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The Pragmatic Engineer

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Being an “Intrapreneur” as a software engineer

  • To thrive as a software engineer in today's tech market, developing intrapreneurial skills can be invaluable.
  • Intrapreneurship, a combination of internal and entrepreneurial skills, involves running towards problems, taking ownership, investing in relationships, and more.
  • Chaitali Narla, a seasoned engineering executive, highlights seven habits of successful intrapreneurs.
  • These habits include running towards problems, taking end-to-end ownership, investing in cross-functional relationships, seeking sponsorships, making impact visible, not fearing rejection, and being proactive in all aspects.
  • Developing these skills can lead to career success within a company, prepare for new opportunities, or even launch a startup in the future.
  • Chaitali Narla shares her journey from an intern to director at Google, emphasizing the importance of intrapreneurial leadership.
  • She provides practical examples from her experience, like addressing inefficiencies in data seeding and streamlining project setup processes.
  • The article also touches upon the significance of cross-functional relationships, translating technical aspects for non-engineering stakeholders, and building networks proactively.
  • It stresses the need for gaining sponsorships not just for promotions but also for overall career growth and advancement.
  • Overall, the article encourages software engineers to cultivate intrapreneurial skills to navigate the competitive tech market successfully.

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Dev

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Exploring Firestore with Micronaut and Java 21: A Scalable NoSQL Solution for Modern Applications

  • Choosing data storage for microservices is crucial; NoSQL can be more scalable in serverless environments.
  • Google Cloud Firestore is explored as a serverless NoSQL database for modern applications, particularly AI and ML workloads.
  • Firestore integrates well with tools like LangChain and LlamaIndex for various patterns like document loaders and vector stores.
  • Firestore simplifies integration with AI services, enabling features such as automated embedding generation and image classification.
  • Using Firestore with Micronaut and Java 21 for server-side development is detailed in the article.
  • Setting up the project, client libraries, and configuring Firestore client are essential steps in working with Firestore.
  • Code examples for creating a Firestore controller, validating feedback requests, and writing data to Firestore are provided.
  • Firestore is highlighted as a great choice for scalable, AI-powered microservices in a serverless environment.
  • The article emphasizes focusing on business value rather than infrastructure management with Firestore and Micronaut.
  • Firestore with its scalability and integration with Micronaut simplifies building serverless, AI-powered applications.

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Medium

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Why Logos Are Getting Boring

  • Logos in the marketing world are increasingly losing their personality and being simplified.
  • Visual identity encompasses more than just a logo, including colors, fonts, website designs, and image styles.
  • Large corporations have detailed brand manuals dictating how every visual element should be presented.
  • There is a trend in logos towards simplification as companies aim for a more streamlined and minimalist look.
  • This trend is driven by a desire for uniformity and consistency across various platforms and marketing channels.
  • Logos are being stripped down to their essential elements as part of this simplification process.
  • The concept of visual identity is often misunderstood by those outside the design field.
  • Small businesses might only require a logo and a few brand colors, while larger corporations have more complex visual branding requirements.
  • The battle for simplification in logos is a widespread phenomenon across the industry.
  • The shift towards minimalism in logo design is driven by the need for a cohesive brand image across different mediums.
  • Visual identity plays a crucial role in defining what a company stands for.
  • Logos form just one part of a brand's overall visual identity.
  • The quality of logos in marketing is perceived to be declining as they become more generic and stripped of individuality.
  • There is a push for logos to be more streamlined and simplified across the board.
  • The changing landscape of logos reflects a broader trend towards minimalist and clean design aesthetics in branding.

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Dev

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What is git? and what is .yml file

  • Git is a distributed version control system that allows users to work with complete repositories locally and then sync them with a server.
  • Version control systems track and manage changes to software code, helping software teams manage code changes over time.
  • GitHub is a popular version control platform known for its extensive marketplace of third-party integrations, while GitLab remains open source with a smaller integration selection.
  • GitHub's popularity increased after being acquired by Microsoft in 2018, leading to promotions and improved features.
  • A .yml file, or YAML file, is a human-readable data serialization format commonly used for configuration files and data exchange.
  • YAML stands for "YAML Ain't Markup Language" and is used for writing configuration files.
  • Other version control systems include Subversion (SVN), Mercurial, and Perforce.

