DevOps and CI/CD Resources

Practical QA Workflow Showing How Teams Integrate LLM Testing into Real CI/CD Pipelines

Learn how QA teams integrate semantic evaluation, mocked unit tests, toxicity checks, and regression tracking into CI/CD pipelines.

August 5, 2026

by Minkle Kalra

· 1,886 Views · 2 Likes

Why LLM Pipelines Fail in Production and How Temporal and Kafka Fix Them

LLM pipelines fail from retries, failures, and long-running workflows; Kafka provides reliable event streaming, while Temporal ensures durable, fault-tolerant execution.

August 5, 2026

by Akhil Madineni

CORE

· 2,929 Views · 3 Likes

Understanding Agentic SDLC: The Future of Software Engineering

This article walks you through the fundamentals of agentic SDLC, its core components, and how it works in modern software engineering.

August 4, 2026

by Pavan Belagatti

CORE

· 3,241 Views · 3 Likes

Engineering Production Agentic Systems: Part 3: The Topology

Learn how to design production-ready agentic AI systems with human-in-the-loop workflows, approval gates, loop controls, and safe termination strategies.

August 4, 2026

by Ram Ravishankar

· 2,452 Views · 1 Like

Containerizing and Testing a Python Backtesting System With Docker and GitHub Actions

Learn how to containerize a Python backtesting system with Docker, automate testing with GitHub Actions, and improve reproducibility through versioned builds.

July 31, 2026

by Gillian Lu

· 2,397 Views · 3 Likes

Deploying a Spring Boot Microservice on AWS Fargate: Lessons From the Outage That Forced Me to Get It Right

Deploy a production-ready Spring Boot microservice on AWS Fargate with Docker, ECS, ALB health checks, private subnets, secrets, CI/CD, and autoscaling.

July 31, 2026

by Vishal Rameshchandra Shah

· 2,789 Views · 5 Likes

Retrieval Augmented Generation With Spring AI 2.0, Claude, and PGvector

Build a RAG service with Spring AI 2.0, Claude, and PGvector that answers questions from your own documents with a single API key.

July 31, 2026

by Murat Balkan

CORE

· 2,963 Views · 2 Likes

Build Your Own Local AI QA Engineer With Docker, Ollama, LibreChat, and Playwright MCP

Learn how to build a completely local AI-powered QA Automation Engineer using Docker, Ollama, Qwen3:8b, LibreChat, and Playwright MCP.

July 30, 2026

by Faisal Khatri

CORE

· 9,037 Views · 2 Likes

What Nobody Tells You About Running AI Models in Docker

At 2 am, a bloated 14GB Docker image with baked-in weights crashed our inference service; externalizing weights and rethinking GPU isolation fixed it.

July 29, 2026

by Pruthvi Raj Seknametla

· 34,895 Views · 3 Likes

From Idle Infrastructure to Elastic Capacity: Rethinking Kubernetes Scaling

As Kubernetes deployments expand across hybrid and multicloud environments, permanently provisioned infrastructure becomes an expensive default. Here's how scale-from-zero aligns capacity with actual demand instead of worst-case scenarios.

July 28, 2026

by DZone Staff

· 12,086 Views · 2 Likes

Building Reliable Data Pipelines for Enterprise Analytics Using PySpark

Build reliable PySpark pipelines with techniques for data validation, schema evolution, transformation design, partition management, and operational monitoring at scale.

July 28, 2026

by Harsh Patel

· 1,962 Views · 1 Like

From DevOps to AIOps: How Agentic AI Tamed Our Multi-Substrate Chaos

Legacy VMware on-prem, reactive AWS, and a ticket queue that never emptied — we deployed agentic AI across both substrates and changed how the team operates entirely.

July 27, 2026

by Mayank Jain

· 1,899 Views · 2 Likes

Engineering Production Agentic Systems: Part 1: The Pipeline

Learn how to engineer production-ready AI agent context with a five-stage pipeline for retrieval, enrichment, verification, compression, and prompt injection.

July 24, 2026

by Ram Ravishankar

· 3,031 Views · 1 Like

Avoid 10 Pitfalls of Overautomation in Software Development

Pitfalls of overautomation include automating a flawed process, relying only on automated security triggers, automating with unclean data, and more.

July 23, 2026

by Zac Amos

· 3,101 Views · 2 Likes

How to Build a Solid Test Pipeline in the Era of Agentic AI Development

Learn to build a strong testing pipeline to ensure code quality, as in enterprises today most code is generated by AI agents at a huge volume and scale.

July 22, 2026

by Sai Rakshit Yerram

· 5,603 Views · 3 Likes

Security Is a Platform Property, Not a Pipeline Step

Security works best when it is built into the platform: Terraform guardrails, CI/CD checks, and golden path templates make secure delivery the default.

July 20, 2026

by Naveen Kalapala

· 2,623 Views · 1 Like

Your Automation Pipeline Is Not a Source of Truth

Pipelines that apply infrastructure changes without a declared source of intent create invisible drift. The pipeline should be the executor, not the authority.

July 17, 2026

by Jeleel Muibi

· 4,750 Views · 2 Likes

Scaling Teams, Scaling Systems: Unlocking Developer Productivity With Platform Engineering

Platform engineering scales teams and systems, streamlines workflows, and reduces friction—driving faster delivery, collaboration, and sustainable growth.

July 14, 2026

by Ammar Husain

CORE

· 3,367 Views · 2 Likes

Building Reliable Async Processing Pipelines Using Temporal

Temporal replaces complex retry, recovery, and queue-handling logic with durable workflows that automatically recover from failures and resume execution reliably.

July 13, 2026

by Akhil Madineni

CORE

· 2,381 Views · 3 Likes

Candidate Generation Decides Your Pipeline's Cost, Not the LLM

LLM-powered document intelligence pipelines rarely blow their budgets on summarization. The failure is one layer up: a missing triage and candidate generation layer.

July 9, 2026

by Deepak Gupta

· 2,402 Views · 2 Likes

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