Testing, Tools, and Frameworks Resources

AWS 7R Migration Strategies: A Decision Framework for Engineering Teams

Learn how to classify workloads, choose the right migration path, and avoid the traps that turn 6-week projects into 6-month ones.

September 30, 2026

by Jerzy Kopaczewski

· 1,220 Views · 2 Likes

Predict, Repeat, Improve: Deterministic Simulation Testing Explained

Explore deterministic simulation testing — how predictable, repeatable outcomes boost QA, reliability, and confidence for engineers and architects.

September 29, 2026

by Ammar Husain

CORE

· 1,804 Views · 3 Likes

A Deep Dive into the Microsoft Foundry Document Intelligence SDK: From PDF to Structured Data

A hands-on guide to Microsoft Foundry Document Intelligence SDK for extracting text, structured fields, and document data from PDFs for RAG and AI pipelines.

September 29, 2026

by Jubin Soni, FBCS

CORE

· 6,574 Views · 3 Likes

How to Test POST API Requests With Playwright TypeScript

Learn how to test POST API requests in Playwright with TypeScript using static JSON objects and arrays, JSON.stringify(), JSON files, and the Faker library.

September 29, 2026

by Faisal Khatri

CORE

· 1,015 Views · 1 Like

Testing Business Programs Without Constructing Domain Objects

How can you test business rules and business-level orchestration without domain objects? Why is making domain objects for the business rules opaque a good restriction?

September 25, 2026

by Peter Verhas

CORE

· 992 Views · 1 Like

How to Verify Response Data in API Testing With Playwright TypeScript

Learn how to verify the response data, including structure checks, basic validations, and more, in API Testing with Playwright TypeScript

September 25, 2026

by Faisal Khatri

CORE

· 1,847 Views · 1 Like

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

· 1,941 Views · 3 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

· 2,140 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

· 1,843 Views · 2 Likes

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

· 1,970 Views · 2 Likes

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

· 2,368 Views · 1 Like

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

· 2,270 Views · 1 Like

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

· 3,189 Views · 2 Likes

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

· 2,437 Views · 4 Likes

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

CORE

· 3,094 Views · 4 Likes

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

· 2,677 Views · 2 Likes

How to Test GET API Requests With Playwright TypeScript

Learn how to test GET API requests using Playwright with TypeScript, including params, headers, timeouts, and status code validation.

September 10, 2026

by Faisal Khatri

CORE

· 3,406 Views · 5 Likes

Shift-Left Without Losing the Audit Trail: Test Automation for Regulated Surgical Software

Stop maintaining audit trails by hand. Here's how regulated software teams can make traceability a byproduct of automation, not a separate deliverable.

September 2, 2026

by Dimple Bajaj

· 2,235 Views · 1 Like

Deliberate Decoupling: 6 Architectural Patterns From a Regulated WAS-to-AWS Migration

Six risk-driven patterns from a Fortune 50 insurer's first WebSphere-to-AWS migration — and why decoupling decided the outcome.

August 28, 2026

by Alka Nimje

· 2,827 Views · 4 Likes

Multi-Account AWS Architecture: Isolating PHI Workloads Without Slowing Down Engineering Teams

Multi-account AWS architecture enforces PHI workload isolation at the boundary level — making access control provable rather than arguable during security reviews.

August 24, 2026

by Garik H

· 2,376 Views · 1 Like

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