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Medium

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Top Rust Open-Source Projects in 2025 You’ve Probably Never Heard Of

  • Dioxus: A cross-platform UI framework in Rust for building UIs that run everywhere.
  • Rucola: A markdown note manager TUI app in Rust for CLI lovers who want a fast and tag-friendly note-taking experience.
  • Kickoff: A lean and mean Wayland-native program launcher in Rust for Linux enthusiasts.

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Dev

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Understanding SuperchainERC20: The Key Solution for Asset Interoperability in the OP Superchain

  • SuperchainERC20 is a standard facilitating asset interoperability in the OP Superchain ecosystem through secure cross-chain token transfers.
  • Built upon the ERC-7802 standard, SuperchainERC20 ensures efficient token flow across different chains within the ecosystem.
  • By enabling cross-chain minting and burning, SuperchainERC20 allows tokens to be securely transferred between chains.
  • This standard avoids liquidity fragmentation and encapsulation issues seen in traditional cross-chain solutions.
  • SuperchainERC20 is fully compatible with the Ethereum Virtual Machine (EVM) ecosystem and simplifies cross-chain communication.
  • ERC-7802, the foundation of SuperchainERC20, defines two key functions for seamless cross-chain token transfers.
  • The cross-chain process involves burning tokens on the source chain and minting an equivalent amount on the target chain.
  • SuperchainERC20 offers minimal latency, eliminates the need for wrapping or liquidity pools, and is developer-friendly.
  • $MINT is the first token to adopt SuperchainERC20, showcasing real-world application of the interoperability standard.
  • SuperchainERC20's adoption sets the stage for a borderless asset network with unified issuance, real-time transactions, and innovative financial strategies.

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Medium

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The Dark Side of React: What No One Talks About

  • React's reconciliation model can lead to re-renders in many components and children, causing performance issues.
  • The simplicity of React's reactivity hides its underlying inefficiency.
  • React's flexibility in state management can result in inconsistency across teams and codebases.
  • Hooks in React can be easily misused, leading to common issues.

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Medium

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Mastering Type Casting in Python: From Basics to Best Practices

  • Type casting is an important concept in Python that allows you to convert one data type to another.
  • Python provides both implicit and explicit type casting.
  • Built-in functions such as int(), float(), str(), tuple(), etc., can be used for explicit type casting.
  • The isinstance() function can be used to check the type before casting.

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Idownloadblog

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Latest AltStore beta update supports Increased Memory Limit entitlement, new URL scheme, & more…

  • AltStore Classic received an important beta update supporting Increased Memory Limit entitlement, new URL scheme, and more.
  • The update introduces various changes, including support for sideloading apps with Increased Memory Limit entitlement and localized titles.
  • Other improvements include hiding 'See All' button, changing Classic icon back by default, and fixing various issues.
  • The update is currently available for Patreons to test before the general public release.

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Dev

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Drosera HandBook: The ABC of Traps

  • The Drosera, a carnivorous plant, inspired a company focused on smart contract security named Drosera, addressing Web3 security issues.
  • Blockchain faces a dilemma as scalability is prioritized over security, leading to vulnerabilities and hacks.
  • Vitalik Butterin discusses scalability solutions like zero-knowledge proofs and increasing capacity limits.
  • Despite implementing various solutions, hacks in the blockchain ecosystem have surged, exceeding previous years' losses.
  • Drosera emerges as a proactive security model, integrating real-time exploit detection and automated smart contract analysis.
  • Drosera is a security automation protocol for dApps, using Traps to monitor blockchain activity and detect threats.
  • Drosera CLI simplifies Trap creation and management for integrating security automation into blockchain applications.
  • Creating a vulnerable contract and setting up a Drosera trap involves monitoring contract logic and ownership changes.
  • Operators in the Drosera network play a crucial role in executing Traps to maintain dApp security.
  • Hydrating traps with $DRO tokens incentivizes Operators to monitor and respond to potential threats.
  • Dryrunning allows testing trap behavior without actual on-chain consequences to validate logic and prevent issues.

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Medium

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Firebase Studio: Revolutionizing App Development with an All-In-One Platform

  • Firebase Studio is Google's innovative platform for developers creating modern, AI-driven applications.
  • It integrates tools like Project IDX, Genkit, and Gemini, offering artificial intelligence capabilities throughout the development process.
  • Firebase Studio operates entirely in the cloud, eliminating local setup hurdles and allowing access from any device.
  • The platform syncs seamlessly with Firebase services for a comprehensive app creation ecosystem.
  • It provides a user-friendly interface, drag-and-drop components, pre-built templates, and a visual editor for easy UI design.
  • Firebase Studio's code editor supports syntax highlighting, auto-completion, code suggestions, and multiple languages.
  • The platform excels in collaborative coding with real-time sync, communication tools, and pair programming features.
  • Firebase Studio simplifies deployment with integrated hosting solutions, supporting continuous deployment and environment management.
  • It offers project management tools, integrates with Git, provides automated testing, and supports agile methodologies.
  • Deep integration with Google's ecosystem, AI capabilities, scalability, and reliability make Firebase Studio stand out.

