Testing, Deployment, and Maintenance Resources

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

· 1,801 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

· 1,484 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

· 3,390 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

· 1,613 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

· 1,933 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

· 2,452 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

· 2,765 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

· 2,142 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

· 2,282 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

· 2,460 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

· 1,788 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

· 2,507 Views · 1 Like

RPA Validation in Life Sciences: 5 Pitfalls and How to Avoid Them

RPA in life sciences isn’t just about reducing costs or manual effort. It is about building bots that are up to regulations and scale globally.

January 7, 2026

by Venkatesh Kanneganti

· 1,240 Views · 1 Like

Developer Tools That Actually Matter in 2026

The developer tools making real differences today are the ones solving the actual problems we face as developers every day.

January 6, 2026

by Vidyasagar (Sarath Chandra) Machupalli FBCS

CORE

· 7,653 Views · 2 Likes

6 Software Development and DevOps Trends Shaping 2026

In 2026, software teams scale delivery safely and efficiently using AI agents, semantic layers, platform engineering, supply-chain security, observability, and FinOps.

January 6, 2026

by Boris Zaikin

CORE

· 27,295 Views · 6 Likes

Effectively Managing AI Agents for Testing

Agentic AI can transform testing—but only if it’s controlled. Start small, add guardrails, integrate tools, and scale autonomy once reliability and cost are proven.

January 6, 2026

by John Vester

CORE

· 4,355 Views · 1 Like

Beyond the Spec Sheet: Performance Tuning a Massive DWH Migration on AWS

Migrating legacy data warehouses to the cloud is rarely a simple "lift and shift." Here’s a deep dive into solving EBS throughput issues on EC2.

January 5, 2026

by Dippu Kumar Singh

· 2,800 Views · 2 Likes

AutoML vs. LLMs: A Developer’s Guide to Efficient ML Pipeline Generation

While large language models (LLMs) dominate the AI conversation, AutoML remains the king for structured data. Here’s how to choose the right tool for your infrastructure.

January 2, 2026

by Dippu Kumar Singh

· 1,744 Views · 1 Like

How Generative AI Can Transform Cloud Support Operations: A Practical Framework

A practical framework for using generative AI to improve speed, quality, and customer experience in cloud support operations.

January 1, 2026

by Mayuri Dekate

· 851 Views

How Unified Data Pipelines Transform Modern AI Infrastructure

AI now uses diverse data types, and old pipelines struggle. Unified data flows centralize data, simplifying management and improving model training and performance.

December 31, 2025

by Samuel Ogbonna

· 1,517 Views · 1 Like

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