--- title: qventis blog | Agentic AI in testing description: Agentic AI in testing | Field notes on autonomous quality, release confidence, AI and coding agents from the qventis team. --- [Skip to content](https://qventis.ai/blog/tag/agentic-ai-in-testing#main) [![qventis](https://qventis.ai/hubfs/raw_assets/public/qventis-one/images/qventis-logo.svg)![qventis](https://qventis.ai/hubfs/raw_assets/public/qventis-one/images/qventis-logo-reverse.svg)](https://qventis.ai/) - Product [**Qventis Engine**Any app, any stack, in plain English. 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Filter by topic or search. [All](https://qventis.ai/blog/all)[Release intelligence](https://qventis.ai/blog/tag/release-intelligence)[Enterprise packaged apps](https://qventis.ai/blog/tag/enterprise-packaged-apps)[Architecture](https://qventis.ai/blog/tag/architecture)[Agentic AI in testing](https://qventis.ai/blog/tag/agentic-ai-in-testing)[STLC pitfalls](https://qventis.ai/blog/tag/stlc-pitfalls) ## [Agentic AI in testingOct 2, 2026 Coding agents in the pipeline: tests under policy Coding agents now run tests to finish their own work. How to give them identity, scope, environment limits and an audit trail without bypassing the gate.](https://qventis.ai/blog/coding-agents-running-tests-under-policy) ## [Agentic AI in testingSep 29, 2026 Earned autonomy How much should AI be allowed to change your tests? A six-level autonomy ladder, why trust has to be earned per scope, and the rules that never relax.](https://qventis.ai/blog/earned-autonomy) ## [Agentic AI in testingSep 17, 2026 Coding agents need a test gate Coding agents can now run, edit and heal tests through MCP. Why the test suite needs a policy gate, and why an agent must never approve its own heal.](https://qventis.ai/blog/agents-need-a-test-gate) ## [Agentic AI in testingSep 4, 2026 Human approval gates for AI-generated heals AI can propose test heals quickly. Deciding which heals need which reviewer, what a proposal must show and how to keep the queue moving is the real design.](https://qventis.ai/blog/human-approval-gates-for-ai-heals) ## [Agentic AI in testingAug 18, 2026 What agentic test automation should and should not do Agents are good at drafting, exploring and triaging. They should not decide what a test means at run time or approve their own work. 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