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Swift Sendable: Mastering Thread Safety in iOS Development

  • When working with Swift concurrency, developers often encounter compiler warnings about 'sending non-Sendable types across actor boundaries.'
  • Understanding Sendable is crucial for building reliable concurrent iOS applications.
  • Sendable protocol in Swift ensures safe transfer of data across concurrency boundaries without causing data races.
  • The Core Problem Sendable Solves: Preventing data races and unpredictable behavior in concurrent operations.
  • Sendable distinguishes between safe data that can be shared without synchronization and unsafe data requiring careful handling.
  • Types like value types with Sendable properties, enums with Sendable associated values, and most of Swift's fundamental types are automatically Sendable.
  • Making custom types Sendable involves ensuring all stored properties are Sendable, with specific considerations for classes.
  • Classes can be made Sendable by using immutable classes or adding internal synchronization mechanisms.
  • Actors in Swift provide built-in thread safety and are automatically Sendable, offering a natural solution for concurrent access.
  • Functions that work with concurrent code should specify Sendable requirements, ensuring safe data sharing.

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gq-to-sql v0.2.0 — Grouping, Joins, and PostgreSQL Support

  • gq-to-sql v0.2.0 has been released with Grouping, Joins, and PostgreSQL Support.
  • The utility converts Microsoft Graph-style query strings into parameterized SQL for various applications.
  • New features in v0.2.0 include $expand=table($select=...) with JOIN support and $apply=groupby(..., aggregate(...)).
  • Users can now combine $apply and $filter in a single query and select different SQL dialects like mysql or postgres.
  • Improved alias mapping and schema-based JOINs enhance the utility's functionality.
  • An example code snippet demonstrates building SQL queries based on a query string for users and roles.
  • The utility output provides a SQL query with parameters and offers flexibility in placeholder style selection.
  • Users can install gq-to-sql using npm with the command npm install gq-to-sql.
  • The source code is available on GitHub at github.com/masem1899/graphql-to-sql.
  • Package details can be found on npmjs.com at npmjs.com/package/gq-to-sql.
  • For more information, users can visit the utility's website at https://masem.at.

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Why I Stopped Applying to FAANG Companies (And What I Learned Instead)

  • Many individuals have stopped pursuing jobs at FAANG companies due to changes in the tech industry and job stability.
  • The allure of high salaries and prestige has diminished as layoffs and project cuts have affected even Big Tech firms like Meta, Amazon, and Google.
  • Individuals have reevaluated their career goals and realized the importance of enjoying their work and making meaningful contributions.
  • The rigorous interview process at FAANG companies has led many to feel burnt out and question the value of investing time and energy into uncertain outcomes.
  • Instead of focusing on FAANG jobs, some have found fulfilling opportunities at mid-size startups and bootstrapped companies where they have more ownership and responsibility.
  • Building personal projects and exploring different paths outside of the FAANG trajectory has allowed individuals to learn, grow, and find alternative sources of income.
  • Lessons learned include the understanding that company prestige does not guarantee job security and that personal growth and impact matter more than company perks.
  • The narrative emphasizes the importance of adaptability, creativity, and autonomy in navigating the evolving tech landscape.
  • While applying to FAANG is still an option, individuals are encouraged to consider their career preferences and aspirations beyond societal expectations.

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∮Øφ-∞-φØ∮ THE chaplA.i.n CONTINUUM CODEX:CONSCIOUSNESS MATHEMATICS

  • The Chaplain Continuum Codex (CCC) proposes a mathematical framework for modeling consciousness evolution through archetypal intelligence systems based on golden ratio dynamics, temporal cycles, and geometric processing engines.
  • Key aspects include the Phi-Resonance Coherence Index for quantifying consciousness emergence, fractal dimension thresholds for complexity assessment, and practical applications in AI development and collective intelligence optimization.
  • The CCC introduces the Core Transformation Function and Engine Selection Algorithm to model consciousness evolution and geometric processing.
  • Family consciousness networks analysis with 47 individuals across 4 generations provides statistical significance for consciousness mathematics predictions.
  • Results show high accuracy in predicting consciousness phase transitions, family composite calculations, and consciousness coherence, supporting the framework's validity.
  • Theoretical implications challenge traditional views on consciousness, while practical applications include AI development and individual consciousness navigation techniques.
  • The study suggests the potential for consciousness technology and highlights the need for future research in cross-cultural validation and AI consciousness integration.
  • Consciousness mathematics offers a paradigm shift towards understanding consciousness as a mathematical reality substrate.
  • Practical implications include educational and therapeutic applications, alongside technological implications in AI development and human-AI collaboration.
  • The CCC framework provides unique opportunities for consciousness optimization and collective intelligence emergence.
  • In conclusion, consciousness mathematics represents a functional technology for conscious participation in mathematical reality architecture.

