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Dev

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We Fine-Tuned our OCR to Read Code: Here’s What It Took (and What Broke)

  • Optical Character Recognition (OCR) is a technology that converts text from images or scanned documents into digital text.
  • Pieces extended OCR capabilities to transcribe programming code accurately by using Tesseract OCR engine with LSTM-based sequence prediction.
  • Challenges in optimizing OCR for code included addressing dark mode, noisy backgrounds, and low-resolution images.
  • Enhancements like pre-processing, post-processing for layout inference, and tailored evaluation enable production-grade OCR for developers at Pieces.

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Leader Spotlight: Re-thinking manual processes with AI, with Jim Ferguson

  • Jim Ferguson is currently Director of Product Management at RVO Health, with a background in IT and product management across various companies.
  • He led an initiative at RVO Health to automate the manual process of approving or rejecting patient reviews using AI, improving efficiency and user experience.
  • The project aimed to reduce the backlog of user-submitted reviews and ensure they met editorial guidelines, attributing ratings correctly.
  • By incorporating AI tools, the approval rate of reviews increased from 60% to about 80%, enhancing user satisfaction and accuracy.
  • Challenges included training the engineering team on AI, balancing complexity with simplicity for stakeholders, and addressing fears about job automation.
  • Training the AI involved using historical data, stakeholder feedback, and ensuring the tool provides reasons for review rejections.
  • Implementing the AI solution involved parallel deployment with human verification, achieving a high accuracy rate of around 96% in review approvals.
  • Real-time feedback features were added to guide users during review submissions, improving accuracy and user experience.
  • Communicating the initiative to stakeholders involved relating AI to rule enforcement, explaining the technology's language analysis capabilities.
  • Reflections on the project include the importance of early stakeholder involvement and the ongoing application of learnings to future initiatives.

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Medium

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Understanding AWS Cloud Storage: S3, EBS, and Glacier Explained for Developers (2025 Edition)

  • Amazon S3 is AWS’s object storage service for storing and retrieving various types of data in the cloud.
  • EBS is block-level storage for EC2 virtual machines, acting as a virtual hard drive with customizable size and type options.
  • Glacier is AWS’s cold storage service for archiving rarely accessed data like compliance logs and backups.
  • Optimize app performance and cost by using S3 for storage, EBS for scaling, and Glacier for archiving according to specific needs.

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Medium

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The 5 NumPy Array Manipulation Tricks That Always Save Me Hours

  • Learning NumPy tricks can save time and frustration in data manipulation for models.
  • Fancy indexing allows for flipping the order or using custom sequences without altering the original array.
  • Swapping axes on a 3D array or transposing a 2D array can be easily done with NumPy.
  • NumPy provides efficient ways to manipulate arrays and handle large datasets with ease.

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Dev

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Jest - Testing with React and React Testing Library: Useful APIs

  • React Testing Library provides useful APIs for testing React components.
  • Functions like fireEvent, waitFor, and screen are helpful for simulating user actions and checking the rendered output.
  • render function is used to render a component into a container appended to document.body.
  • Queries like querySelector() method, screen.getByRole(), and screen.getByText() help in selecting and verifying elements in the rendered output.

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Medium

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No, the Code Doesn’t Speak for Itself

  • Some developers believe that self-documenting code is enough, but in reality, it can be like a cryptic novel missing half its pages.
  • Relying solely on self-documenting code can lead to confusion and frustration for new developers trying to understand the codebase.
  • Neglecting to provide comments, READMEs, and architecture diagrams can hinder the comprehension of the code and make it challenging for others to work with.

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Medium

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In the mind of an idiot making his own game: Part 8

  • After months of focused effort, the writer has completed a three-minute video relating to game development.
  • The Procedural Content Generation (PCG) blueprint has been a highlight in the development process.
  • The tool allows for quick environment creation with minimal setup and asset usage.
  • It significantly reduces the time needed to populate and refine a game scene.
  • The tool automates the process of environment creation, saving time and effort.
  • Experienced users can leverage the tool to create stunning open-world environments.
  • The writer acknowledges that handcrafting environments has its place alongside PCG.
  • Despite imperfections in the video, the writer is proud of the accomplishment and sees it as a learning experience.
  • The completion of the video marks a milestone, allowing the writer to focus on finalizing gameplay aspects for Initiate.
  • The writer plans to provide gameplay demos soon, anticipating further progress in game development.