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Medium

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Why DeepSeek Should Be Your Go-To AI Over ChatGPT

  • DeepSeek is a versatile AI that handles multimodal content like text, images, and video.
  • DeepSeek delivers faster, more reliable responses, making it a preferred choice over ChatGPT.
  • DeepSeek offers customization options, allowing users to tailor its behavior to their specific needs.
  • DeepSeek's flexible pricing plans and commitment to ethical AI make it a smarter investment.

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Towards Data Science

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Why CatBoost Works So Well: The Engineering Behind the Magic

  • CatBoost is a variant of gradient boosting that excels in modeling tabular data due to its speed and simplicity.
  • An important feature of CatBoost is the calculation of the Target Statistic for categorical variables to avoid issues like sparsity and dimensionality.
  • The Greedy Target Statistic method for encoding categorical variables can lead to issues like Target Leakage.
  • The Leave One Out Target Statistic method can also face challenges in cases where all values of a categorical feature are the same.
  • CatBoost introduces the Ordered Target Statistic technique, inspired by online learning, to address the shortcomings of previous encoding methods.
  • Ordered Boosting in CatBoost ensures that predictions are made sequentially, preventing target leakage and ensuring model robustness.
  • CatBoost uses Oblivious Trees, where the same split conditions are applied at each depth for simplicity, regularization, and parallelization benefits.
  • The Ordered Target Statistic, Ordered Boosting, and Oblivious Trees are key innovations in CatBoost that contribute to its effectiveness in handling categorical variables.
  • CatBoost's approach to preprocessing data and building decision trees sets it apart by balancing robustness and accuracy in modeling tasks.

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RootHide bootstrap v1.4 now out of beta, officially released with bug fixes & improvements

  • RootHide bootstrap v1.4 has been officially released after beta testing.
  • Improvements in RootHide bootstrap v1.4 include bug fixes and new features.
  • It supports iOS & iPadOS 14.0-17.0 devices with A8-A17 and M1-M2 chips.
  • The RootHide bootstrap allows non-jailbroken users to use jailbreak-centric package manager like Sileo.

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The Robot Report

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OpenMind and DIMO provide car-to-robot connectivity to realize smart cities

  • OpenMind and DIMO are partnering to enable car-to-robot connectivity for smart cities.
  • OpenMind is developing a decentralized architecture for intelligent machines to communicate and collaborate.
  • DIMO is a leading DePIN protocol for vehicles, applying blockchain-powered technology for identity, permissions, and data access.
  • The partnership aims to create a working proof of concept that allows seamless information sharing and smart automation between robots and vehicles.

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Cinema5D

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Mavis Camera App for iPhone Brings Direct Streaming, Frame.io C2C, and More

  • Mavis camera app for iOS offers pro features for filmmakers such as assist features, direct streaming, frame.io C2C, and comprehensive audio system.
  • The Mavis app is compatible with all iPhone and iPad models with iOS 18 or later.
  • The app can be downloaded for free, with advanced features available in the Pro Pack for $14.99.
  • The Mavis app also offers integration with Adobe's frame.io camera-to-cloud workflow for quick content uploading.

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Dev

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Liquidity Is the Lifeblood of Crypto Exchanges — And the Future of Web3

  • Liquidity is crucial for crypto exchanges in the world of Web3.
  • Web3 ecosystems require liquidity for smoother execution and minimal slippage.
  • Institutions prioritize exchanges with ultra-low latency, deep liquidity, and uninterrupted uptime.
  • The future of liquidity in Web3 involves cross-chain liquidity, social trading, and AI-powered analytics.

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Medium

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The dangerous illusion of AI productivity that’s silently killing your development team

  • The productivity gains of AI-generated code are temporary unless the context crisis is solved.
  • Teams waste up to 32% of their time reconstructing lost context caused by AI.
  • The solution is to preserve the context behind AI-generated code and make it machine-digestible.
  • Implementing a framework that captures and integrates context is crucial for sustainable AI development.

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Tech Radar

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Google Gemini could soon get a super-useful 'Power up' button – here's what it does

  • Google is testing a new “Power Up” button in its Gemini app that upgrades your typed prompt.
  • The button will produce a clearer, more detailed prompt without multiple attempts.
  • The aim is to get better responses from Gemini immediately without needing to write perfect prompts.

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