Tools Resources

Fundamentals of Logic Hallucinations in AI-Generated Code

Learn how AI tools can generate logical errors in code, tests, and architecture, and discover ways to detect and prevent these hallucinations.

October 23, 2025

by Stelios Manioudakis

CORE

· 8,926 Views · 2 Likes

How to Build an MCP Server and Client With Spring AI MCP

Benefit from a cohesive system where individual components, such as LLM, MCP server, and MCP client, integrate seamlessly to deliver meaningful results.

February 26, 2025

by Horatiu Dan

CORE

· 3,713 Views · 6 Likes

A 5-Minute Fix to Our CI/CD Pipeline That Saved Us 5 Hours a Day

A reminder that even the most obvious optimizations can hide in plain sight when you’re heads down building the next big thing.

October 21, 2025

by Thomas Johnson

CORE

· 2,080 Views · 2 Likes

Automating Storage Tiering and Lifecycle Policies in AWS S3 Using Python (Boto3)

You can save money on AWS S3 by using Python scripts to automatically move files between storage classes based on how often you access them.

October 21, 2025

by Arjun Mullick

· 2,472 Views

A Practical Guide to Deploying Microservices on Kubernetes

This guide covers deploying microservices on Kubernetes, highlighting containerization, scaling, monitoring, and security.

October 21, 2025

by Puneet Pahuja

· 2,629 Views · 1 Like

Coarse Parallel Processing of Work Queues in Kubernetes: Advancing Optimization for Batch Processing

In the current modern distributed architecture, this article will explain how to execute a Kubernetes Job with optimized and multiple parallel worker processes.

October 20, 2025

by Tanu Jain

· 2,912 Views · 1 Like

Should You Use Azure Data Factory?

Yes for most ETL scenarios, ADF handles data movement, basic transformations, and scheduling well, just don't expect it to replace custom code for complex business logic.

October 20, 2025

by Sohag Maitra

· 6,265 Views

Event-Driven Chaos Engineering: From Failure to Resilience in Kubernetes

Event-driven chaos in Kubernetes ties alerts to automated failure tests, transforming unexpected disruptions into resilience by design.

October 17, 2025

by Josephine Eskaline Joyce

CORE

· 4,621 Views · 4 Likes

Beyond Keywords: Modernizing Enterprise Search with Vector Databases

A modern search approach unlocks deeper insights, more relevant results, and boosts productivity across organizations; here's how AWS OpenSearch fits into this landscape.

October 17, 2025

by Lakshmi Narayana Rasalay

· 4,103 Views · 1 Like

Anypoint Mulesoft Masking Sensitive Data With DataWeave Custom Function in Logging

Secure MuleSoft logs by masking sensitive data with DataWeave, regex, and custom functions to ensure compliance and data protection.

October 17, 2025

by Ashok S [ASoyanke]

· 2,645 Views · 1 Like

A Technical Practitioner's Guide to Integrating AI Tools into Real Development Workflows

Junior developers are shipping features faster with Cursor and GitHub Copilot, while senior engineers question if AI-assisted code is maintainable at scale.

October 16, 2025

by Jim Liddle

· 2,817 Views · 1 Like

Building a Fault-Tolerant Microservices Architecture With Kubernetes, gRPC, and Circuit Breakers

Learn how to build resilient microservices with Kubernetes, gRPC, and the Circuit Breaker pattern to prevent cascading failures and improve reliability.

October 15, 2025

by Anil Jonnalagadda

· 12,535 Views · 4 Likes

Beyond Secrets Manager: Designing Zero-Retention Secrets in AWS With Ephemeral Access Patterns

Ephemeral access patterns in AWS eliminate credential sprawl. This architecture uses IAM, STS, and brokers to enable zero-retention secrets at scale.

October 15, 2025

by Amrit Pal Singh

· 11,647 Views

CNCF Triggers a Platform Parity Breakthrough for Arm64 and x86

Actuated plus Ampere-powered runners let CNCF maintainers test and ship Arm64 natively, closing the gap with x86 across CI/CD.

October 14, 2025

by Scott Fulton III

· 2,238 Views · 2 Likes

AI-Driven Developer Tools: Transforming the Future of Software Development

AI-driven developer tools boost speed, quality, and security in software development by automating coding, testing, and debugging.

October 13, 2025

by Ilya Dudkin

CORE

· 1,669 Views · 1 Like

Write Once, Enforce Everywhere: Reusing Rego Policies Across Build and Runtime

Stop writing the same policy twice. With the use of Rego, you can enforce the same exact rules, both in CI/CD and in production.

October 13, 2025

by Akshay Pratinav

· 1,991 Views · 2 Likes

AI-Assisted Kubernetes Diagnostics: A Practical Implementation

Proof-of-concept tool using GPT-4 to detect failing Kubernetes pods, analyze logs and events, and suggest fixes with human approval for common issues.

October 10, 2025

by Shamsher Khan

CORE

· 4,201 Views · 5 Likes