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Medium

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LLD/Machine Coding w/ Implementation: Rate Limiter

  • Users can have different rate limits based on their tier (e.g., Free vs. Premium users).
  • The system allows different rate-limiting algorithms to be plugged in and swapped quickly.
  • Examples of rate limiting algorithms include counter-based and sliding window approaches.
  • The implementation emphasizes extensibility, performance, and adherence to SOLID principles.

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The Daily Tech Digest: 04 April 2025

  • Google DeepMind has launched a new framework to evaluate emerging offensive cyber capabilities of AI, aiming to help experts proactively identify and prioritize necessary defenses against AI-driven cyber attacks.
  • Google AI introduces CURIE, a scientific long-Context Understanding, Reasoning and Information Extraction benchmark, designed to measure the potential of large language models (LLMs) in scientific problem-solving and contribute to the development of AI tools for accelerating scientific discovery.
  • OpenAI and Anthropic are competing for college students by offering free AI access, recognizing the significance of early adoption and familiarity with AI tools among future professionals, potentially influencing the future landscape of AI applications and innovation.
  • Midjourney has released its first new AI image model in nearly a year, marking a significant development in their offerings.

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Medium

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AI in Software Development: A Powerful Assistant, Not a Replacement

  • AI in software development is a powerful assistant, not a replacement.
  • AI helps developers with tasks like generating boilerplate code, drafting unit tests, suggesting regex patterns, and automating repetitive tasks.
  • However, AI does not understand the why behind a feature, make product trade-offs, debug complex issues in a legacy codebase, or architect scalable systems.
  • AI enhances workflow, speeds up idea validation, but the quality of work still depends on the developer's skills, critical thinking, and ability to reason.

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Implementing and Using Traits in Rust: Step-by-Step with Custom Types

  • This article explains the implementation and usage of traits in Rust.
  • The author discusses various aspects such as default methods, trait bounds, and generic functions.
  • The example given is of a game with different entities and their attack() method.
  • The article also compares dynamic dispatch with static dispatch for working with trait objects.

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Medium

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Cursor tip — use Augmentcode when you get stuck

  • Cursor and Augmentcode are two tools that can help developers enhance their coding skills.
  • Cursor is an IDE while Augmentcode is an extension inside Visual Studio Code.
  • Both tools provide a fast and efficient approach to coding.
  • By using these tools, developers can achieve better productivity and solve coding problems effectively.

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Medium

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What Are Traits in Rust? A Beginner-Friendly Guide with Real-World Examples

  • Traits in Rust define a set of methods that a type must implement.
  • A trait is like a contract or interface in Rust.
  • Traits in Rust are similar to interfaces in Java or typeclasses in Haskell.
  • Implementing a trait allows a type to be used wherever the trait is expected.

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Infoq

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JavaOne 2025: Function and Memory Access in Pure Java

  • Per-ke Minborg presented Function and Memory Access in Pure Java at JavaOne 2025, introducing JEP 454, the Foreign Function & Memory API, as a replacement for JNI.
  • The JNI workflow involves defining native Java methods, generating C header files, and implementing native methods in C.
  • Challenges with JNI include limited data support, memory constraints, and inefficient data passing.
  • The Foreign Memory API allows access to 64-bit addressed memory segments with strict controls on size, lifetime, and thread confinement.
  • The ValueLayout interface aids in accessing memory segments by specifying carrier type, endianness, and alignment.
  • FFM provides flexible memory allocation via different arena types like Global, Auto, Confined, and Shared, supporting multi-threaded access.
  • The MemoryLayout interface simplifies structured access to memory segments, reducing manual offset computation errors.
  • Minborg showcased examples of using FFM for memory allocation, writes, and structured access in a pure Java paradigm.
  • jextract, a tool introduced by Minborg, can generate Java bindings from native library headers, enhancing FFM implementation.
  • Benefits of FFM API include safe memory access, efficient native function calls, and support for structured memory layouts.
  • Developers can access early-access builds of tools like jextract to leverage the FFM API for improved memory management and function access.

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Webkul

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User Guide for WooCommerce Happy Hours

  • WooCommerce Happy Hours plugin allows store admins to offer time-sensitive discounts on their online shops.
  • It permits the creation of multiple discount rules for specific products, categories, or total cart amounts.
  • Admins can customize labels for various fields like Countdown Timer Text, Happy Hour Title, and Happy Hour Discount Text.
  • Discounts can be set as fixed amounts or percentages for flexible pricing options.
  • The plugin is now compatible with WooCommerce's latest features such as HPOS and Cart and Checkout block.
  • Installation involves uploading the zip file via the WordPress admin panel and activating the plugin.
  • Admins can configure the plugin settings, appearance, and create, manage, and edit Happy Hour rules.
  • Discounts can be applied based on product, product categories, or cart total during specified Happy Hour time frames.
  • Customers automatically receive discounts during the designated Happy Hour periods.
  • Support for the plugin is available via email or ticket creation for further assistance.

