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Forum | Internal Medicine Board Review Questions | Knowmedge 2025-10-14T12:37:30+00:00 http://knowmedge.com/forum/feed.php?f=22&t=17891 2025-10-14T12:37:30+00:00 2025-10-14T12:37:30+00:00 http://knowmedge.com/forum/viewtopic.php?t=17891&p=42101#p42101 <![CDATA[Balancing Manual and Automated Testing for Optimal Coverage]]>
Manual testing excels in scenarios that require human intuition and creativity. For example, evaluating the usability of a new feature, checking interface consistency, or identifying subtle errors in workflows often requires a tester’s insight. However, manual tests are time-consuming, repetitive, and prone to human error when done at scale.

This is where automation complements manual efforts. Automated testing frameworks can handle repetitive regression tests, large-scale API validations, and performance checks with speed and precision. They ensure that core functionalities remain stable as the codebase evolves. By combining automated tests with , teams can achieve faster feedback cycles without sacrificing the human judgment required to evaluate real-world scenarios.

Tools like Keploy take this hybrid approach a step further. Keploy automatically generates test cases and mocks from actual API traffic, allowing teams to cover real-world behaviors that might be difficult to script manually. This reduces the manual burden while ensuring that exploratory insights from manual testing are validated against automated checks.

Ultimately, optimal test coverage comes from a thoughtful combination: let automated tests handle predictable, repetitive tasks, and focus manual testing on complex, nuanced scenarios. This ensures both speed and quality, reduces the risk of bugs slipping through, and empowers teams to release software confidently.

Statistics: Posted by Carl Max — Tue Oct 14, 2025 12:37 pm


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