Kerno
Test backend changes against real local services and critical user flows
Verify software changes against failure scenarios and system invariants

FetchSandbox helps engineering teams test whether important system rules still hold after a software change. The workflow starts by defining a checkable invariant, such as avoiding duplicate effects when a job retries, then choosing an isolated environment and the dependencies that can be controlled. Tests introduce conditions such as timeouts, restarts, and concurrent operations.
When a scenario reveals a failure, the team can fix the implementation and run the same checks again. The resulting evidence records the version tested, observed behavior, and remaining gaps. FetchSandbox also describes integration-testing workflows connected to coding agents through MCP. The service is intended to complement ordinary CI with verification tailored to the system and change under review.
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