Maintain flaky tests with background agents
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Turn test reliability into a continuous workflow.
Flaky tests are ideal background-agent work: they have logs, repro steps, historical context, and a reviewable output in the form of a branch or investigation note.
- Trigger investigations from CI failures or recurring schedules.
- Gather logs, recent diffs, and test history into one workspace.
Flaky-test workflow pieces.
A focused maintenance loop for test reliability.
CI triggers
Start work when failure patterns cross a threshold.
Repro environments
Run tests in isolated workspaces with repo context.
Fix attempts
Let agents patch brittle tests or product behavior.
Reliability review
Route branches and notes through reviewer agents.
Questions & answers
Can this connect to CI?
The workflow shape is designed for CI-triggered investigations and scheduled maintenance.
Do agents merge test fixes automatically?
Not by default. The safer path is to produce reviewable branches and investigation notes.
Can agents distinguish test bugs from product bugs?
They can investigate both, but humans should review the diagnosis before accepting a fix.
Why use agents here?
Flaky-test maintenance is repetitive, context-heavy, and usually deferred. Background agents can keep it moving.
Other use cases.
More ways to operationalize agents across the SDLC.
Run agents on infrastructure you control.
Start with one team, then standardize agent workflows without giving up control of code, credentials, or inference.