Maintenance Resources

AI Readiness: Why Cloud Infrastructure Will Decide Who Wins the Next Wave

Most cloud teams aren’t AI ready: Only 51% of infra is automated, and there are major governance gaps and rising costs. Infra maturity (not GPUs) will decide who thrives.

September 23, 2025

by Aharon Twizer

· 2,856 Views · 1 Like

AI Infrastructure for Agents and LLMs: Options, Tools, and Optimization

This article explores the diverse infrastructure options and tools that are available for deploying and optimizing AI agents and large language models (LLMs).

September 22, 2025

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 5,002 Views · 7 Likes

LLMs for Debugging Code

Learn how LLMs can analyze code, assist in debugging workflows, and where their current limitations open space for future innovation.

September 18, 2025

by Surya Teja Appini

· 4,622 Views · 3 Likes

Disabling UseNUMA Flag When CPU and Memory Node Misalign in JDK

In this blog, I share why we should disable UseNUMA flag in JDK in case both CPU and memory node misalign. Please go through the blog for details.

September 18, 2025

by Swati Sharma

· 2,558 Views

Engineering for Uptime: Observability, Testing, and the Road to Rock-Solid Back-End Services

Uptime isn’t luck — it’s engineered. Build it with observability, smart alerts, solid tests, and blameless operations. Reliable systems don’t need heroes.

September 4, 2025

by Aakanksha Aakanksha

· 2,252 Views · 3 Likes

How Healthy Is Your Data in the Age of AI? An In-Depth Checklist to Assess Data Accuracy, Governance, and AI Readiness

This guide provides a complete checklist to assess, monitor, and improve data quality for AI success, ensuring accuracy, compliance, and long-term reliability.

August 28, 2025

by Sukanya Konatam

· 2,708 Views · 2 Likes

Pulumi: Modern Infrastructure as Code With Real Programming Languages

Pulumi is an Infrastructure as Code platform that lets developers and teams create, deploy, and manage cloud resources using familiar programming languages.

August 26, 2025

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 3,762 Views · 5 Likes

Debugging Distributed ML Systems

My ML model misclassified groceries as entertainment. Distributed tracing with OpenTelemetry and Jaeger helped me quickly find a caching bug causing it.

August 25, 2025

by Ramya Boorugula

· 1,742 Views

The Ephemeral Cloud: A New Blueprint for Infrastructure Efficiency With Crossplane and kube-green

Use Crossplane and kube-green to replace wasteful, always-on cloud environments with on-demand, ephemeral ones, dramatically cutting costs and environmental impact.

August 25, 2025

by Graziano Casto

CORE

· 1,859 Views · 1 Like

Python Async/Sync: Advanced Blocking Detection and Best Practices (Part 2)

Master detecting hidden blocking sync code in Python async applications using timing wrappers, debug mode, profilers, and custom decorators for optimal performance.

August 22, 2025

by Prithviraj Kumar Dasari

· 4,869 Views · 5 Likes

Filtering Java Stack Traces With MgntUtils Library

Long stack traces make debugging painful. MgntUtils offers a simple Java utility to filter irrelevant lines, letting you focus on what matters in your logs.

August 20, 2025

by Michael Gantman

· 3,569 Views · 4 Likes

Migrating Legacy VB6 Applications to Modern Platforms

Still running legacy VB6 apps? Learn how to migrate them smoothly to modern platforms like .NET and Java using automated tools and smart strategies.

August 12, 2025

by Alona Nyzova

· 4,798 Views · 3 Likes

Do You Understand the Debt You Have to Pay?

Not all technical debt needs to be paid today. In this article, I’ll walk you through different kinds of debt and strategies to deal with them wisely.

August 12, 2025

by Sebastian Malaca

· 1,527 Views · 5 Likes

Cloud Sprawl Is a Given; Cloud Complexity Doesn’t Have to Be

Cloud sprawl is inevitable — but complexity isn’t. IaC alone isn’t enough. Real control comes from visibility, automation, and enforcing every change through code.

August 6, 2025

by Aharon Twizer

· 2,382 Views · 1 Like

Measuring DevOps Success in the Enterprise With DORA Metrics

Learn how DORA metrics help enterprises measure DevOps performance, boost software quality, and drive continuous improvement.

July 28, 2025

by May Sanders

· 1,736 Views · 2 Likes

Modern Data Projects Need Agile Thinking — Not Just Tech

Agile isn’t just for software. This article demonstrates how Agile methods enable data teams to adapt quickly, deliver tangible value, and avoid common project pitfalls.

July 25, 2025

by Pabitra Saikia

CORE

· 1,715 Views · 2 Likes

Building a Modern Data Platform That Delivers Real Business Value

Data modernization transforms how organizations manage and use data by aligning cloud-native tech, governance, and culture to drive value and agility.

July 23, 2025

by Amlan Patnaik

· 2,286 Views · 2 Likes

Debug Like a Pro in 2025: 10 New Eclipse Java Debugger Features to Enhance Your Productivity (With Spring Boot Examples)

Eclipse Java Debugger in 2025 is faster and smarter. This post explores 10 new features using a Spring Boot app that handles books, reviews, and recommendations.

July 16, 2025

by Sougandh S

· 5,661 Views · 8 Likes

How to Reduce Technical Debt With Artificial Intelligence (AI)

Technical debt hampers growth and innovation. Smart AI integration in SaaS helps reduce it by improving code quality, scalability, and proactive maintenance.

July 11, 2025

by Karan Rawal

· 3,358 Views

Contract-Driven ML: The Missing Link to Trustworthy Machine Learning

Model accuracy means nothing if data breaks in production. Learn how data contracts ensure reliability, prevent silent failures, and protect ML performance.

July 10, 2025

by Sana Zia Hassan

· 2,246 Views · 1 Like

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