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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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The Art of the Minimal Viable Prototype: Building Fast Without Cutting Quality
Productivitysoftware-developmentproductivity

The Art of the Minimal Viable Prototype: Building Fast Without Cutting Quality

Discover how to build a minimal viable prototype quickly without sacrificing quality. Learn practical steps, real-world use cases, and common pitfalls to avoid in modern software development.

31 August 20268 min read
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Optimize Kubernetes Resource Management: Mastering Requests, Limits, and HPA
DevOpskubernetesdevops

Optimize Kubernetes Resource Management: Mastering Requests, Limits, and HPA

Learn how to effectively manage Kubernetes resources using Requests, Limits, and Horizontal Pod Autoscaler (HPA) to optimize performance and cost. This guide provides practical steps, real-world use cases, and insights into common pitfalls and trade-offs.

31 August 202612 min read
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Evaluating AI Models with RAGAS, TruLens, and LangSmith: A Practical Guide for Engineers
AI Engineeringai-engineeringmodel-evaluation

Evaluating AI Models with RAGAS, TruLens, and LangSmith: A Practical Guide for Engineers

Discover how RAGAS, TruLens, and LangSmith can streamline AI model evaluation. This guide offers practical insights for engineers looking to enhance model performance and reliability in production environments.

31 August 20268 min read
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Kubernetes Operators: Automating Day-2 Operations
DevOpskubernetesdevops

Kubernetes Operators: Automating Day-2 Operations

Kubernetes Operators are transforming how we manage complex applications by automating day-2 operations. This post explores their impact, real-world use cases, and common pitfalls to avoid.

31 August 20268 min read
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Mastering Large Codebases: Strategies for Senior Engineers to Decode Unfamiliar Code
Open Sourceopen-sourcesoftware-engineering

Mastering Large Codebases: Strategies for Senior Engineers to Decode Unfamiliar Code

Navigating large, unfamiliar codebases is a daunting task for any engineer. This post explores practical strategies and insights for senior engineers to efficiently understand and work with complex code, focusing on real-world applications and common pitfalls.

31 August 202612 min read
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Python Packaging in 2026: Embracing pyproject.toml and uv for Modern Development
Python & FastAPIpythonpackaging

Python Packaging in 2026: Embracing pyproject.toml and uv for Modern Development

As Python evolves, so does its packaging ecosystem. By 2026, `pyproject.toml` and `uv` have become the new standards, phasing out `setup.py`. This shift simplifies dependency management and enhances project configuration, but requires developers to adapt to new tools and practices.

31 August 20268 min read
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Streamlining Database Migrations with Alembic: Maintaining a Single Head in a Complex Repository
Python & FastAPIpythondatabase

Streamlining Database Migrations with Alembic: Maintaining a Single Head in a Complex Repository

Managing database migrations in a fast-paced development environment can be challenging. Learn how to use Alembic to maintain a single head in your repository, ensuring smooth and conflict-free migrations.

31 August 202610 min read
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Blocking Calls in an Async FastAPI App: How to Find and Fix Them
Python & FastAPIpythonfastapi

Blocking Calls in an Async FastAPI App: How to Find and Fix Them

Discover how to identify and resolve blocking calls in your asynchronous FastAPI applications to improve performance and scalability. Learn practical steps, common pitfalls, and real-world use cases to enhance your backend systems.

31 August 20268 min read
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Mastering Mocking in Python: Avoiding Test Breakage
Python & FastAPIpythontesting

Mastering Mocking in Python: Avoiding Test Breakage

Discover how to effectively use mocking in Python without compromising your test suite's reliability. Learn practical techniques, common pitfalls, and real-world applications to enhance your testing strategy.

31 August 202610 min read
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Unlocking Python's Hidden Gems: functools, itertools, and the Standard Library You Are Not Using
Python & FastAPIpythonsoftware-development

Unlocking Python's Hidden Gems: functools, itertools, and the Standard Library You Are Not Using

Many Python developers overlook the power of the standard library, particularly modules like functools and itertools. This post explores how these tools can optimize your code, reduce complexity, and improve performance in real-world applications.

31 August 20268 min read
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Stream Data Efficiently with Python Generators and Iterators: Avoid Memory Overload
Python & FastAPIpythondata-streaming

Stream Data Efficiently with Python Generators and Iterators: Avoid Memory Overload

Discover how Python generators and iterators can help you manage large data streams efficiently without consuming excessive memory. Learn practical techniques and real-world applications to enhance your backend systems.

31 August 20268 min read
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From FastAPI Prototype to Production Service: A Hardening Checklist
Python & FastAPIpythonfastapi

From FastAPI Prototype to Production Service: A Hardening Checklist

Transitioning a FastAPI application from prototype to production involves more than just scaling. This checklist covers essential steps to harden your service, ensuring reliability, security, and performance in a production environment.

31 August 202612 min read
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