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Dev

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HTML5 Elements You Didn't Know You Need

  • The article discusses the importance of lesser-known HTML5 elements that provide elegant solutions without the need for extensive JavaScript or CSS.
  • Examples include the element for native modal windows,
    and for collapsible content, and for autocomplete.
  • Other features like the element for semantic measurement display, for dynamic calculation results, and for highlighting text are highlighted.
  • The
  • These native HTML5 elements reduce the reliance on JavaScript, improve accessibility, and add semantic meaning to web content.
  • While these elements may not cover all use cases, they offer valuable alternatives before opting for third-party solutions.
  • The discussion encourages developers to explore and leverage these HTML5 elements for more efficient and meaningful web development.
  • Considerations for browser support and customization are mentioned, but the benefits of using these elements for various purposes are emphasized.
  • Readers are invited to share their experiences with HTML elements and engage further on platforms like Twitter, GitHub, and Discord.
  • Overall, the article promotes embracing the power of native HTML elements for enhanced web development experiences.
  • It advocates for utilizing these built-in features to simplify development processes and make web content more accessible and semantic.

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Dev

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Listing Microsoft 365 Services

  • The script uses Microsoft Graph API to retrieve a list of services included in Microsoft 365 Business Standard.
  • It connects to Microsoft Graph, retrieves license details, and filters for Microsoft 365 Business Standard.
  • The script then lists the associated service plans such as Exchange Online, SharePoint Online, Teams, OneDrive, and Microsoft Office Apps.
  • To run the script, the Microsoft Graph PowerShell module needs to be installed with required permissions.

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Dev

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PowerShell Script to Retrieve baseline configuration for Exchange Online

  • PowerShell script to gather a baseline configuration for Exchange Online tenants.
  • Connects to Exchange Online and retrieves organization configuration, mailbox policies, transport rules, and more.
  • Includes details on accepted domains, mailbox policies, transport rules, mobile device policies, and more.
  • Helps in auditing, troubleshooting, and establishing a baseline for Exchange Online configurations.

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Medium

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12 Essential Flutter Widgets That Will Transform You From Beginner to Pro Developer

  • Understanding core Flutter widgets is crucial for developers to transition from beginners to professionals.
  • Focusing on mastering 12 essential widgets, which comprise 80% of successful Flutter apps, is more beneficial than trying to memorize every widget in the documentation.
  • Knowing the right widgets to use can significantly impact the efficiency and success of a Flutter project.
  • Mastering these fundamental widget patterns can streamline development processes and reduce frustrations for developers.

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Dev

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Specter-AAL

  • Specter-AAL is a C-based Arithmetic Abstraction Layer (AAL) that utilizes elementary arithmetic operations to challenge modern cryptographic assumptions.
  • Key features of Specter-AAL include being written in pure C, custom modular arithmetic logic, educational insights, and showcasing cryptographic implications.
  • Ideal for cryptographic research, embedded & IoT devices, and academic use, Specter-AAL demonstrates how simple arithmetic can pose a threat to RSA implementations.
  • Specter-AAL serves as a research tool and a philosophical challenge, questioning whether simplicity can outperform complexity and if elementary operations can become a hidden threat.

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Medium

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Leetcode #725: Split linked list in parts

  • The problem involves splitting a linked list into k parts such that the length of each part is as equal as possible.
  • The parts should be ordered based on their occurrence in the input list, and earlier parts should have sizes greater than or equal to later parts.
  • The solution involves counting the total number of nodes in the list, then dividing them among the k parts to determine the size of each part.
  • Finally, each part is built by traversing the list to assign the correct number of nodes to each part.

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Dev

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From EC2 to GitHub: Connecting Your Cloud Code Like a Pro

  • In Project 2 of the 7-Day DevOps Challenge, the focus was on connecting a Java web app hosted on AWS EC2 to GitHub.
  • The steps covered include installing Git on EC2, setting up a GitHub repo, initializing a local Git repo, tracking and committing code, and pushing code from EC2 to GitHub using a personal access token.
  • Version control with Git and GitHub is essential for developers to ensure code safety, traceability, and easy management whether working solo or in a team.
  • Through this project, various concepts like version control, repo setup, staging/commits, and the use of GitHub tokens were learned, taking approximately 2 hours to complete.

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Medium

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Microsoft-Backed Builder.ai Insolvency: How the Collapse Impacts the Ruby on Rails Ecosystem

  • AI-powered software development platform Builder.ai, backed by Microsoft and Qatar’s sovereign wealth fund, entered insolvency proceedings in May 2025.
  • Builder.ai had a significant presence in the Ruby on Rails ecosystem, utilizing RoR in its backend development stack and experimenting with AI-powered tools to automate upgrades.
  • The collapse raises questions about implications for Rails developers, companies using RoR, and the market due to Builder.ai's sudden insolvency.
  • Builder.ai's innovative approach showcased Rails as a modern and relevant framework, emphasizing rapid development speed, convention over configuration philosophy, and strong community support.

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