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Medium

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Avoiding Software Engineering Chaos

The Earthly team identified chaos as the main issue in modern software engineering rather than speed.
Engineering teams often face fragmentation due to autonomy in selecting tools and defining standards.
Standardizing pipelines and addressing architectural rot are crucial in overcoming the chaos in software development.
Proposed architectural solution involves adaptability through federated service nodes, bindable components, structured messaging, and a shared context repository.
Modular, federated systems promote coordination through standardized interfaces while respecting team autonomy in tool choices.
Structured messaging and context repository are essential components in ensuring consistency, security, and traceability in the system.
Internal developer platforms should focus on building distributed architectures that encourage autonomy and alignment rather than enforcing uniformity.
Embracing modularity and investing in structured communication can help organizations maintain clarity, coordination, and conceptual integrity in software development.
The goal is not to eliminate chaos entirely but to prevent it from spreading by adopting a coherent architectural approach.
Building a future with clarity, coordination, and conceptual integrity requires more than just tools—it necessitates a well-designed architecture.
The time is ripe for organizations to implement these architectural principles to combat chaos in software engineering.

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Medium

2.2k

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3 Signs Your AI Will Survive the Real World

AI failures typically start with small drifts and subtle signals, not error messages.
AI built to survive is explainable, auditable, and human-readable, able to withstand challenges and be understood by various stakeholders.
For AI to be truly resilient, it needs to be tested at its limits and prepared for high-stakes decisions, not just for performance but for survival.
Effective governance is essential for AI systems to thrive in the real world, ensuring continuous monitoring, checks for bias, fairness, and performance decay to prevent dangerous outcomes.

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Insider

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Google chief scientist predicts AI could perform at the level of a junior coder in a year

Jeff Dean, Google's chief scientist, believes AI could match the skills of a junior software engineer in the next year or so.
AI tools are improving in coding, leading to predictions that AI could reach the level of entry-level engineers.
However, AI still needs to learn beyond basic programming, such as debugging and test running, to perform at a human level.
According to Dean, AI will likely rely on learning from tools, experienced engineers, and documentation to acquire these skills.

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Infoq

151

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How Allegro Does Automated Code Migrations for over 2000 Microservices

Allegro manages automated code migrations for over 2000 microservices by combining GitHub’s Dependabot and OpenRewrite projects into a custom solution.
Developers at Allegro faced challenges with manual code migrations across numerous repositories due to time-consuming tasks and potential human errors.
Allegro automated code migrations using Dependabot and OpenRewrite, creating a custom GitHub application named allegro-rewrite.
The automated process faced initial trust issues among developers but improved over time with extended features and continuous enhancements by the Allegro team.

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Dev

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Quick Guide to Using APIs with Next.js Apps: Next.js API Routes Explained

Next.js API routes allow adding server-side code directly to Next.js projects, supporting both simple apps and large-scale products.
API files are placed under /pages/api for file-based routing and run as serverless functions, handling requests and responses separately.
Next.js API routes simplify organization with file-based routing and automatic serverless deployment on platforms like Vercel or Netlify.
Benefits of Next.js API routes include serverless deployment, unified frontend and backend, easy scaling, rapid prototyping, and easy updates.

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Hackernoon

293

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Meet the HackerNoon Top Writers - Laszlo Fazekas and Kindness In Content Writing

László Fazekas, a software developer and writer, finds inspiration in explaining ideas clearly through writing.
He started writing seriously at 12 and later shifted focus to coding, returning to writing in 2010.
Technology has enabled Fazekas to reach a global audience through platforms like Medium and HackerNoon.
Transitioning to freelance work allowed him to balance writing and work, ultimately leading to a stable income.
Fazekas's creative process involves writing about topics he's currently interested in or aligned with writing contests.
He values recognition and interaction with readers more than monetary rewards for his articles.
His favorite memory includes his first article on HackerNoon about the universe as a neural network that was well-received.
Fazekas appreciates HackerNoon's editorial efforts and the platform's commitment to reaching a broad audience.
Through his journey, Fazekas has learned the impact of sharing ideas and encouraging others to contribute to collective creation.
He emphasizes the significance of creating meaningful content and inspiring positive change in the world.

