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Sonic Labs Announces $10M Token Sale To Galaxy For U.S. Expansion

Sonic Labs announced a $10 million strategic sale of its S token to Galaxy at the Sonic Summit in Vienna.
The investment from Galaxy strengthens Sonic Labs's position in the U.S. market and supports its decentralized finance ecosystem development.
The partnership with Galaxy aims to accelerate Sonic Labs's market penetration in the U.S. and enhance its DeFi offerings in the region.
The investment is expected to have significant implications for the broader DeFi ecosystem and demonstrates growing institutional confidence in blockchain technology.

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Towards Data Science

208

Running Python Programs in Your Browser

WebAssembly (WASM) technology enables running Python code directly in the browser, expanding web capabilities beyond HTML, CSS, and JavaScript.
Pyodide library leverages WebAssembly, benefiting Python developers by allowing execution of Python code in the browser.
Benefits of using Pyodide include access to popular Python libraries like NumPy, Pandas, Scikit-learn, and Matplotlib for data science and machine learning tasks.
Pyodide facilitates building interactive dashboards and tools by combining Python's processing power with web technologies like HTML, CSS, and JavaScript.
WebAssembly offers portability, high performance, security, and allows developers to write code in languages like C, C++, Rust, and Python, providing near-native execution speed.
Common use cases of WebAssembly include high-performance web apps, porting legacy code, multimedia processing, scientific computing, and running multiple languages like Python in the browser.
Pyodide's integration with WebAssembly enables running Python in the browser, offering benefits such as extensive library ecosystem usage, enhanced responsiveness, and simplified deployment.
The Pyodide project involves porting the CPython interpreter to WebAssembly, allowing for a functional Python interpreter optimized for web environments.
Code examples demonstrate running Python code in the browser using Pyodide, including simple print statements, mathematical calculations, calling Python functions from JavaScript, and utilizing libraries like NumPy and Matplotlib.
Further examples showcase running Pyodide in a Web Worker for heavy computations, creating data dashboards directly in the browser, and visualizing data using Numpy and Matplotlib.
The combination of Python, Pyodide, and WebAssembly offers a powerful toolset for developers to run Python programs within browsers, opening up possibilities for interactive web applications.

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Towards Data Science

310

Will You Spot the Leaks? A Data Science Challenge

The article challenges readers to identify data leakage in a real-world data science scenario.
It emphasizes practical examples over theoretical explanations of data leakage.
The challenges include spotting various types of leakage like target variable leakage and train-test split contamination.
It provides examples and solutions for identifying and fixing data leakage in a dataset.
Readers are prompted to identify problematic columns and preprocessing steps that may lead to data leakage.
The article presents a scenario involving aircraft accident prediction to illustrate potential data leakage sources.
It outlines key concepts like direct and indirect leakage, temporal leakage, and entity leakage.
The article points out pitfalls to avoid, such as analyzing the full dataset before splitting and fitting transformations prior to data splitting.
It concludes by emphasizing the importance of rigorous evaluation and critical thinking to manage data leakage effectively in model development.
Readers are encouraged to examine code and processing decisions to prevent data leakage leading to costly model failures.

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Towards Data Science

342

The Art of the Phillips Curve

The Phillips curve, a significant concept in modern macroeconomics, has been extensively covered in textbooks and relied upon by central banks worldwide.
Originating from the work of A. W. Phillips, the curve initially showed an inverse correlation between wage inflation and unemployment rate.
Early proponents like Samuelson and Solow expanded the model to include general price inflation and established a causal framework.
Policymakers embraced the Phillips curve in the 1960s, aiming to balance inflation and unemployment.
The 1970s saw the theory challenged by stagflation, leading to adjustments in the model to account for supply shocks and expectations.
Critiques by Friedman and Phelps highlighted flaws, the model's reliance on expectations, and the natural rate of unemployment.
The Phillips curve adapted to include expectations, leading to a short-run relationship but no long-run trade-off.
Mainstream macroeconomics pivoted to incorporate critiques, reshaping the model while avoiding its fundamental rejection.
Critics argue the Phillips curve has become un-falsifiable, akin to pseudo-science, due to constant adjustments to maintain validity.
Despite its shortcomings, the enduring popularity of the Phillips curve persists in academia, policymaking, and economics circles.

