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Hacker News·3 min read·medium

Show HN: Sentinel – open-source QA agent that reads your code before it clicks

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Show HN: Sentinel – open-source QA agent that reads your code before it clicks
✦AI Summary

Sentinel is a new open-source QA agent that analyzes a codebase to derive and execute business-logic tests without manual configuration. Unlike traditional agents that simply click UI elements, Sentinel models the product's purpose to perform deep-end testing.

Why it matters

It represents a shift in AI-driven software testing from surface-level automation to context-aware, autonomous quality assurance.

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Sentinel reads the codebase, works out the real business flows, and tests them end to end across the frontend and the backend. It's open source under MIT.

Put a typical AI agent on your app and it opens a page, clicks a few buttons, notices a misaligned element or a console error, and calls the run done. That's useful the way a smoke test is useful. The agent has no model of what your product actually does.

A QA engineer worth hiring doesn't click around. They learn the product first, then reason about it: this is a hotel system, so I need to test a single booking, a group booking, a cancellation that frees the room back up, check-in, check-out, and the night audit, and I need to confirm each one actually persisted on the server instead of trusting that the UI looked happy.

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