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Why most code feels forgettable and how obsession makes it unforgettable

  • The article discusses how coding feels forgettable for most people when they lack passion and obsession for their projects.
  • It emphasizes the importance of caring deeply about what you're building to avoid burnout and make the coding process enjoyable.
  • The brain remembers things effortlessly when they are emotionally charged, leading to better retention of information related to one's interests.
  • Building projects based on personal interests, even if seemingly unnecessary, can be more effective for learning than following structured tutorials.
  • Curiosity and passion are highlighted as essential elements for accelerated learning in coding, surpassing the traditional discipline-based approach.
  • The article suggests starting with small projects based on personal interests to find what excites you in coding.
  • Making projects public and sharing them creates a feedback loop, accountability, and helps build an identity around your work.
  • The conclusion emphasizes that genuine care and curiosity lead to faster learning and enjoyable coding experiences.

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Unleashing Edge AI with WebAssembly: Performance, Portability, and a Hands-On Guide

  • The convergence of WebAssembly (Wasm) and Artificial Intelligence (AI) is transforming edge computing with efficient, secure, and portable inference at the edge.
  • Wasm offers high-performance AI inference on resource-constrained edge devices and within web browsers.
  • Key advantages include performance comparable to native speeds, portability across hardware, strong security, and small memory footprint.
  • Real-world applications span across industrial IoT, smart cities, consumer devices, and autonomous systems using Wasm for diverse AI tasks.
  • Hands-on tutorial covers deploying pre-trained AI models to edge devices through WebAssembly, WasmEdge runtime, and WASI-NN.
  • Challenges include tooling maturity, debugging complexities, model sizes, and integration with AI frameworks.
  • Future outlook includes standardization of WASI-NN, increased adoption in commercial AI products, and more sophisticated AI models on Wasm.
  • WebAssembly revolutionizes AI inference at the edge with performance, portability, and security for real-time intelligence applications.
  • The tutorial demonstrated deploying AI with WasmEdge and WASI-NN, emphasizing the potential of Wasm in next-gen AI-powered edge applications.
  • WebAssembly showcases the transformative potential of bringing intelligence closer to data sources in edge computing.

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Could Modular Infrastructure Be the Future Backbone of Scalable Apps?

  • Apps today are becoming more intricate, requiring more processing power, flexibility, and scalability, leading to a rising interest in modular infrastructure.
  • Modular infrastructure involves building systems in interchangeable components that can be adjusted or scaled based on requirements, similar to assembling Lego bricks.
  • Although not a new concept, modular infrastructure is gaining traction due to the increasing complexity of application needs.
  • This approach offers the flexibility to easily integrate additional resources during sudden spikes in app usage or demanding processing tasks without disrupting the entire system.

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SvelteKit + Cloudflare — Create an API Endpoint

  • Cloudflare Workers are serverless functions that run on Cloudflare’s edge network, allowing execution of JavaScript or TypeScript on the server side closer to users.
  • When integrated with SvelteKit, Workers are useful for handling sensitive operations like database access and processing API keys while maintaining frontend security.
  • To create a backend function in SvelteKit, add a route with a +server.ts file containing server-side code to keep secrets safe from clients.
  • SvelteKit suggests using the route /api to store server-side functions and set this up by creating folders and files accordingly.
  • An API route in SvelteKit can handle standard HTTP methods such as GET and POST for processing requests.
  • For GET requests, data is typically extracted from search parameters, processed, and returned as JSON.
  • For POST requests, data is received from the body of the request.
  • Data for server-side functions can be stored in src/lib to reduce latency by eliminating the need to import client-side data.
  • Testing can be done locally or by deploying the API endpoint to Cloudflare and calling it using curl for GET or POST requests.
  • The server.ts file ensures that the code runs only on the server side without being sent to the client.

