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Clear answers to the testing questions teams actually ask

Illustration of self-healing test automation, showing AI analyzing and adapting to application changes to keep automated software tests running with less maintenance.
Academy9 Jul 2026

What are self-healing tests? A complete guide

Self-healing tests help QA teams spend less time fixing broken automation.

Instead of failing whenever an application's UI changes, self-healing test automation can detect updated elements, repair broken locators, and continue test execution automatically. This reduces maintenance, keeps regression suites more stable, and allows testers to focus on finding real defects instead of constantly updating test scripts.

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Illustration of a risk coverage scorecard, representing the evaluation and scoring of test coverage across critical business workflows to prioritize software testing efforts.
Software Testing3 Jul 2026

Risk coverage scorecard: Are you testing what actually matters?

Most QA teams measure test coverage, but test coverage alone doesn't tell you whether you're testing the parts of your application that matter most.

A risk coverage scorecard helps teams evaluate how well their testing efforts align with business risk, technical complexity, compliance requirements, and critical user journeys. Instead of asking "How many tests do we have?", it answers a more important question: "Are we testing the functionality that would hurt us most if it failed?"

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Two simplified human figures giving each other a high-five against a blue background, representing collaboration, teamwork, partnership, or buddy testing between developers and testers.
Guides29 May 2026

Buddy testing: how developers and testers find bugs together

Buddy testing is a software testing technique where two team members, usually a developer and an experienced tester, work together on the same machine to identify defects before release.

Unlike testing methods based only on structured test cases, buddy testing focuses on real-time collaboration, quick knowledge sharing, and exploring test scenarios together during the testing process.

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Illustration of a stylized brain merged with circuit lines, symbolizing AI, machine learning, or intelligent automation, on a light purple background.
Academy13 May 2026

Intelligent test automation: how AI is changing test automation

Intelligent test automation uses artificial intelligence and machine learning to improve how tests are created, executed, maintained, and optimized across the software testing process.

Unlike traditional test automation, intelligent test automation systems can adapt to application changes, reduce flaky tests, generate new tests automatically, and support continuous testing with less manual effort.

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Agentic AI concept showing a human head with neural network and circuit connections representing AI-driven testing
Academy8 May 2026

Agentic AI testing: how AI agents change test automation

Agentic AI testing is an AI-driven approach to software testing where AI agents autonomously generate test cases, execute tests, analyze test results, and optimize the testing process using feedback loops and real-world data.

Unlike traditional test automation, agentic AI systems use multi-agent systems and autonomous decision-making to continuously adapt test scenarios, improve test coverage, and support the entire testing lifecycle with minimal manual intervention.

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AI-powered autonomous testing system running automated test scripts and code analysis
Academy4 May 2026

Autonomous software testing: How AI is changing test automation

Autonomous software testing refers to the use of artificial intelligence and machine learning algorithms to automatically generate test cases, execute tests, maintain test suites, and analyze test results with minimal human intervention.

It extends traditional test automation by reducing manual effort in test creation, test maintenance, and regression testing, while improving test coverage and testing efficiency across the software development process.

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regression testing
Academy21 Apr 2026

Regression testing explained: first test to scalable automation

Regression testing ensures that existing functionality continues to work after code changes, new features, or bug fixes.

A regression test is any test that is executed again after a change in the system.

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