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Insider

214

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From PowerPoint to plumbing: Gen Z is pivoting to blue-collar jobs

Gen Zers are increasingly turning to blue-collar jobs like plumbing and construction due to rising college tuition costs and uncertainty in white-collar fields.
Many young individuals are opting out of traditional higher education due to concerns over loan debt and lack of job prospects after graduation.
The shift towards blue-collar roles is driven by factors such as automation, changing job markets, and the potential for stable, well-paid careers in fields like renewable energy and construction.
As Gen Z embraces technology in their daily lives, tools like AI are aiding in the automation of tasks, enabling young entrepreneurs in blue-collar industries to thrive.
Social media platforms have played a role in showcasing the opportunities and rewards of blue-collar work, challenging traditional stigmas associated with vocational paths.
Entry-level salaries in blue-collar jobs like construction, maintenance, electrician, and plumbing are competitive, offering immediate earning potential for young workers.
Despite the rise of blue-collar jobs, college degrees still command higher average salaries in the long term, with opportunities for advancement and growth in various industries.
Perceptions around vocational education are shifting, with more recognition of the availability of well-paid and stable jobs for individuals with high school diplomas or GEDs.
The blue-collar sector is experiencing growth, with a wave of retiring skilled laborers creating opportunities for younger generations to enter fields like construction and HVAC servicing.
While college enrollment rates have declined, young people are increasingly considering blue-collar career paths as viable alternatives to traditional four-year degrees.
The combination of hands-on work in blue-collar industries and technological tools is reshaping the landscape of work opportunities for Gen Z, offering a diverse range of career paths.

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Tech Radar

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Apple’s ‘AI crisis’ could mean EU users will have the option to swap Siri for another default voice assistant

Apple is reportedly working on allowing European users to choose a third-party voice assistant over Siri in response to EU regulatory pressure and Siri's delayed AI upgrades.
The planned Siri upgrades were supposed to launch on March 31 but have been indefinitely delayed, prompting concerns about Apple falling behind in the AI race.
Reports suggest Google Gemini might be added as a ChatGPT alternative in iOS 19, showing Apple's struggles to make Siri more intelligent.
Apple faces potential EU sanctions in addition to being fined for App Store practices, while Siri's capabilities currently lack compared to competitors like ChatGPT.
Apple executives, including Senior VP Eddy Cue, are worried about AI's impact, fearing it could render Apple as irrelevant as Nokia due to Siri's shortcomings.
Cue highlighted a declining trend of Google searches on Apple devices, indicating users' shift towards AI tools for information retrieval.
While allowing users to opt for third-party voice assistants may provide a short-term solution for Apple, it reflects the company's struggle to keep up in the AI landscape.
Acknowledging its AI lag, Apple may focus on improving Siri's competitiveness while providing users with alternative functionalities in the interim to maintain customer satisfaction.
The integration of AI is increasingly crucial for user experience, posing a challenge for Apple as it seeks to enhance Siri's capabilities to match industry standards.
As AI becomes more intertwined with daily activities, the effectiveness and usability of Apple's voice assistant will play a crucial role in retaining users' loyalty.

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Hackernoon

107

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AI Can Code Your App—Just Don’t Let It Architect It

AI coding agents like GitHub Copilot and Claude Code can significantly improve productivity by helping to implement features, resolve bugs, and analyze codebases efficiently.
These tools enable quick project execution, idea testing, and faster time to market, especially beneficial for indie makers and developers without extensive experience in certain tech stacks.
However, relying solely on AI without proper software development knowledge can lead to suboptimal solutions, bugs, and non-scalable code.
Experienced developers can maximize the benefits of AI coding agents by defining rules, setting code standards, providing clear prompts, and overseeing the suggestions to ensure generated code meets production standards.

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Medium

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What is the RICE Score?