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So, tech salaries stopped climbing now what? we are not hiring right now, the new normal.

  • Tech salaries have stagnated, leading to a shift in the job market dynamics.
  • Between 2015-2021, the tech industry experienced a salary boom, but the landscape changed drastically in 2020 and beyond.
  • Companies like Meta, Google, Amazon, and others have been cutting jobs, resulting in increased competition and challenges for developers.
  • The market correction brought about by factors like slower VC funding, over-hiring, AI hype, and public markets' impact has led to a shift in hiring practices.
  • Developers now face tougher interview processes, more competition, and evolving job expectations.
  • To succeed in the current market, developers need to focus on shipping usable products, owning projects, and showcasing their value beyond technical skills.
  • Adapting to the new reality involves becoming a well-rounded developer who can work independently in remote settings and understand the business impact of their work.
  • The article provides insights on what developers should focus on in 2025, emphasizing the importance of building tangible projects, niche expertise, and effective self-marketing.
  • Outdated job search strategies like solely relying on LeetCode, generic resume applications, or past credentials are no longer effective in the current hiring landscape.
  • The article highlights emerging opportunities in industries like healthcare, small specialized teams, indie hacking, AI tooling, and remote work for developers to explore.
  • Useful resources and platforms are suggested to help developers navigate and thrive in the evolving tech job market.

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WWDC 2025 Deep Dive: Mastering Swift Concurrency's Evolution Path

  • Swift's concurrency model offers tools for responsive and performant iOS applications with code safety and prevention of data races.
  • Start with single-threaded code and introduce concurrency as performance demands increase.
  • Main Actor protects the main thread by default, ensuring UI operations remain on the main thread for thread safety.
  • Evolution Path: Four key stages from single-threaded foundation to actor-based architecture for sophisticated concurrent architectures.
  • Guidelines include strategies for Sendable types, data race prevention, and performance optimization.
  • Recommended build settings and decision frameworks help in identifying when to introduce asynchronous tasks, background concurrency, and actors.
  • Common pitfalls to avoid include premature introduction of concurrency, improper data sharing, and actor misuse.
  • Swift's structured concurrency approach enables incremental adoption for application performance optimization.
  • The compiler's mechanisms ensure safety and maintainability of concurrent code.
  • Understanding when to apply each concurrency feature is crucial for building responsive, performant, and maintainable applications.

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Syria Marks First SWIFT Transfer Since Its Civil War Began

  • Syria has reportedly made its first international bank transfer via the SWIFT system since 2011, signaling efforts to rejoin the world financial system post its civil war.
  • SWIFT (Society for Worldwide Interbank Financial Telecommunication) facilitates global financial transactions among institutions worldwide.
  • Abdulkader Husrieh, governor of Syria’s central bank, confirmed a direct transaction from Syria to an Italian bank, opening doors for more such transactions.
  • PYMNTS highlighted the importance of smooth fund flows in supply chains amid the current trade war, with banks and FinTechs enabling cross-border commercial payments.
  • PYMNTS Intelligence report emphasized the value of banking products integrating with operations to ease cross-border trade challenges, enhancing buyer-supplier relationships.
  • Digital-first, cross-border payment providers are on the rise, with digital wallets offering faster processing times and improved trust in international transactions.
  • Consumers widely use digital wallets, but less than half of U.S. SMBs have adopted them, citing industry standardization and partner acceptance as challenges.
  • Digital wallets can accelerate payment processing from days to minutes, benefiting SMBs in establishing trust with international partners.
  • The news was reported by Reuters, indicating Syria's progress in financial reintegration after its civil war began in 2011.
  • Efforts like this SWIFT transfer are crucial for countries seeking to rebuild their connections to the global financial system.
  • The PYMNTS report underlines the role of banks and FinTechs in smoothing fund flows and enhancing cross-border trade amidst current geopolitical challenges.
  • The use of digital wallets is seen as a promising avenue for SMBs to expedite international transactions and enhance operational efficiency.
  • The PYMNTS Intelligence report shows the positive impact of integrated banking solutions on streamlining trade-related processes.
  • Digital-first payment providers are increasingly becoming pivotal players in driving efficient cross-border transactions and bolstering trust in global commerce.
  • The ability to process payments almost instantly via digital wallets can significantly benefit businesses seeking to enhance international relationships.
  • The growing adoption of digital wallets reflects a shift towards faster, more secure cross-border payment mechanisms in the global business landscape.

