of Web3 gaming and DeFi, offering a play-to-invest model and already has a live platform with over 300,000 users.
Investors looking for higher ROI and early-stage opportunities are considering The Last Dwarfs as a high-growth, utility-driven token investment.

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Medium

401

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How Airbnb Measures Listing Lifetime Value

Airbnb calculates listing lifetime value to understand valuable accommodation listings for guests and help hosts increase listing value.
Their framework estimates baseline LTV, incremental LTV, and marketing-induced incremental LTV, segmented to inform supply expansion strategy.
Challenges in lifetime value estimation arise in multi-sided platforms like Airbnb, where transactions of one listing can impact another.
Incremental LTV is estimated by subtracting cannibalized value from baseline LTV, addressing the challenge of accurately measuring value added by each listing.
Marketing-induced incremental LTV measures the additional value created by internal initiatives like marketing campaigns for listing improvement tips.
The estimation framework focuses on accurate baseline LTV, leveraging machine learning and listing features to predict future bookings.
During the pandemic, Airbnb faced challenges due to changes in travel dynamics, with strategies implemented to improve model accuracy.
To handle uncertainty, daily adjustments are made to expected values based on accrued values and updated listing features.
Estimating lifetime value helps Airbnb provide a better user experience and informs decision-making for listings and marketing campaigns.
This measurement framework may also extend to other applications, such as Airbnb Experiences listings, to determine the value of experiences based on travel trends.

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Sdtimes

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Google releases reasoning model Gemini 2.5, its “most intelligent AI model” yet

Google has released Gemini 2.5, its latest reasoning model and claimed to be the company's most intelligent AI model.
Gemini 2.5 models are designed to reason through thoughts, leading to enhanced performance and improved accuracy.
The new AI model surpasses OpenAI o3-mini, Claude 3.5 Sonnet, and DeepSeek R1 in LMArena benchmarks.
Gemini 2.5 excels in coding, especially in creating web apps and agentic applications, and scores well in Humanity's Last Exam dataset.

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Medium

200

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Building Holiday Finds: How Pinterest Engineers Reimagined Gift Discovery

Pinterest engineers tackled the challenge of helping users discover and save perfect gifts during the holiday season by addressing discovery overwhelm and fragmented wishlists.
They aimed to create a streamlined gift discovery experience leveraging personalization infrastructure and introducing gift-specific optimizations.
Key technical pillars included a personalization stack, dynamic UI framework, and a unified logging system to provide a seamless shopping journey.
The solution involved adapting the existing recommendation system for gift optimization through candidate generation, ranking, and blending stages.
A highlight was the autogenerated wishlist boards feature that reduced friction in gift discovery by automatically creating and populating shopping-focused boards.
The UI implementation focused on crafting a unique shopping experience while maintaining familiarity, utilizing a dynamic hero header and a Structured Feed Framework.
A tab ranking system was developed to balance discovery and personalization, and a logging system was implemented to measure and improve shopping innovation success.
The launch of Holiday Finds showed improved engagement with wishlists, strong adoption among Gen Z users, and successful integration of curated gift guides globally.
Future directions include evolving tab ranking, enhancing the shopping experience, and innovating across platforms to improve gift discovery algorithms and support complex interactions.
The project demonstrated the adaptability of the Structured Feed Framework, effectiveness of the tab ranking strategy, and acceleration of development through the reuse of existing infrastructure.
Pinterest engineers are enthusiastic about building on this foundation by exploring new ranking models, enhancing the shopping experience, and extending platform innovations.

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Engadget

286

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GeoGuessr is coming to Steam in April

GeoGuessr, the geography game that tasks players with guessing a location in the world based on a random Google Street View image, is coming to Steam.
The early access version on Steam will include a competitive solo mode and casual Team Duels, with plans to add more modes and features in the future.
The full Steam version price is not yet disclosed, but a free version with limited access will be available, while the full Solo Duels mode will require a Steam Pass.
The game's developers do not anticipate changing the price during early access or increasing it when the game exits early access.

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Tech Radar

432

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YouTube Premium could be getting a new time-saving perk, showing you recommended videos directly in your playback queue

YouTube is testing a new Premium feature that shows you recommended videos in your playback queue.
The feature allows users to add videos to the queue without leaving the page.
However, the recommended videos may not be related to the video being watched.
The feature aims to make it easier to curate a seamless flow of videos in the playback queue.

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26 Likes

Tech Radar

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I’ll admit, Microsoft’s new Windows 11 update surprised me with its usefulness, providing accessibility fixes, a gamepad keyboard layout, and PC spec cards

Microsoft released an optional preview update for Windows 11, introducing accessibility fixes, PC spec cards, and a gamepad keyboard layout.
The update aims to address File Explorer accessibility issues, ensuring uniform text scaling across all elements.
New PC spec cards have been swiftly integrated, offering quick access to CPU, RAM, storage, and graphics card information.
A gamepad keyboard layout for typing using an Xbox controller and an emoji button on the taskbar were also added.
Voice Access now supports the Chinese language in Windows 11, and the update caters to the 23H2 version.
While the update brings valuable improvements, caution is advised in installing preview updates due to potential issues.
It is recommended to wait for the full release next month to ensure stability and reliability.
The update hints at Microsoft's ongoing consideration for a full-on handheld mode for Windows 11.
Implementation of the missing FAQ feature in the spec cards is awaited for tailored advice.
Overall, the update provides enhanced accessibility features and useful additions, catering to user convenience.

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5 Likes

Scand

295

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10 Key Use Cases of Machine Learning in eCommerce

Machine learning in eCommerce is revolutionizing personalized marketing, such as AI-powered product recommendations on platforms like Amazon and Netflix.
Dynamic pricing, as seen on platforms like Amazon and Walmart, uses machine learning to adjust prices based on competitors, demand, and individual user behavior.
AI chatbots and virtual assistants in eCommerce provide 24/7 customer support and personalized recommendations, improving user experience and increasing sales.
Fraud detection algorithms, like those used by PayPal, analyze millions of transactions daily to protect against suspicious activity and ensure secure transactions.
Machine learning aids in inventory forecasting, helping companies predict demand trends, optimize stocking levels, and avoid shortages or excess inventory.
Visual search and image recognition technologies enable users to search for products using images, streamlining the shopping experience and improving product recommendations.
AI predicts customer churn and retention strategies, helping companies identify at-risk customers and implement personalized actions to reduce churn rates.
AI-generated content and automated marketing tools like Jasper AI and Copy.ai create personalized marketing campaigns, enhancing customer engagement and conversion rates.
Smart search and voice commerce using machine learning improve search accuracy and customer experience, enabling users to find products quickly and easily through voice commands.
Sentiment analysis tools like Lexalytics and MonkeyLearn help businesses analyze customer feedback, identify trends, and improve customer satisfaction through personalized responses.

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Medium

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Fire and Forget with Kotlin Coroutines

To run a suspending function as a background task, you can launch it as a new coroutine with a coroutine scope.
The coroutineScope function waits for all its child coroutines to complete before returning.
For running a suspending function in the background without waiting, you need to identify an alternative owner for the task.
Sending tasks to a coroutine scope that matches their intended lifecycle ensures proper handling of errors and resource release.

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