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Dev

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Why I Used Goose to Build a Chaotic Emotion Detection App

  • The writer tapped into their inner child and used Goose to build a UI that reacts to users' emotions.
  • AI agents and vibe coding have rekindled the joy of programming, making problem-solving more creative.
  • A livestream series called The Great Goose Off celebrates joyful programming by creating silly and chaotic apps.
  • Experimenting with technology can help solve problems creatively.
  • Using Goose as a creative partner, the writer built a computer vision app that detects and responds to emotions.
  • Participants of The Great Goose Off gave open-ended prompts, resulting in imaginative and unpredictable outputs.
  • Choosing a performant model like Claude Sonnet 4 helped in handling errors and code documentation efficiently.
  • Prompt chaining involved breaking complex tasks into smaller, sequential subtasks for better implementation.
  • Version control and an iterative approach allowed for testing functionality incrementally and refining the app's behavior.
  • The writer, along with Goose, created an application where the interface reacts to facial expressions in playful ways.
  • Having fun and building for joy rather than just utility is encouraged to maintain passion in the industry.

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Medium

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The Road to Becoming a Python 10x Engineer

  • Python is a popular programming language known for its ease of use and versatility.
  • While Python allows for quick code bootstrapping and is often used for proof-of-concepts and machine learning, maintaining Python code can be challenging due to its lack of static typing.
  • An example code snippet is provided to illustrate how readability and understanding can be improved by implementing type hints and classes in Python.
  • Type hints, indicated by adding a ":" followed by the type of an object, provide context and make code more explicit.
  • By incorporating type hints, the code becomes more readable and easier to work with, especially when dealing with AI libraries.
  • Classes, which are traditionally used in object-oriented languages, are now available in Python and can improve modularity and readability of the code.
  • By introducing classes, the code becomes more structured and reusable, enhancing its readability and maintainability.
  • Implementing type hints and classes in Python code can elevate it to be more maintainable, scalable, and easily comprehensible without the need for extensive documentation.

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Mit

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Combining technology, education, and human connection to improve online learning

  • Caitlin Morris, an architect, artist, researcher, and educator, combines technology, education, and human connection to enhance digital learning platforms.
  • Growing up in rural New York, she learned practical skills early and taught herself to code through community-oriented platforms.
  • Morris emphasizes the importance of social interaction for motivation and curiosity in learning.
  • Engaged in various community-based learning activities, she organizes events, leads meetups, and contributes to open-source software development.
  • Her research at the MIT Media Lab focuses on social interaction and emotional gaps in online and AI-assisted learning.
  • Morris aims to develop AI-driven tools to enhance social curiosity and intrinsic motivation in digital learning environments.
  • As a MAD Fellow, she aligns with the program's goal of fostering creativity, critical thinking, and collaboration in non-traditional education approaches.
  • Her work involves creating interactive art installations that immerse visitors in experiences inspired by nature.
  • Morris also teaches design, coding, and technology at various educational levels, emphasizing non-traditional learning methods.
  • Her doctoral research seeks to bridge the gap between efficient digital learning platforms and the social interaction present in effective in-person learning environments.

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Mjtsai

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Foundation Models Framework

  • Apple is introducing the Foundation Models framework to allow app developers to tap into the on-device model at the core of Apple Intelligence.
  • App developers can use the framework to create intelligent experiences for users that are offline, privacy-preserving, and cost-free.
  • The Foundation Models framework offers native support for Swift and easy access to Apple Intelligence models with minimal code.
  • Developers and users are impressed with the capabilities and performance of the on-device model, with positive feedback on the structured results it generates.
  • The Foundation Models framework is seen as a significant development, potentially revolutionizing AI capabilities in apps and leveraging Apple's developer base.
  • Some concerns were raised about the model's limitations on older devices and its quantization to 2 bits in macOS 26.
  • There are discussions about how Foundation Models could impact AI development and app functionalities, with users experimenting with its features.