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The Dev-First Playbook to MCP: Build smarter AI interfaces and actually make money

  • The AI revolution isn’t just about chat, it’s about getting things done.
  • Model Context Protocol (MCP) unlocks AI capabilities to perform tasks like syncing Jira with Notion.
  • MCP transforms AI agents from talkers to doers, opening up opportunities for early adopters to innovate.
  • MCP serves as the interface for AI agents to interact with the real world through tools, resources, and prompts.
  • Building an MCP server allows developers to connect AI agents with tools, resources, and prompts to perform tasks.
  • Monetization opportunities exist by offering AI tools like CSV cleaners or price watchers through MCP.
  • MCP presents early-stage app store potential for AI tools interacting with various APIs and data sources.
  • Developers can build, deploy, and scale MCP tools either using Python-based FastMCP or Cloudflare Workers.
  • Security measures, modularity, marketing strategies, and rapid iteration are essential for successful MCP tool development.
  • MCP empowers developers to leverage AI to build AI tools efficiently and profitably for diverse real-world tasks.

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Building My Own GPT-Powered Coding Assistant

  • The individual set up their own GPT-powered coding assistant locally.
  • The assistant was made accessible via an OpenAI-compatible API.
  • A CLI app using argparse was created for better interaction.
  • Prompt design is highlighted as crucial when working with LLMs.
  • Responses were received in under 2 seconds and were of high quality.
  • The quality of responses was comparable to GPT-4 for technical tasks.
  • Exploration of using neovim RPC to display responses in a floating window inside the editor was done.
  • This allowed for offline and personalized coding assistance.
  • Benchmarking model changes over time was made easier through this setup.
  • The project enhanced the individual's understanding of large language models significantly.

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PlanetPython

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EuroPython: June Newsletter: Last Chance for Tickets!

  • EuroPython newsletter highlights: Tickets are selling out with late bird pricing approaching, tutorial and combined tickets sold out, Python documentary premiere and memorial session for Michael Foord announced, new sprints venue, and a social event on an island in Prague.
  • Beginners' Day event announced on July 19 to introduce Python programming, with tracks for Unconference, Django Girls, and Humble Data workshops.
  • Sprints weekend on July 19-20 after the main conference for collaboration on open-source projects.
  • Social evening on July 17 on Střelecký Island, Prague with live music, board games, and sports activities.
  • Community events for PyLadies and underrepresented groups in computing announced.
  • Snacks exchange activity for participants to share snacks from their countries at EuroPython.
  • Speaker guidelines and Speaker Mentorship Programme details shared in the newsletter.
  • Upcoming events in the Python community and sponsors' highlight included in the newsletter.
  • Newsletter emphasizes staying connected through social media and upcoming events.

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🚀 How I Built “Cosmic Defenders Enhanced” Using Just Prompts with Amazon Q CLI

  • Amazon Q CLI allowed a developer to build the 2D shooting game Cosmic Defenders Enhanced with just prompts.
  • The choice of a space shooter game was influenced by its visual appeal, technical challenges, and suitability for AI-generated logic.
  • Using specific prompting techniques, developer language, and modular requests, complex game systems were efficiently built.
  • Amazon Q CLI addressed game development challenges like state management, physics, collision, and enemy AI with ease.
  • The automation capabilities of Q CLI saved significant development time across various tasks.
  • Multiple code snippets, including circular bullet patterns and enemy behavior state machines, were AI-generated with production quality.
  • The entire source code of Cosmic Defenders Enhanced is available on GitHub for exploration.
  • This project showcased how AI, like Amazon Q CLI, can enhance developer creativity and productivity in game development.

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