Testing, Deployment, and Maintenance Resources

Building an AI Agent That Converts Production Failures Into Regression Tests

AI agents can transform production telemetry into deterministic regression tests that reproduce failures and verify fixes automatically.

September 24, 2026

by Uthej Mopathi

CORE

· 1,553 Views · 2 Likes

When Your Chatbot Can Talk Its Way Into the Scoring Engine

If you are building a system that both evaluates people and talks to them, assume the two functions will entangle unless you deliberately separate them.

September 24, 2026

by Somnath Banerjee

· 1,314 Views

Cloud Complexity Is an Operating Model Problem: Why Infrastructure Maturity Alone Can’t Solve Scale, Reliability, and Team Friction

Cloud-native platforms need more than mature infrastructure. Learn how shared standards, platform engineering, and self-service can reduce delivery friction at scale.

September 24, 2026

by Igboanugo David Ugochukwu

CORE

· 1,371 Views · 1 Like

When Configuration Management Becomes an Operational Liability

Ansible becomes a liability when playbooks own state, control loops, artifacts, credentials, or policy. The exit test shows where responsibility belongs.

September 24, 2026

by Jeleel Muibi

· 2,025 Views · 1 Like

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

· 1,365 Views · 2 Likes

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

CORE

· 1,827 Views · 1 Like

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

CORE

· 2,132 Views

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

· 2,041 Views

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

· 2,080 Views · 2 Likes

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

· 1,595 Views · 1 Like

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

· 1,737 Views · 1 Like

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

CORE

· 2,547 Views · 1 Like