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Medium

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Boost Your React Productivity with This Simple Writing Routine

The writer shares a story about how writing, not code, changed the way they build with React.
Initially focused on learning React hooks, patterns, and state management libraries, the writer felt code lacked deliberateness and cleanliness.
Transitioning to writing actual words like journaling and technical blog posts helped the writer think better and solve React problems on paper before coding.
This writing routine enhanced the writer's thinking, cleared bugs, and improved the cleanliness and speed of React code.

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Medium

187

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Quantum Crystals: The Future of Computing and Consciousness

Quantum crystals, at the nexus of quantum mechanics and material science, hold immense potential for revolutionizing various fields by enabling quantum phenomena on a macroscopic scale.
These crystals offer unparalleled computational power and efficiency through superposition and entanglement, allowing for simultaneous processing of vast information.
The collaboration between theoretical physicists and material scientists is crucial for unraveling the mysteries and applications of quantum crystals.
Quantum crystals bridge the gap between quantum mechanics and the macroscopic world, opening new avenues for exploration and innovation.
The implications of quantum crystals raise ethical and societal questions, highlighting the importance of responsible usage and equitable access.
They provide a stable platform for qubits in quantum computing, enhancing computational capabilities and enabling solutions to complex problems.
Quantum crystals optimize quantum computations by reducing decoherence and maintaining quantum states, leading to reliable and efficient operations.
The scalability and error correction challenges in quantum systems are being addressed through innovative approaches like topological qubits and error-correcting codes.
Quantum crystals have applications in diverse fields such as drug discovery, finance, logistics, and climate modeling, promising breakthroughs in efficiency and accuracy.
The integration of quantum crystals into existing technologies could lead to hybrid systems combining classical and quantum computing prowess for solving previously unsolvable problems.

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Hackernoon

401

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Casper 2.0 Goes Live On Mainnet, Positioning Casper Network For the Real-World Asset Era

Casper 2.0 has been successfully launched on the mainnet, marking a significant step towards making the network suitable for real-world assets.
The update integrates crypto-native innovation with enterprise-grade infrastructure to create a developer- and business-friendly environment.
Key features of Casper 2.0 include Zug Consensus for instant finality, natively secured upgradable smart contracts, and enhanced developer accessibility.
The upgrade underwent an independent audit by Halborn Security, ensuring its alignment with industry standards, with more information available at casper.network.

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Hackernoon

294

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MultiBank Group To Tokenize $3 Billion In Real Estate Assets With MAG As It Readies To launch $MBG

MultiBank Group has signed a $3 billion tokenization agreement with MAG Lifestyle Development and Mavryk, marking a significant real-world asset tokenization initiative globally.
The partnership will tokenize high-value real estate developments in Dubai, making them accessible to global investors through the MultiBank.io RWA marketplace.
The $MBG token will facilitate access, staking, fee payments, and platform engagement as the infrastructure behind digital asset offerings.
MAG will provide real estate for tokenization, Mavryk will offer blockchain infrastructure, and MultiBank will oversee regulatory compliance and governance.
The initiative is a flagship use case for the $MBG token, bridging regulated finance and next-generation investment infrastructure.
The partnership aims to broaden access, unlock liquidity via blockchain, and maintain transparency and stakeholder protection in real estate investments.
The collaboration represents a shift in how assets are accessed and traded by transforming landmark developments into liquid investment opportunities.
The $MBG token incentivizes long-term engagement and participation through rewards and benefits for retail and institutional users.
The platform is designed to scale up to $10 billion in assets, enabling compliant digital investing with $MBG at its core.
MultiBank, MAG, and Mavryk are laying the foundation for a transparent, scalable future where institutional-grade assets are easily accessible.

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Towards Data Science

The Total Derivative: Correcting the Misconception of Backpropagation’s Chain Rule

Backpropagation often misrepresents the chain rule as a single-variable one instead of the more general total derivative which accounts for complex dependencies.
The total derivative is crucial in backpropagation due to layers' interdependence, where weights indirectly affect subsequent layers.
The article explains how the vector chain rule solves problems in backpropagation involving multi-neuron layers and total derivatives.
It covers the total derivative concept, notation, and forward pass in neural networks to derive gradients for weights efficiently.
The article details the necessary matrix operations and chain rule applications for calculating gradients in hidden and output layers.
Pre-computing gradients simplifies backpropagation by reusing already calculated values for efficient gradient computation.
Understanding the chain rules and derivative calculations is essential for grasping the intricacies of backpropagation.
The article concludes with insights on confusion around chain rules and the simplified approach to implementing backpropagation using matrix operations.
Practical examples like training a neural network on the iris dataset using numpy demonstrate the concepts discussed in the article.
Backpropagation's efficiency relies on proper understanding and application of the total derivative and vector chain rule in neural network training.
The implementation in the article reinforces the importance of clear mathematics in training neural networks effectively.

