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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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How to Write a Pull Request That Open Source Maintainers Will Merge
Open Sourceopen-sourcepull-requests

How to Write a Pull Request That Open Source Maintainers Will Merge

Crafting a pull request that gets merged in open-source projects requires more than just code. Learn how to align with maintainers' expectations, avoid common pitfalls, and contribute effectively to the open-source community in 2025 and beyond.

4 July 202612 min read
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Why Writing the Problem Down Helps You Solve It
Problem Solvingproblem-solvingsoftware-engineering

Why Writing the Problem Down Helps You Solve It

Writing down problems is a powerful yet often overlooked technique in software engineering. This practice not only clarifies complex issues but also enhances problem-solving efficiency, especially in the context of modern system design and DevOps practices.

4 July 202610 min read
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The Map Is Not the Territory: Avoiding Model Mistakes in Engineering
Problem Solvingsoftware-engineeringsystem-design

The Map Is Not the Territory: Avoiding Model Mistakes in Engineering

In software engineering, the map is not the territory. Learn how to avoid model mistakes in engineering by understanding the limitations of abstractions and models, and how to apply them effectively in system design.

4 July 202612 min read
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Mastering Productivity: The Eisenhower Matrix for Engineering Work
Productivityproductivitysoftware-engineering

Mastering Productivity: The Eisenhower Matrix for Engineering Work

Discover how the Eisenhower Matrix can revolutionize your engineering workflow. Learn to prioritize tasks effectively, avoid common pitfalls, and enhance your productivity in the fast-paced world of software development.

4 July 202612 min read
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Agentic AI in Engineering: Autonomous Agents Writing and Deploying Code
Future of Engineeringagentic-aisoftware-engineering

Agentic AI in Engineering: Autonomous Agents Writing and Deploying Code

Explore the transformative potential of agentic AI in software engineering, where autonomous agents write and deploy code. Discover real-world use cases, architecture patterns, and the impact on system design.

4 July 202612 min read
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Pattern Recognition in Programming: How to See the DSA Problem Behind the Story
Problem Solvingprogrammingproblem-solving

Pattern Recognition in Programming: How to See the DSA Problem Behind the Story

Discover how pattern recognition in programming can transform your approach to problem-solving. Learn to identify the underlying data structures and algorithms (DSA) in complex scenarios, enhancing your system design and coding interview skills.

3 July 202610 min read
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Embedding Models: Choosing and Using Them in Production
AI Engineeringai-engineeringmicroservices

Embedding Models: Choosing and Using Them in Production

Discover how embedding models are transforming software systems in 2025–2026. Learn to choose the right model, integrate it into production, and avoid common pitfalls.

3 July 202612 min read
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Why Software Engineering Is Getting Harder, Not Easier
Future of Engineeringsoftware-engineeringmicroservices

Why Software Engineering Is Getting Harder, Not Easier

As technology evolves, software engineering faces increasing complexity. This post explores why modern development is more challenging, examining trends, real-world examples, and best practices to navigate this intricate landscape.

3 July 202612 min read
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LLM Observability: Tracing, Logging, and Monitoring AI Systems
AI Engineeringai-engineeringobservability

LLM Observability: Tracing, Logging, and Monitoring AI Systems

As AI systems become increasingly complex, ensuring their reliability and performance is crucial. This blog post delves into the observability of large language models (LLMs), focusing on tracing, logging, and monitoring to maintain robust AI systems.

3 July 202612 min read
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Mastering Productivity: How to Batch Similar Tasks to Reduce Context Switching
Productivityproductivitysoftware-engineering

Mastering Productivity: How to Batch Similar Tasks to Reduce Context Switching

Discover how batching similar tasks can significantly enhance productivity by minimizing context switching. Learn practical strategies, real-world examples, and best practices to implement this approach effectively in modern software development environments.

3 July 202610 min read
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Side Projects for Engineers: What Actually Helps Your Career
Careersoftware-engineeringcareer-development

Side Projects for Engineers: What Actually Helps Your Career

Discover how strategic side projects can propel your engineering career forward. Learn which projects offer real value, how they impact system design interviews, and common pitfalls to avoid.

2 July 202610 min read
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Serverless Frameworks: AWS SAM vs Serverless Framework
Cloudcloudserverless

Serverless Frameworks: AWS SAM vs Serverless Framework

In the evolving landscape of cloud computing, serverless architectures have become a cornerstone for modern applications. This post delves into AWS SAM and Serverless Framework, comparing their features, use cases, and best practices for 2025 and beyond.

2 July 202612 min read
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