Testing, Deployment, and Maintenance Resources

Copilot, Code, and CI/CD: Securing AI-Generated Code in DevOps Pipelines

AI coding tools boost speed but weakens security and developer judgment. Here’s how hidden vulnerabilities escape review and what must change before a breach hits.

January 19, 2026

by Igboanugo David Ugochukwu

CORE

· 1,598 Views

Integrating CUDA-Q with Amazon Bedrock AgentCore: A Technical Deep Dive

This integration lets AI agents use GPU-accelerated quantum simulations as tools in their workflows. Learn more in this deep dive.

January 16, 2026

by Rakesh Kumar Pal

· 1,555 Views · 1 Like

DevSecOps for MLOps: Securing the Full Machine Learning Lifecycle

Why ML systems are uniquely vulnerable to security attacks — and how MLSecOps closes the gaps in data, models, and pipelines.

January 15, 2026

by Igboanugo David Ugochukwu

CORE

· 2,051 Views · 2 Likes

Integrating AI-Enhanced Microservices in SAFe 5.0 Framework

Explore how AI serves as a lean portfolio ally to enhance value stream performance, reduce noise, and automate tasks.

January 14, 2026

by Abhijit Roy

· 1,745 Views · 2 Likes

Unit Testing SQL Queries Across Multiple Database Platforms

A practical guide with SQL Testing Library and type-safe contracts using Pydantic models that validate types, constraints.

January 14, 2026

by Gurmeet Saran

· 8,627 Views · 3 Likes

Architecting Observability in Kubernetes with OpenTelemetry and Fluent Bit

Microservices solve scalability problems but introduce troubleshooting nightmares. Here is a practical architectural pattern to unify logs, metrics, and traces.

January 13, 2026

by Dippu Kumar Singh

· 5,540 Views · 1 Like

The Timeless Architecture: Enterprise Integration Patterns That Exceed Technology Trends

There are five core integration patterns that have proven to be long-lasting over the years and continue to shape up modern architectures.

January 13, 2026

by Anant Wairagade

· 2,782 Views · 1 Like

Supercharge AI Workflows on Azure: Remote MCP Tool Triggers + Your First TypeScript MCP Server

Remote MCP in Azure Functions exposes serverless tools for AI assistants, enabling scalable, cloud-native workflows with Azure services and bindings.

January 13, 2026

by Swapnil Nagar

· 2,110 Views · 1 Like

Pragmatic Paths to On-Device AI on Android with ML Kit

Use ML Kit to add on-device AI (Text/Barcode/OCR, Object & Pose, Translation) with simple Kotlin APIs-fast, offline, private.

January 12, 2026

by Mohan Sankaran

· 1,882 Views · 6 Likes

Mastering Fluent Bit: Developer Guide to Telemetry Pipeline Routing (Part 12)

This intro to mastering Fluent Bit covers telemetry pipeline routing mechanisms, tag-based, conditional, and label-based, with hands-on examples for developers.

January 9, 2026

by Eric D. Schabell

CORE

· 1,573 Views · 2 Likes

How to Build and Deploy an AI Agent on Kubernetes With AWS Bedrock, FastAPI and Helm

Learn how to build, containerize, and deploy a lightweight, cloud-native AI agent on Amazon EKS using FastAPI, AWS Bedrock, Docker, and Helm.

January 9, 2026

by Chandrasekhar Rao Katru

· 3,547 Views · 6 Likes

From Code to Runtime: How AI Is Bridging the SAST–DAST Gap

A practical exploration of how AI connects static code vulnerabilities with their potential runtime exploitability in modern cloud-native applications

January 9, 2026

by Atish Kumar Dash

· 1,701 Views · 1 Like

How AI Is Rewriting DevOps: Practical Patterns for Faster, Safer Releases

AI is reshaping DevOps by accelerating development, testing, and deployment while enhancing reliability through smart automation.

January 9, 2026

by Bhanu Sekhar Guttikonda

CORE

· 2,050 Views · 2 Likes

Speak Their Language: How Communication Profiling Prevents Agile Delivery Breakdowns

This article introduces a practical framework for diagnosing and stabilizing delivery by treating communication as system infrastructure.

January 8, 2026

by Ella Mitkin

· 2,566 Views · 3 Likes

Telemetry-Driven AI Architecture: Closing the Loop from UX to Models

Most Android AI features fail after launch because they don’t learn from real users — this architecture logs predictions and user outcomes.

January 8, 2026

by Mohan Sankaran

· 2,872 Views · 5 Likes

Enterprise Kubernetes Failures: 20 Critical Misconfigurations Guardon Catches Before Outages

Kubernetes Misconfigurations Are Costing Enterprises Millions — Guardon Fixes More Than Just the “Top 20” YAML Mistakes.

January 8, 2026

by Sajal Nigam

· 2,212 Views · 2 Likes

Building a Containerized Quarkus API and a CI/CD Pipeline on AWS EKS/Fargate with CDK

This project demonstrates a production-ready approach to deploying a containerized Quarkus API on AWS EKS/Fargate, leveraging Infrastructure as Code through the AWS CDK.

January 8, 2026

by Nicolas Duminil

CORE

· 2,365 Views · 1 Like

Handling Logging After Migrating UiPath to Automation Cloud

Learn about logging challenges after migrating UiPath Orchestrator to Automation Cloud and robot-level log ingestion as a scalable observability approach.

January 7, 2026

by RAVINDRA REDDY MADIREDDY

· 2,543 Views · 2 Likes

How to Send .NET Crash Dumps to Slack From an ECS Fargate Task

Get .NET crash dumps from AWS ECS Fargate automatically: leverage Amazon EFS, Amazon S3, AWS DataSync, and AWS Lambda to make debugging easier for your dev team.

January 7, 2026

by Alexander Sharov

· 1,824 Views · 2 Likes

Automated Deployment Using a CI/CD Pipeline (Mule 4 | CloudHub 2.0)

This tutorial demonstrates automated deployment using a CI/CD pipeline with Mule 4. It shows how code pushed to a Git repository triggers deployment automatically.

January 7, 2026

by ARINDAM GOSWAMI

· 2,682 Views · 1 Like

The Latest Testing, Deployment, and Maintenance Topics