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Tech Radar

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Spotify is about to be flooded with AI-made ads

  • Spotify has launched a feature called Gen AI Ads that enables businesses to create audio ads with AI help from writing and editing a script to AI voices performing the ad.
  • The AI tools are built into the Spotify Ads Manager platform, making it faster, more affordable, and easier for businesses to produce new ads.
  • However, the risk with AI-made ads is that they may sound samey and lack creativity, potentially making them less effective in capturing the attention of listeners.
  • On the other hand, the use of celebrity voiceovers in ads may become more prevalent as a way to stand out in a sea of AI-generated ads, potentially driving up the cost of voiceovers and advertising.

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Medium

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How Dmail Network Lineup in Comparison to other Web3 Email Solutions

  • Dmail Network is a decentralized email infrastructure built on the DFINITY Internet Computer blockchain, focusing on privacy, security, and interoperability.
  • EtherMail offers anonymous, encrypted wallet-to-wallet communication and integrates email with cryptocurrency wallets, catering to crypto enthusiasts.
  • Mailchain simplifies Web3 messaging by providing a conventional email interface and secure communication to blockchain addresses.
  • Skiff offers a decentralized, end-to-end encrypted workspace that includes email, file storage, and collaboration tools, with a strong focus on privacy.

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Tech Radar

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I tried using AI to create the background music for a podcast, but I may stick to music libraries for now

  • When making audio or video content, the author struggled with finding appropriate music.
  • Various AI music tools were tested, but didn't quite meet expectations.
  • Suno, an AI music tool, was used to create an instrumental track as an introduction to a glassblowing podcast.
  • Although not perfect, the AI-generated music blended well with the podcast and was deemed a harmonious addition.

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Idownloadblog

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Nugget updated to v5.1 with support for importing video files as wallpapers & more bug fixes

  • Nugget version 5.1 has been released with support for importing video files as wallpapers.
  • Users can import .mp4 or .mov files, choose to loop videos or have them cover the clock, and videos will automatically scale to the device's resolution.
  • The update also includes bug fixes, such as improved labels, fixed crashes, and optimized applying PosterBoard tweaks.
  • Nugget is a non-jailbroken utility that offers system customization options and works on iOS 17.0-18.4 beta.

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Knowridge

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Scientists find way to turn old wind turbine blades into stronger plastics

  • A team of researchers at Washington State University has developed a cleaner and simpler way to recycle wind turbine blades.
  • The new recycling method breaks down the glass fiber-reinforced polymer (GFRP) material of the blades using superheated water and a mild chemical called zinc acetate.
  • The process successfully recovers both the glass fibers and the resin material, which are then added to other plastics, making them more than three times stronger and over eight times stiffer.
  • The recycling method is cost-effective, environmentally friendly, and offers a solution to the growing waste problem of retired wind turbine blades.

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When I first started solving problems on LeetCode, I jumped in with this innocent hope that…

  • When first starting to solve problems on LeetCode, the author struggled to keep up with the definitions and success stories of others, leading to a feeling of being lost and purposeless.
  • After a transformative journey, the author took a break and explored other interests such as astronomy, politics, and history.
  • Through this journey, the author began to see data structures and algorithms as concepts and tools, rather than just lines of code, and discovered the importance of problem-solving and exploring different efficient solutions.
  • LeetCode became a sanctuary for the author to enjoy the process of problem-solving and view tech stacks as tools to solve problems with a clear purpose.

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Towards Data Science

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Are We Watching More Ads Than Content? Analyzing YouTube Sponsor Data

  • YouTube sponsor segments have been perceived to increase in frequency and length, leading to annoyance among viewers who feel bombarded by ads.
  • The analysis in this blog post uses data from SponsorBlock to investigate the rise in ads on YouTube and quantify viewers' exposure to advertisements.
  • Key questions addressed include the increase in sponsor segments over the years, channels with the highest percentage of sponsor time per video, and the distribution of sponsor segments throughout a video.
  • SponsorBlock, a browser extension, relies on crowdsourcing to identify ad segments accurately, allowing users to skip ads in videos.
  • Data cleaning and exploration involve analyzing sponsor segment data and video information to extract insights on ad density and channel behavior.
  • Detailed steps are provided for data cleaning, exploring sponsor segment data, and answering analytical questions using SQL, DuckDB, pandas, and visualization libraries.
  • Insights reveal an increasing trend in ad percentage from 2020 to 2021, varied advertiser behaviors among channels, and patterns in the placement of sponsor segments within videos.
  • Ad percentages are higher in shorter videos, channels exhibit diverse ad strategies, and ads are commonly positioned at the beginning and end of videos.
  • SponsorBlock data analysis sheds light on viewer experiences with ad content on YouTube and highlights the impact of advertisements on user engagement.
  • The author reflects on the analysis, shares future steps for enhancing data insights, and encourages readers to explore the code and data visualization provided in the GitHub repository.
  • The blog post offers valuable insights into the dynamics of sponsor content on YouTube and presents a comprehensive analysis of ad trends and viewer interactions.

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