RICE Score is a structured, data-driven way to prioritize feature ideas based on impact and cost.
It helps evaluate product ideas objectively using measurable criteria rather than gut feeling or stakeholder pressure.
RICE stands for Reach, Impact, Confidence, and Effort, each contributing to a calculated score for prioritization.
The RICE score is calculated based on the reach, impact, confidence, and effort required for a specific feature idea.

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Hackernoon

274

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Brewing Observability Insights: What LinkedIn, Netflix, and eBay Taught Me at Monitorama 2024

Monitorama 2024 in Portland, Oregon brought together observability enthusiasts from around the world for three days of learning and networking.
The single-track format of Monitorama ensured a shared experience for all attendees, with generous breaks and networking opportunities.
Key presentations from eBay, LinkedIn, and Netflix highlighted challenges and solutions at massive scales in the observability landscape.
eBay's presentation emphasized challenges faced in scaling distributed tracing to 5,000+ microservices.
LinkedIn showcased the importance of context preservation across telemetry types for meaningful insights.
Netflix emphasized observability as a cultural advantage, integrating monitoring requirements into their software development lifecycle.
Lessons from these industry giants included the breakdown of traditional observability approaches at extreme scales and the criticality of organizational factors in implementation.
Key takeaways for observability practitioners included the importance of tail sampling, aggregation strategies, organizational investment, and the evolving vendor landscape.
Monitorama stood out not just for its technical content but for the deliberate human connections and community-driven ethos that it fostered.
As Monitorama takes a hiatus for 2025, the community reflects on the value of in-person networking and eagerly anticipates the event's return with a refreshed outlook.

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Medium

143

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The GitHub Secret That’s Making Senior Developers 2x More Productive

Senior developers are becoming 2x more productive by utilizing an advanced GitHub feature not commonly known.
This discovery led to a significant increase in productivity for the tech lead, completing tasks in half the time.
The trend of increased productivity through this GitHub feature represents a major change in how elite developers operate in 2025.
Research indicates a 10x productivity gap between high and average performers, driven by factors beyond just experience and talent.

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Medium

369

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Which Component Library to Use — and When

When choosing a component library, factors like customizability, bundle size, design system vs full creative control, styling time, performance, accessibility, and stack/framework being used should be considered.
Some popular component libraries include Google's Material-UI, Chakra UI, Tailwind CSS, shadcn/ui, Ant Design, Bootstrap, Windi CSS, UnoCSS, and a newcomer called Kobalte for SolidJS developers.
Each library has its own strengths and weaknesses in terms of customization, theming, accessibility, bundle size, components availability, and performance.
Developers can choose the most suitable component library based on their specific project requirements, such as enterprise apps, developer preferences, design control needs, and performance priorities.

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Nvidia

306

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NVIDIA Expands Omniverse Blueprint for AI Factory Digital Twins With New Ecosystem Integrations, Development Tools

NVIDIA has expanded its Omniverse Blueprint for AI factory digital twins, offering new ecosystem integrations and development tools.
The blueprint includes integrations with industry leaders in power, cooling, and networking ecosystems like Delta Electronics, Jacobs, and Siemens.
The expanded blueprint allows engineering teams to design, simulate, and optimize entire AI factories in virtual environments for early issue detection and development of reliable facilities.
Partners like Cadence, Schneider Electric, Vertiv, Siemens, and Delta Electronics contribute to the blueprint to reshape how AI infrastructure is built for smarter designs and efficiency.

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Medium

135

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Web3 Payment Origins and Evolution

The evolution of the web has seen three major phases, each transforming the way users interact online and how businesses handle transactions.
Web1 focused on basic transactional capabilities, Web2 introduced more dynamic user experiences, while Web3 is characterized by decentralized and innovative payment systems.
Futuric Block offers a Web3-ready crypto payment gateway for businesses seeking to embrace the benefits of decentralized payment systems.
As Web3 infrastructure advances, payment systems are expected to become more secure, flexible, and globally scalable, with Futuric Block at the forefront of this shift.

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