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Hackernoon

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6 Login Methods Every Developer Should Know

  • Authentication methods like Basic Auth, Cookies, Tokens, API Keys, OTP, and SSO serve specific purposes with varying levels of security and usability.
  • Basic Authentication, the oldest method, is simple but insecure due to vulnerabilities like man-in-the-middle attacks and lack of server-side logout.
  • Cookie-Based Authentication enhances security with features like server-side logout but requires server-side session management and may not scale well.
  • Token-Based Authentication provides a stateless, scalable solution with JWT being a popular choice, although securely storing tokens is crucial.
  • API Key-Based Authentication is used for accessing APIs, offering simple access control and monitoring for billing, analytics, and security.
  • OTP-Based Authentication adds security through unique, time-sensitive codes transmitted via trusted channels, reducing risks like phishing.
  • SSO enables users to log in once and access multiple services without repeated logins, streamlining authentication across various systems.
  • Each method has its pros and cons in terms of security, scalability, and usability, catering to different use cases and security requirements.
  • These authentication methods play crucial roles in web app development, offering a range of options to verify and secure user identities efficiently.
  • Understanding these authentication methods is essential for developers to implement robust and secure login systems in their web applications.
  • The blog covers Basic Auth, Cookies, Tokens, API Keys, OTP, and SSO authentication methods, detailing their mechanisms and applications.

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Dev

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You’ve got Chat instead of a brain: how AI is messing up junior developers

  • The article discusses the impact of AI on junior developers in the IT industry, highlighting the reliance on AI tools like ChatGPT for coding assistance.
  • It raises concerns about developers using AI-generated content without truly understanding the code they produce, leading to a lack of knowledge and critical thinking.
  • The author emphasizes the negative consequences of overdependence on AI, such as a decline in fundamental coding skills and comprehension of software systems.
  • Issues like mental shutdown, lack of base knowledge in coding, and reliance on AI hints are explored, emphasizing the importance of genuine understanding in programming.
  • AI-generated code is shown to potentially lack security measures and proper context, posing risks in terms of compliance, architecture, and threat models.
  • The article also touches on legal implications of using AI-generated code with unclear licensing and the significance of understanding software licensing in development.
  • There's a shift in hiring trends towards candidates with strong architectural thinking, security knowledge, and a critical approach to AI-generated code output.
  • Advice is given to use AI tools wisely as aids for automation and exploration, while still focusing on learning coding fundamentals and problem-solving skills.
  • The importance of clear thinking, logical reasoning, and genuine coding skills is highlighted as essential for developers, even in the age of advanced AI.
  • Junior developers are encouraged to treat AI as a companion tool, not a replacement for coding knowledge, critical thinking, and understanding of algorithms.
  • Ultimately, the article urges developers to prioritize learning, genuine comprehension, and manual debugging to excel in the evolving tech industry.

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Medium

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Unlocking Developer Superpowers with Cursor

  • Cursor is an AI-powered code editor that has transformed how developers work.
  • While Cursor can be fast and confident, it may also provide incorrect outputs that require manual cleanup.
  • The editor's agent mode can refactor code effectively, but may sometimes cause issues like endless looping.
  • Cursor can suggest changes that might break core business logic, highlighting the importance of developer oversight.
  • Experience plays a crucial role in utilizing Cursor efficiently and distinguishing good output from bad.
  • Using Cursor can accelerate the development process by letting developers quickly spot and correct AI errors.
  • The tool amplifies developers' skills but doesn't replace them, focusing on speeding up development and maintaining code quality.
  • While AI is evolving, completely replacing programmers is seen as unlikely, with claims of such transformations being viewed skeptically.
  • AI tools like Cursor are viewed as collaborators that enhance developers' capabilities rather than taking over their work entirely.
  • It is emphasized that developers should continue to learn programming fundamentals and leverage AI to increase productivity.
  • The future of software development is envisioned as a collaboration between humans and AI tools, offering improved efficiency in solving complex problems.