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Towards Data Science

294

Make Your Data Move: Creating Animations in Python for Science and Machine Learning

Animations can enhance the understanding of complex scientific and mathematical concepts by visually illustrating processes through a sequence of frames.
Python and Matplotlib can be utilized to create animations for various purposes, such as explaining Machine Learning algorithms, demonstrating physics concepts, or visualizing math principles.
The tutorial covers topics like basic animation setup, animating math examples like the Fourier series, physics examples like the Oblique Launch, and showcasing Machine Learning in action with Gradient Descent.
For basic animation setup using Matplotlib, the tutorial demonstrates animating the sine function by defining data, creating plots, and updating functions to generate sequential frames.
Animating physics examples involves defining motion parameters, computing trajectories, setting up plots, and creating animations to illustrate scenarios like the Oblique Launch.
In animating math examples like the Fourier series, the tutorial explains creating approximations of square waves using sine functions and updating the animations with each term addition.
Illustrating Machine Learning concepts, specifically Gradient Descent, highlights how the algorithm finds minima on parabolic functions by showcasing the steps involved in the process through animations.
Exporting animated plots to files like GIFs for web and presentations can be done using Matplotlib's save function, aiding in sharing visual representations of concepts.
The article emphasizes the potential of animations in enhancing educational materials, technical presentations, and research reports, suggesting readers experiment with the examples provided to create impactful visuals.
References to additional resources for utilizing Matplotlib for animations are provided for further exploration and learning.
The tutorial encourages readers to engage with the examples presented to create their animations and simulations tailored to their respective fields, allowing for more engaging and interactive data presentations.

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Idownloadblog

379

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AltStore PAL v2.2 released with support for updated REST API, various bug fixes & improvements

AltStore PAL v2.2 released with updated REST API and bug fixes.
The update introduces an all-new REST API for faster app hosting by developers.
Changes in version 2.2 include support for installing apps from registered developers via the updated REST API.
AltStore PAL allows official installation of apps outside the App Store for EU users only.

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VentureBeat

174

Meet the new king of AI coding: Google’s Gemini 2.5 Pro I/O Edition dethrones Claude 3.7 Sonnet

Google has released Gemini 2.5 Pro "I/O" edition, an advanced AI coding model surpassing its predecessors.
The new model is available for indie developers on Google AI Studio and enterprises on Vertex AI.
Features include matching visual styles, creating learning apps, and designing components with minimal CSS editing.
Gemini 2.5 Pro has a pricing model of $1.25/$10 per million tokens in/out.
It has overtaken Claude 3.7 Sonnet in the WebDev Arena Leaderboard based on human preference for web app generation.
Gemini's reliability and performance boost have impressed developers and platform leaders.
The model has received positive feedback for refactoring systems and reducing tool call failures.
Gemini 2.5 Pro has been praised for its code and UI generation capabilities by industry experts.
Users have created interactive simulations and games swiftly using Gemini 2.5 Pro.
DeepMind has focused on making coding more intuitive and efficient with Gemini 2.5 Pro.
The model aims to streamline the development process and cater to real-world coding challenges effectively.

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Amazon

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Accelerate development workflows to reduce release cycles using the Amazon Q Developer integration for GitHub (Preview)

Amazon Q Developer integration for GitHub (Preview) enables automatic execution of coding tasks to reduce development cycles, available for free without requiring an AWS account.
Amazon Q Developer accelerates feature development in GitHub.com and GitHub Enterprise Cloud by leveraging premium models at no extra cost.
It automates implementing new features, bug fixes, test coverage increase, documentation generation, code reviews on new pull requests, and modernizing Java applications using GitHub's native features.
Development teams face challenges managing multiple tools, impacting developer velocity; Amazon Q Developer in GitHub aims to streamline workflows and boost innovation.
Admins can deploy Amazon Q Developer through GitHub Marketplace, allowing developers to start using it without setting up an AWS account.
Developers can engage Amazon Q Developer by adding specific labels to GitHub issues, using AI assistance to refine generated code through natural language comments on pull requests.
Amazon Q Developer simplifies feature development and bug fixes by generating production-ready code from natural language descriptions, following project patterns and best practices.
It helps modernize applications by upgrading Java versions intelligently, reducing time and risks associated with major version upgrades.
Amazon Q Developer streamlines code review processes by providing automated analysis for quality issues, bugs, security vulnerabilities, and sensitive information.
Uninstalling Amazon Q Developer is straightforward and the preview release aims to enhance enterprise software development by improving code quality and reducing technical debt.

