# Making testing work better for AI driven development

DevFeed: [Making testing work better for AI driven development](<https://devfeed.tech/articles/making-testing-work-better-for-ai-driven-development-20426.md>)

Original publisher: [Read original article](<https://semaphore.io/blog/making-testing-work-better-for-ai-driven-development>)

Author: Pete Miloravac

Published: 2026-09-10T09:28:14Z

Content type: release

Language: en

Sources: [Semaphore Engineering](<https://devfeed.tech/sources/semaphore-engineering.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Development](<https://devfeed.tech/topics/development.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Test coverage](<https://devfeed.tech/topics/coverage.md>), [RSpec](<https://devfeed.tech/topics/rspec.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [flaky](<https://devfeed.tech/tags/flaky.md>), [framework](<https://devfeed.tech/tags/framework.md>), [product-news](<https://devfeed.tech/tags/product-news.md>), [test-coverage](<https://devfeed.tech/tags/test-coverage.md>), [testing](<https://devfeed.tech/tags/testing.md>), [xunit](<https://devfeed.tech/tags/xunit.md>)

## AI overview

Semaphore describes product work to make testing more useful for developers and AI agents. The update covers richer test reports from testing frameworks, signal-based flaky-test detection, and code-graph-based selection of tests affected by code changes.

## Source excerpt

AI agents can generate and modify code quickly. But when a test fails, speed is no longer enough. The agent needs enough context to understand what happened, why it happened, and whether the code or the test itself needs to change. In our latest product update, Marko Gaćeša is joined by Semaphore engineers Nick and [...] The post Making testing work better for AI driven development appeared first on Semaphore.