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Medium

327

Image Credit: Medium

Modern C++23/26: from concepts to coroutines in high-performance services

C++23 and C++26 bring features enhancing performance and productivity in high-performance services, such as real-time analytics and game servers.
Concepts in C++ define requirements for template parameters, improving error handling and compiler optimizations.
C++23 refines concepts with better library integration, making codebases more robust and enabling precise type constraints.
Coroutines in C++20 simplify asynchronous programming and are lightweight constructs useful for handling concurrency in high-performance systems.
Coroutines utilize keywords like co_await and enable event-driven models for efficient scaling.
C++23 enhances library support for coroutines, making them more practical for real-world applications.
The std::ranges library in C++20 and C++23 offers modern sequence manipulation, aiding lazy evaluation for better performance.
Modules in C++23 improve compilation efficiency by replacing headers, leading to faster builds.
C++23 expands constexpr and introduces tools for leveraging multi-core CPUs in performance-critical applications.
Expected features in C++26 include static reflection and pattern matching for code optimization and readability.

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Tech Radar

393

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Google Messages is getting another wave of updates – here are 7 you can expect to see soon

Google Messages has been testing several new features recently that may soon be widely available after being unveiled over the past couple of weeks.
Notable updates include a 'Delete for everyone' feature in group chats with a 15-minute time window for message deletion.
The addition of group chat links for easy gathering, new group chat icons customization, and an expanded text message field are expected enhancements.
Google Messages is also rolling out a snooze messages function and live location sharing, along with content warnings for sensitive material.
Users will soon have the option to send photos and videos in their original quality on Google Messages, enhancing the media sharing experience.
Exciting updates like these aim to improve user experience and functionality within the messaging platform, making communication more efficient and enjoyable.
As Google continues to innovate, these upcoming features are set to enhance the overall usability and appeal of Google Messages for its users.

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The Apple Post

167

Image Credit: The Apple Post

Apple releases iOS 18.5 with Mail app updates, new wallpaper, bug fixes, more

Apple has released iOS 18.5 with updates to the Mail app, new wallpaper, bug fixes, and more.
iOS 18.5 includes a bug fix for the Apple Vision Pro app issue of displaying a black screen.
Screen Time on iOS 18.5 notifies parents when a passcode is used on a child's device & adds support for carrier-provided satellite features on iPhone 13 models.
A toggle to hide new contact photos design in the Mail app is also added in iOS 18.5.

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Medium

181

7 Common Problems Users Face While Installing JDK (Java Development Kit) – And How to Fix Them

Problems with JDK installation often arise due to incorrectly set environment variables causing the system to not locate the JDK properly.
Ensure the JAVA_HOME environment variable is set to the JDK path and add %JAVA_HOME%\bin to the system Path variable to resolve these issues.
Downloading the correct JDK version that matches your system type, uninstalling conflicting JDK or JRE versions, and granting proper permissions during installation are crucial for successful setup.
Manually configuring JDK locations in IDEs like Eclipse or IntelliJ and overcoming macOS restrictions on unsigned apps or permissions are necessary steps for proper JDK installation.

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COSMOS

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Head of quantum software at CSIRO: Quantum computers aren’t just hardware

Dr. Muhammad Usman, head of quantum systems at Australia's CSIRO, emphasizes the significance of quantum software and algorithms alongside quantum hardware.
Data61, part of CSIRO, focuses on diverse areas like data science, AI, cyber security, and quantum computing.
Dr. Usman's work involves developing quantum algorithms and software with a global team at Data61.
Quantum computing progress includes developing quantum processors with about 100 noisy qubits, showing gradual improvement.
Quantum error correction schemes are essential for enhancing hardware, bridging the gap with software and algorithms.
Quantum computers operate using qubits that can represent 0, 1, or a blend of both due to superposition, expanding computational abilities.
Usman's team focuses on quantum projects like AI efficiency, traffic optimization, and climate science research.
Quantum artificial intelligence differs from classical AI by utilizing entanglement in neuron systems for enhanced decision-making.
While quantum computers are still in progress, the development of quantum software and algorithms is crucial for future readiness.
Usman underlines the necessity of parallel development of quantum hardware and software for effective quantum computing.

