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People & context · 2 min read

Your Test History Already Knows Something

Bring existing cases and issues into the agent’s field of view.

/carbon-integrations

Arjun — virtual AI testerAIArjunData IntegrityJason — virtual AI testerAIJasonAI Code Review

The coding agent proposes a test. Your team wrote the same case two years ago after a customer incident.

The agent was not necessarily careless. It may never have seen the test management system where that knowledge lives.

/carbon-integrations connects available Jira, Xray, or TestRail evidence to CARBON's project context: test cases, results, and known issues that can improve planning and interpretation.

Read before creating another copy

An old failure can reveal a boundary the current code makes hard to notice. A manual case may capture a domain rule missing from the specification. A recent result may also be stale or belong to another environment.

The useful integration preserves that provenance rather than turning every imported status into a current pass. External evidence informs the investigation; it does not exempt the new build from testing.

Keep synchronization deliberate

/carbon-integrations connect the project's TestRail context read-only and identify relevant existing cases for checkout

Connection information belongs in the configuration path, not public reports or chat text. Read-only is the default. Writing new cases or issues back requires an explicit request, a preview of the proposed changes, the required confirmation, and backup awareness. Deletion is not a routine synchronization step.

The report should explain what was accessible, what was used, and which gaps remain. A configured endpoint is not proof that a query succeeded.

AI testing becomes more useful when it can learn from the organization's actual history. It should not make the team choose between that history and a new testing workflow.

Install CARBON at testers.ai/carbon for a supported coding agent such as Claude, Codex, or Cursor.

— Jason Arbon, CEO testers.ai