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Medium

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Juris.JS: Why Framework Haters Will Love Juris objectToHtml() API

  • Juris introduces the objectToHtml() API as a solution for both framework lovers and haters.
  • It aims to provide a declarative UI approach without the complexities of traditional frameworks.
  • ObjectToHtml() API enables developers to work with JavaScript objects that directly translate into DOM elements.
  • Juris requires no JSX compilation, virtual DOM, or framework runtime, offering a streamlined developer experience.
  • Framework haters appreciate the transparency and control provided by Juris, allowing direct inspection and manipulation of DOM elements.
  • The API offers enhanced DOM manipulation without ecosystem lock-in or prescribed methodologies.
  • Performance-conscious developers value Juris for its optimal DOM operations, eliminating virtual DOM overhead and reconciliation.
  • LLMs can utilize Juris to generate object structures reliably, addressing a common concern among framework detractors.
  • Developers can easily migrate from vanilla JS to Juris for a more declarative structure with less imperative DOM code.
  • The objectToHtml() API satisfies the desires of framework haters while delivering modern developer experience benefits.
  • Juris enables the creation of a responsive and styled dashboard component with minimal framework dependencies.
  • By focusing on platform purity and simplicity, Juris aims to bridge the gap between traditional frameworks and vanilla JS.
  • The API emphasizes lightweight, composable UI code that aligns with platform-native standards, catering to developers seeking better APIs.
  • Juris signifies a shift towards better APIs over larger frameworks, emphasizing the importance of working alongside the platform.
  • It offers a blend of modern developer experience and platform-native development through JavaScript objects.
  • The future of web development, as showcased by Juris, revolves around clear, lightweight APIs that enhance developer productivity.
  • Juris's objectToHtml() API marks a significant advancement in web development by promoting simplicity and efficiency over unnecessary complexity.

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PlanetPython

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PyCoder���s Weekly: Issue #686: Free-Threaded Update, GPU Programming, GitHub Actions, and More (June 17, 2025)

  • Python Language Summit 2025 provides an update on free-threaded Python.
  • Talk Python discusses GPU Programming in Pure Python with Bryce Adelstein Lelbach.
  • A blog presents a mental model to build relationships with AI agents.
  • GitHub Actions aid in Continuous Integration and Deployment for agile methodologies.
  • NumPy v2.3.0 has been released on GitHub.
  • Django Software Foundation seeks Django Fellow applicants.
  • Updates on Django bugfix releases and Python 3.13.5 release.
  • scikit-learn 1.7 release announcement is made.
  • Overview of Python jobs available in different locations.
  • Articles cover topics such as unused keys in a dictionary, Django management commands, and structuring Python scripts.
  • New projects and libraries like GenAI, pointblank, and py-shiny are highlighted.
  • Events like PyData Bristol Meetup and Python Nordeste 2025 are scheduled.

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Medium

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Could MCP Servers and AI Be the Quiet Combo Powering the Future of Apps?

  • MCP servers, short for Multi-Channel Processing or Modular Computing Platform, handle various data streams and tasks simultaneously, offering a modular setup for developers.
  • The flexibility of MCP servers can revolutionize app development, especially with complex applications demanding more computing power.
  • Both hardware and software components play crucial roles in the efficiency of MCP servers, focusing on orchestration and task management.
  • Artificial Intelligence (AI) is integrated into MCP servers to optimize workloads, contributing significantly to their performance.

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Dev

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🚀How the V8 JavaScript Engine Runs and Optimizes Your Code

  • The V8 JavaScript engine by Google powers JavaScript applications like Chrome browsers and Node.js.
  • V8 compiles JavaScript code directly into native machine code for fast performance.
  • V8 uses a compilation pipeline that can optimize JavaScript code similar to compiled languages.
  • The V8 engine architecture includes components like Parser, AST, Ignition, TurboFan, and Machine Code.
  • Each stage in the V8 pipeline contributes to maximum performance through optimization.
  • Understanding V8's processes is crucial for writing efficient JavaScript applications.

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