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Engineering Insights

Practical articles on Java, microservices, system design, AI engineering, and the future of software development. No fluff — only production-tested insights.

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Ambient Computing: Engineering for a World Without Screens
Future of Engineeringambient-computingsystem-design

Ambient Computing: Engineering for a World Without Screens

As we move towards a screenless future, ambient computing is reshaping how we interact with technology. This post explores the engineering challenges and opportunities in creating seamless, intuitive experiences without traditional interfaces.

25 June 202612 min read
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Engineering Metrics: What Good Performance Looks Like for a Team
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Engineering Metrics: What Good Performance Looks Like for a Team

In the fast-evolving world of software engineering, understanding what constitutes good team performance is crucial. This post delves into engineering metrics, offering insights into effective measurement strategies, common pitfalls, and best practices for fostering high-performing teams.

24 June 202610 min read
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How to Stay Productive During Code Reviews
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How to Stay Productive During Code Reviews

Code reviews are essential for maintaining code quality, but they can also be time-consuming and disruptive. Learn how to stay productive during code reviews with practical strategies, real-world examples, and insights into modern software development practices.

24 June 202610 min read
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Probabilistic Thinking for Engineers: Making Decisions Under Uncertainty
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Probabilistic Thinking for Engineers: Making Decisions Under Uncertainty

In the fast-paced world of software engineering, making decisions under uncertainty is crucial. This blog explores probabilistic thinking, offering insights and real-world examples to help engineers navigate complex systems and make informed choices.

24 June 202612 min read
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Microservices Shared Libraries: The Hidden Coupling Problem
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Microservices Shared Libraries: The Hidden Coupling Problem

Discover the hidden coupling problem in microservices shared libraries. Learn why this issue matters in 2025–2026, explore real-world examples, and gain insights into best practices for managing shared libraries in microservices architectures.

24 June 202612 min read
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Structured Output from LLMs: JSON Mode and Tool Calling
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Structured Output from LLMs: JSON Mode and Tool Calling

Explore the emerging trend of structured output from large language models (LLMs) using JSON mode and tool calling. Learn how these advancements are reshaping software development, offering new possibilities for automation, integration, and system design.

24 June 202612 min read
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Will AI Replace Software Engineers? An Honest Analysis
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Will AI Replace Software Engineers? An Honest Analysis

As AI continues to evolve, the question arises: will it replace software engineers? This blog post delves into the current landscape, exploring AI's impact on software development, real-world use cases, and the future of engineering roles.

23 June 202612 min read
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Using Open Source Code Responsibly: Attribution and Compliance
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Using Open Source Code Responsibly: Attribution and Compliance

Navigating the complexities of open source code usage is crucial for modern software development. This post explores responsible practices for attribution and compliance, offering insights into real-world applications and best practices for engineers.

23 June 202610 min read
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Kubernetes Autoscaling: HPA, VPA, and KEDA in Practice
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Kubernetes Autoscaling: HPA, VPA, and KEDA in Practice

Explore the intricacies of Kubernetes autoscaling with HPA, VPA, and KEDA. Learn how these tools are shaping modern DevOps practices, their real-world applications, and best practices for implementation in 2025 and beyond.

23 June 202612 min read
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How to Make Progress on Side Projects Without Quitting Your Job
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How to Make Progress on Side Projects Without Quitting Your Job

Balancing a full-time job with side projects can be challenging for software engineers. This guide offers practical strategies to advance your side projects without sacrificing your career, using real-world insights and examples from the tech industry.

23 June 202610 min read
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Kafka Transactions: Atomic Writes Across Topics in Microservices
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Kafka Transactions: Atomic Writes Across Topics in Microservices

Discover how Kafka transactions enable atomic writes across topics, ensuring data consistency in microservices architectures. Learn about real-world use cases, best practices, and when to avoid this approach in your system design.

23 June 202612 min read
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The Strangler Fig Pattern: Migrating to Microservices Safely
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The Strangler Fig Pattern: Migrating to Microservices Safely

Discover how the Strangler Fig Pattern can facilitate a seamless transition from monolithic architectures to microservices. Learn about its real-world applications, benefits, and challenges, and gain insights into best practices for a successful migration.

22 June 202610 min read
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