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The Latest Testing, Deployment, and Maintenance Topics

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Stop Preparing for Audits — Build the Pipeline That Audits Itself
The four-layer stack that ships compliance on every commit cuts audit prep by 80% and turns your next audit into a query.
September 23, 2026
by Rodrigo Martinez Pinto
· 1,649 Views · 3 Likes
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How to Build an AI Agent to Generate Selenium WebDriver Tests in Java: A Practical Guide for Test Automation Engineers
A step-by-step guide using OpenAI and Ollama to build an AI agent that generates Selenium Java tests from plain-English scenarios.
September 23, 2026
by Faisal Khatri DZone Core CORE
· 2,230 Views · 2 Likes
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Kubernetes Operations Playbook: The Essentials for Keeping Scale, Complexity, and Drift Under Control
Kubernetes operations can drift as teams scale. Use this checklist to standardize clusters, releases, observability, access, reliability, and cost.
September 23, 2026
by Abhishek Gupta DZone Core CORE
· 3,008 Views · 2 Likes
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Your Terraform Monolith Isn't Too Big. It's Tightly Coupled.
Terraform monoliths hurt when one state couples too many resources and owners. Split around ownership boundaries, not size.
September 22, 2026
by Naveen Kalapala
· 2,441 Views · 1 Like
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Beyond Token Intelligence: Why AI Code Review Needs Cognitive Architectures
AI is generating code faster than humans can review it. The fix is cognitive architectures that understand not just "what changed" but "why" and whether it's safe.
September 22, 2026
by Sayan Chatterjee
· 2,676 Views · 3 Likes
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The Math Behind AI Testing: Why 1,000 Test Cases May Tell You Less Than 100
More AI test cases don't automatically increase confidence. Smart, risk-based statistical sampling provides more reliable AI validation than expanding a test suite.
September 22, 2026
by Rajeshkumar Rajaseakaran Nair
· 2,669 Views · 2 Likes
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Using Graph RAG and Specialized Agents to Repair Playwright Tests
Graph RAG and specialized agents diagnose, repair, and validate failing Playwright tests using repository-wide context with modern CI/CD pipelines.
September 22, 2026
by Srinivas Rao Jonnakuti
· 2,074 Views · 2 Likes
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When Production Stops Moving: Running Claude Code Across a Distributed Enterprise Integration Team
Learn how Claude Code helps enterprise teams build, troubleshoot, and manage service integrations with MCP, CI/CD, automated reviews, and stronger governance.
September 21, 2026
by Balaji Venkatasubramaniyar DZone Core CORE
· 3,335 Views · 2 Likes
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When Your Benchmark Leaks the Answer
Bad synthetic data and flawed rules broke model evaluations, but high overall scores hid it. Test by category using realistic, production-style data.
September 18, 2026
by Praveen Kumar Myakala
· 2,444 Views · 1 Like
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How to Test Web Accessibility Using Playwright and Axe-Core
Learn how to set up automated accessibility testing using Playwright and Axe-Core. We'll build a reusable fixture, run targeted WCAG scans.
September 18, 2026
by Sidharth Shukla
· 2,351 Views · 1 Like
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Understand the Sidecar Pattern by Deploying n8n to AWS Fargate
Learn how to deploy n8n Task Runners as AWS Fargate sidecars for isolated code execution, independent resources, and scalable workflow automation.
September 17, 2026
by Iyanuoluwa Ajao
· 3,308 Views · 2 Likes
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The Trinity of Modern Data Architecture: Process Intelligence, Event-Driven Integration, and Trusted Agentic AI
Process intelligence, event-driven integration, and trusted agentic AI must be designed as one converged architecture for real business value.
September 16, 2026
by Kai Wähner DZone Core CORE
· 3,135 Views · 1 Like
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Why Real-Time Data Pipelines Are Becoming the Foundation of Industrial AI
Real-time data pipelines enable trustworthy industrial AI through continuous context. They ensure the right data reaches the model at the right time.
September 16, 2026
by Ajay Kumar Govindaram
· 3,305 Views · 2 Likes
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Architecting Production AI Across Clouds: Patterns That Decide System Survival
In production, enterprise AI rarely fails at the model. It fails in the architecture around it. Here are the cross-cutting patterns that work.
September 16, 2026
by VenkataSrinivas Kantamneni
· 3,413 Views · 2 Likes
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Policy-as-Code for AI Systems: Enforcing Governance at the Infrastructure Layer
The compliance policy existed. The model didn't care. Turning AI governance from a signed document into infrastructure gates nothing can bypass
September 16, 2026
by Anusha Mukka
· 3,009 Views · 3 Likes
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How I Built a Storage System for My Agent’s Memory
Learn why an agent's memory is more than a chat history and how to build a small, testable storage that agents can use across tasks.
September 14, 2026
by Markus Eisele
· 2,536 Views · 4 Likes
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How to Perform Response Verification in REST-Assured Java for API Testing: Part 2
Master REST-Assured response verification in Java with Hamcrest Matchers, JSON assertions, API validations, and real-world examples.
September 11, 2026
by Faisal Khatri DZone Core CORE
· 3,174 Views · 4 Likes
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Why Continuous Application Security Testing Is No Longer Optional
Point-in-time vulnerability testing is just a snapshot. In today’s threat environment, continuous application security testing shows real security posture.
September 11, 2026
by Jigar Shah
· 2,740 Views · 2 Likes
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Replacing JSON With Protobuf in Your Microservice Mesh: A Zero-Downtime Migration Blueprint
JSON hurts at scale. Protobuf cuts payload size by ~72%, reduces CPU overhead, and enforces typed contracts. However, it needs careful schema management.
September 11, 2026
by Bansidhar kadiya
· 4,178 Views · 3 Likes
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Improving Repeated Analytics Workloads With Databricks Disk Cache
Databricks disk cache speeds up repeated reads from curated Parquet or Delta tables, but it works best with good table design and partitioning.
September 11, 2026
by Harsh Patel
· 2,579 Views · 1 Like
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