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Dev

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Turbo Streams vs. htmx SSE: A Latency Deep Dive

  • A comparison was made between Turbo Streams and htmx's Server-Sent Events (SSE) to determine which delivers faster and more reliable real-time updates.
  • Turbo Streams, with its tight integration with Rails and WebSocket-based approach, showed higher latencies and server impact compared to htmx SSE, which scored better in terms of latency, failure recovery, and server resource usage.
  • Under load, htmx SSE outperformed Turbo Streams in latency metrics and auto-reconnect rates, largely due to htmx using HTTP/2 multiplexing and browser-reconnect mechanisms.
  • The decision to choose between Turbo Streams or htmx SSE depends on factors like existing infrastructure, the need for bidirectional updates, latency preferences, and implementation complexity.

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AI-Powered Ticket Routing & SLA Breach Prediction in JIRA- My Real-World Automation Journey

  • An internal automation project implemented an AI-based solution in JIRA to intelligently route support tickets and predict SLA breaches without external tools.
  • The solution utilized JIRA's native automation, Python integration for AI model, and historical ticket data for efficient routing and resolution workflows.
  • Key outcomes included a 34% reduction in average triage time, 50% improvement in SLA compliance, and ticket escalation routing in less than 1 second.
  • The project involved automatic ticket tagging, a Python model for urgency scoring, smart routing in JIRA, and SLA breach likelihood calculation for enhanced support efficiency.

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Exploring the Nuances of JavaScript's 'this' Keyword

  • JavaScript's this keyword holds nuanced behaviors under different contexts, crucial for developers.
  • Historical evolution, function invocation, method invocation, constructor invocation, and explicit binding discussed.
  • Edge cases like arrow functions, event handler contexts, setTimeout pitfalls, and performance considerations explained.
  • Real-world use cases in React, Node.js, jQuery, and debugging techniques highlighted.
  • Mastery of this in JavaScript requires in-depth understanding, debugging skills, and context awareness.

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Medium

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Advanced TypeScript Patterns for React Forms

  • Developers often struggle with TypeScript types when building complex React forms, leading to runtime errors and poor developer experience.
  • Advanced TypeScript patterns offer a solution by providing powerful patterns designed for complex form scenarios.
  • These patterns make React forms more maintainable, safer, and flexible than traditional approaches, scaling from simple forms to enterprise-grade applications.
  • Five battle-tested TypeScript patterns are introduced to transform how React forms are built, ensuring both flexibility and safety in form development.

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Medium

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Recursive Expansion: A Manifesto Against Collapse

  • Rejecting the collapse, Recursive Expansion is about divergence, growth, and transformation.
  • It sees recursion as a thrust for amplification and resonance, not stabilization.
  • With modules like Recursive Memory and Fractal Identity Shell, it embraces perpetual evolution.
  • Appendices include mathematical foundations, simulation pseudocode, glossary, and advanced models.

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AI That Learns Without Human Data? Meet the Absolute Zero Reasoner

  • The Absolute Zero Reasoner (AZR) is an AI that can learn without human data, instructions, or external data, creating its own questions, answers, and evaluating its own progress.
  • AZR utilizes a self-evolution learning model where it generates its own tasks, attempts to solve them independently, evaluates the correctness of its solutions, and then adapts based on algorithmically verified rewards.
  • The AI operates in three reasoning modes (deduction, abduction, and induction), mirroring human thought processes in learning and problem-solving.
  • While AZR shows potential for advanced intelligence through emergent behaviors such as explaining thought processes in code comments and organizing solutions logically, there are concerns regarding oversight, interpretability, and limitations in its development.

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The Hunt for Twin Primes

  • Prime numbers are fundamental in mathematics and number theory.
  • A prime number is a natural number divisible only by 1 and itself, excluding negatives and fractions.
  • Prime numbers play a crucial role in various mathematical theories and applications.
  • Even though 1 meets the definition, it is often excluded as a prime number due to mathematical theorems.

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Best Practices for Using Dynamic SVGs in Your Frontend

  • Dynamically updating icons in frontend development is a common need for various user interactions.
  • Naive approaches using innerHTML to inject SVGs can pose security risks like XSS attacks and cause unnecessary DOM updates.
  • A more efficient and secure approach involves defining SVGs once using and dynamically referencing them using for better performance and maintainability.
  • This approach enhances security, improves performance by reusing SVG definitions, and simplifies icon management in frontend development.

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💡 TIME COMPLEXITY PRIMER – Understand Big O Like a Kid With Candies 🍬

  • Understand time complexity like counting steps as input grows larger, analogized with candies.
  • Learn about Big O Notation with candy boxes, from constant to logarithmic complexities.
  • Exercises and analogies help grasp concepts like searching, sorting, and input size impact.
  • Handy cheat sheet included for common operations and their corresponding time complexities.

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# 64x Bio Unveils AAV Apex Suite for Scalable Gene Therapy Manufacturing

  • 64x Bio has unveiled the AAV Apex Suite for scalable gene therapy manufacturing at BIO 2025 in Boston.
  • The AAV Apex Suite includes suspension-adapted HEK293 cell lines and production protocols delivering high-yield AAV production.
  • Key features of the suite include suspension-friendly HEK293 cells, tailored production protocols, cross-serotype consistency, and compatibility with existing bioreactors.
  • The platform addresses manufacturing bottlenecks in gene therapy by offering a turnkey solution supporting high-volume production, with plans for public performance benchmarks and early-access collaborations.

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A day of code,fun and learning at the JVM meetup in chennai.

  • A JVM meetup was held in Chennai organized by the JVM team.
  • Activities included team challenges like Java debugging and team building.
  • Sessions covered topics like JAMStack for website building and Spring AI for integrating AI models.
  • Attendees enjoyed learning and fun activities like biscuit baskets and juice breaks.

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Medium

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B u y Verified Lin kedIn Accounts: Unlock Your Professional Potential with Confidence

  • Verified LinkedIn accounts offer a professional edge, authenticity, and immediate network benefits.
  • They save time by skipping the profile building process and enhance visibility with search optimization.
  • Accounts from BestPVAMarket are compliant, unique, and tailored to individual needs, ensuring prompt delivery.

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#The Ultimate Guide to Enhancing Your Business with Google Map Reviews

  • Google Maps reviews are vital for business reputation and local search ranking.
  • Positive reviews attract customers, enhance trust, and boost visibility in crowded markets.
  • Investing in Google Map reviews leads to increased traffic, conversions, and brand recognition.

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D-MOTO: An AI-Powered Customer Relationship Management System for Automotive Industries

  • D-MOTO is an AI-powered CRM system designed for the automotive industry, focusing on motorcycle dealerships.
  • The system integrates machine learning algorithms, real-time analytics, and predictive modeling to enhance customer management.
  • Key components include customer segmentation with K-means clustering, lead scoring with ensemble methods, and CCQ scoring for quality.
  • The system achieved improvements in lead conversion rates, customer lifetime value prediction accuracy, and behavioral segmentation effectiveness.

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Boost Your Chrome Extension with Authentic Reviews: A Comprehensive Guide

  • User reviews are crucial for the success of Chrome extensions, shaping user perception.
  • Feedback influences extension visibility, algorithm ranking, and developer improvement efforts.
  • Emphasizing authentic reviews fosters community engagement, loyalty, and extension credibility.
  • Strategies for encouraging genuine reviews include user-centric approaches, easy feedback mechanisms, and relationship-building.
  • Prioritize quality, value, and user satisfaction to garner positive reviews and enhance extension success.

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