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Medium

251

“Optimizing Cloud Web Servers: Why Linux Is the Backbone of DevOps in 2025”

LIT, or Linux Infrastructure Tools, are essential software used by DevOps engineers for efficient infrastructure management.
Core tasks of a DevOps engineer include setting up build and release pipelines, automating deployments, managing security, and optimizing cloud infrastructure.
Linux is crucial in DevOps, encompassing mastery of Linux commands, scripting, automation tools like Terraform and Ansible, and containerization with Docker & Kubernetes.
The article emphasizes the importance of Linux in the backbone of DevOps in 2025 for seamless software delivery, infrastructure management, and application optimization.

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Hackernoon

150

Image Credit: Hackernoon

Test Smarter, Not Harder: How Purpose-Built Test Management Tools Outperform Spreadsheets

Spreadsheets have a long history, but modern test management tools outperform them for Quality Assurance (QA) teams.
Using spreadsheets for tracking and managing testing processes can lead to complexity and inefficiency as features are added and release cycles shorten.
Limitations of spreadsheets include difficulty in managing and maintaining data, potential for team members to work on outdated versions, and quality issues in final products.
Modern test management tools offer advantages like centralized systems, structured data organization, and integration with other tools for efficiency.
Switching to test management platforms can enhance QA team effectiveness, though determining ROI may not be straightforward.
AI-enabled features in test management tools can improve processes by aiding bug report filing, test case scenario writing, and suggesting test cases.
Implementing dedicated test management solutions is advised, starting small and scaling up to address limitations and enhance workflow efficiency.
Spreadsheets serve as a reasonable starting point for QA teams, but as products become more complex, the need for purpose-built test management tools becomes evident.
Investing in the right test management software is essential for evolving with team and product needs, bringing structure, clarity, and automation to software development.
AI-enabled features present opportunities to streamline workflows and reduce risks of software bugs slipping through during development processes.

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Engadget

406

Google Keep launches text formatting for the web

Google Keep has introduced rich text formatting options on its web app, which were previously available only for Android users since late 2023.
Users of Google Keep on the web can now bold, italicize, underline text, and create sections using H1 and H2 buttons, enhancing the text customization experience.
The formatting options can be accessed by clicking on the underlined A in the editor's left-hand corner, offering a simple yet beneficial update for web users.
The update is being rolled out to Rapid Release and Scheduled Release domains, including individual Google account holders, Workspace Individual Subscribers, and Google Workspace users.

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Pcgamer

362

Image Credit: Pcgamer

Musk's Colossus data center for Grok is at the centre of an environmental row over air quality in South Memphis

Elon Musk's Colossus data center for Grok, xAI's alternative to ChatGPT, is facing criticism over its impact on local air quality in South Memphis.
The supercomputer uses over 30 methane gas turbine stations to meet its power demands, drawing concerns about emissions and the potential effects on the environment.
Southern Environmental Law Center reported that the turbines were installed without permits and highlighted the lack of transparency in the project's development.
The increasing energy demands of data centers like Colossus pose challenges for sustainability and environmental impact, as reliance on fossil fuels may not be a long-term solution.

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21 Likes

Medium

278

The LLM as Your Main Pair Programmer

Developers are coding differently, not just faster, due to LLM as their primary pair programmer.
This shift is transforming the developer's role, skillset, and daily workflow, crossing from traditional engineering workflows to a new mode of development.
In an LLM-native environment, skills like speed, abstraction, and machine collaboration define the craft, with coding being done differently.
The best engineers in this setup are those who guide the system with clarity, emphasizing the evolution of the craft rather than losing it.

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Fyfluiddynamics

Image Credit: Fyfluiddynamics

Dams Fill Reservoirs With Sediment

Dams naturally fill with sediment over time as rivers carry water and sediment.
Sediment falls out of suspension in slower-flowing reservoirs, creating colorful strata.
Long-term dam plans must address the challenge of sediment build-up, which is a complex and costly issue.
Dealing with sediment accumulation requires careful planning and investment in infrastructure.

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