MERGE
CONFLICT
DIGEST
September 24, 2025
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Frontend Development šØ
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Server-Side Composing's parallel and recursive route rendering techniques eliminate waterfalls in React applications by rendering server-side components in parallel, followed by client-side child components that stitch them together recursively for efficient rendering without sequential data fetching.
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This article delves into object-oriented programming (OOP) concepts in JavaScript, covering inheritance, polymorphism, encapsulation, and design patterns like factories, constructors, and prototypes, to help developers write more efficient, maintainable code and master essential OOP mechanisms.
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Treating ChatGPT as a junior developer on one's own team is key to unlocking its full potential, requiring constant monitoring and feedback to improve performance and outputs, ensuring accurate and relevant interactions for better results.
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Backend & APIs š§
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Rust's `fetch_max` function is generated by the compiler through macro expansion and assembly code representation. It involves several passes, including `AtomicExpandPass`, which transforms a high-level atomic operation into a sequence of fundamental instructions for x86-64 CPUs.
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A script called "migrate-ecr-images.sh" automates image migration from source to destination ECR repositories using aws ecr and skopeo tools, allowing for customization options like dry-run mode to save users hours of manual work and respect repository velocity.
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Full-stack observability in Kubernetes is a holistic approach to collecting and analyzing data across the entire system, providing a unified understanding of its behavior, enabling quick issue identification, reduced downtime, and optimized resource utilization for improved reliability.
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Products & Industry Moves š
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IBM Cloud Code Engine simplifies serverless deployment for developers by abstracting away infrastructure management, while its "Serverless Fleets" offer unparalleled processing power for demanding workloads and AI tasks. Docling enables machine-readable document transformation with AI models.
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AI in Society & Economy š
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Data modernization re-architects legacy systems into cloud-native, AI-ready platforms prioritizing real-time streaming and integration pipelines. This shift enables trusted insights, agility, scalability for AI, compliance with regulations, and a competitive advantage through improved customer acquisition strategies.
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The article highlights AI's limitations in moderating online content, revealing striking inconsistencies and amplifying societal biases, while platforms often resort to "silent censorship" through shadow banning, instead proposing community-driven digital spaces using Web4 technologies.
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A new approach addresses challenges in generating SQL queries using large language models by implementing an "evaluator-optimizer" pattern that reduces wasted API calls and improves system reliability, while also developing a coaching method to self-correct LLMs.
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Industry & Trends š
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Prometheus collects metrics as time-series data and Grafana provides stunning dashboards with various visualizations, turning investigations into an intuitive front page for observability data, offering unmatched power, flexibility, open-source capabilities, and cost-effectiveness for monitoring Kubernetes clusters.
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Github Repos š
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Podman provides a toolset for managing OCI containers and pods on Linux systems. It offers an alternative to Docker and integrates with Kubernetes.
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An official Electron build of draw.io, a diagram editor application that enables users to create and edit diagrams visually. It features JavaScript-based graphics capabilities.
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Software Development & Engineering š»
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A tutorial series teaches readers to build a game using Rust and Bevy by creating a player entity with various components, introducing entity systems, and animating sprite frames based on movement; emphasizing clear code organization for improved performance.
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To prepare for software engineer interviews in 2025, focus on system design and behavioral interviews, prioritizing critical thinking skills over traditional coding puzzles. Use tools like the STAR method to structure answers and highlight past experiences that demonstrate expertise.
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Risks & Criticism ā ļø
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A private cloud migration project saved 80% compared to public clouds, but initial simplicity turned into a slow process with partial success. However, a client's alternative approach proved better, and the author redesigned it to implement an automatic traffic redirect solution.
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Published by Merge Conflict Digest
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