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Idownloadblog

375

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Adobe slashes cost of Creative Cloud All Apps annual subscription by 40% for limited time

Adobe is offering a 40% discount on Creative Cloud All Apps annual subscription until May 12th, bringing the cost down to $395.93 for the first year.
Individual software subscriptions like Adobe Photoshop, Illustrator, InDesign, Premiere Pro, and After Effects are available at $13.79 per month for six months.
Customers need to cancel the plan before renewal to avoid being charged the normal non-discounted amount after the first year.
Adobe's suite software is high-quality but expensive, with the company now only offering monthly subscription plans, leading some users to seek alternatives.

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Engadget

312

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Microsoft introduces agent for AI-powered settings controls in Copilot+ PCs

Microsoft introduces a new agent for Copilot+ PCs and Windows 11 that provides AI assistance with adjusting PC settings.
The agent can answer queries about settings adjustments and make changes with user permission.
Initially, the agent supports only English queries, with more languages to be added later.
Additional features include more actions for Copilot AI, customization options for Windows 11, and enhanced support for Copilot app sharing.

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Dev

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Smart Contracts: Automating Compliance in Asset Tokenization

Asset tokenization involves converting real-world assets into digital tokens on a blockchain, offering benefits like increased liquidity and fractional ownership.
Smart contracts play a crucial role in automating compliance in asset tokenization by enforcing legal requirements automatically.
They ensure that every tokenized asset transaction complies with regulations, reducing human error and enhancing efficiency.
Key features of smart contracts include automation, transparency, immutability, and security.
They can automate compliance tasks such as KYC/AML verification, accredited investor checks, jurisdictional restrictions, and automated reporting.
Real-world applications like Zoniqx and ChainUp have successfully integrated smart contracts to streamline compliance in asset tokenization.
Automating compliance with smart contracts leads to increased efficiency, accuracy, transparency, and scalability in financial transactions.
Challenges include the complexity of programming, regulatory uncertainty, security risks, and integration with off-chain data.
The future of smart contracts in compliance is expected to expand as technology advances and regulatory frameworks evolve.
Smart contracts offer a promising solution for automating compliance and ensuring regulatory adherence in the digital finance landscape.

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Medium

205

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The Mechanics of Event Bubbling and Capturing in JavaScript

When an event happens in the browser, it travels through the entire DOM tree, following a specific path starting from the top and circling back up.
The event path includes every ancestor of the target element, determining the order in which event listeners react.
The event movement involves three main stages: capturing phase, target phase, and bubbling phase.
During the capturing phase, the browser moves from the top downward through ancestor elements to the interacted element.
Listeners set for capturing phase have the first chance to respond as the event moves down the DOM.
The target phase occurs when the event reaches the actual interacted element, allowing direct listeners to react.
Bubbling phase follows, moving the event upward through ancestor nodes, triggering listeners set without capturing.
Bubbling facilitates event delegation, enabling parent elements to react without individual listeners on child elements.
JavaScript provides tools like stopPropagation to halt event propagation and preventDefault to override default browser actions.
Event delegation reduces the need for multiple listeners by attaching one listener to a common parent element.

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Medium

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Scaling Your Crypto Returns with Bionergy

Staking your BIO on Bionergy through DappRadar allows you to earn rewards while contributing to network decentralization and security.
DappRadar provides a user-friendly platform for staking BIO, catering to both crypto veterans and beginners with its rich data resources.
By staking BIO on Bionergy, you can maximize your investment returns, support the ecosystem, and earn rewards in the form of additional tokens.
To begin staking BIO on Bionergy via DappRadar, create an account, connect your cryptocurrency wallet, select a staking pool, and monitor your rewards to optimize your staking strategy.

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Medium

151

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REST vs GraphQL: All You Need to Know. (6–8 )

REST and GraphQL are two dominant API architectures in web development.
REST, introduced in 2000 by Roy Fielding, emphasizes stateless communication through endpoints.
GraphQL, developed by Facebook in 2012 and open-sourced in 2015, allows clients to request specific data through a single endpoint.
Each architecture has its strengths; REST is simpler and mature, while GraphQL offers flexibility and efficiency for data-intensive applications.

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