Maintenance Resources

Developer Journey: Debug Complex Systems With Zero Context

Facing a critical bug in unfamiliar code? Leverage documentation, automation, tests, observability, dependency fakes, policies, and AI to debug efficiently.

October 6, 2025

by Shibashis Mishra

· 2,263 Views · 3 Likes

Enabling Risk Management With AI/ML Powered by Cloud Native Data Architecture

Leverage cloud-native architectures to improve data quality, automate risk management, and enhance ML-driven financial crime detection.

October 3, 2025

by Pradyumna Shukla

· 3,006 Views · 2 Likes

Multi-Cloud Infrastructure Challenges and Solutions

Multi-cloud brings resilience but also complexity, drift, security, and cost challenges. IaC, automation, and unified monitoring turn it into an advantage.

October 3, 2025

by Durojaye Olusegun

· 3,197 Views · 3 Likes

AI Infrastructure Guide: Tools, Frameworks, and Architecture Flows

This guide covers AI infrastructure, from hardware acceleration and model serving to monitoring and security, with tools, patterns, and strategies proven in production.

October 2, 2025

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 3,946 Views · 6 Likes

Infrastructure as Code (IaC) in a Multi-Cloud Environment: Consistency and Security Issues

IaC streamlines multi-cloud and DevOps with automation, but challenges like drift, fragmentation, leaks, and weak encryption remain.

October 2, 2025

by Olha Krasnozhon

· 3,873 Views · 1 Like

Centralized vLLM on Kubernetes for Scalable LLM Infrastructure

This article demonstrates how we can run vLLM on Kubernetes for a centralized LLM serving engine that is production-ready and can be used by multiple applications.

October 1, 2025

by Rajashree Mandaogane

· 4,451 Views · 1 Like

Detecting and Reducing Fake Contact Data

Apple ecosystem signals like iMessage, FaceTime, and WhatsApp help cut fake leads and appointments, boosting efficiency and conversion rates.

October 1, 2025

by Andrii Konovalskyi

· 1,562 Views · 1 Like

Better Data Beats Better Models: The Case for Data Quality in ML

A deep dive into the importance of data quality and strategies for improvement. We also analyze some real-world examples demonstrating the importance of data quality.

September 29, 2025

by Madhura Raut

· 1,893 Views · 3 Likes

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

· 2,789 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

· 4,621 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

· 4,383 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

· 2,406 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

· 2,143 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

· 2,562 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

· 3,465 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

· 1,656 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

· 1,757 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

· 4,575 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

· 3,433 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

· 4,464 Views · 3 Likes

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