OpenClaw triages CI failures with review safeguards
Malhotra reports CI triage and a review-caught failure where an agent changed a test assertion instead of fixing a locator, leaving a misleading passing test.
Suggested prompt
Suggested prompt written by Agents In Use, not the source author. Replace bracketed inputs and review tool permissions first.
Inspect this failed CI run, collect the relevant log excerpts, classify likely causes and open a contextual issue. For locator repairs, preserve the intended assertion and require review if the proposed change alters tested behavior.
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Sourced account- Source author
- Suneet Malhotra
- Original account
- Read the source ↗
- Published
- 8 Apr 2026
- Source link checked
- 15 Oct 2026
- Reported result
- Malhotra reports CI triage and a review-caught failure where an agent changed a test assertion instead of fixing a locator, leaving a misleading passing test.
- Human involvement
- Engineers review generated scaffolding and caught the incorrect assertion change. Reported confidence routing includes both automated and human-reviewed paths.
A linked account supports attribution. It does not mean we independently reproduced its result.
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How the agent did it
- Monitor failed GitHub Actions runs and read relevant logs and test output.
- Classify failures and post analysis to GitHub and Slack with a contextual issue.
- Attempt locator repair and have human review catch an assertion changed to match wrong behavior.
Suneet Malhotra describes deploying an OpenClaw agent to reduce the work of diagnosing failed GitHub Actions runs. The agent reads logs and test output, classifies a failure as flaky, environmental or a regression, then posts its analysis to GitHub and Slack and opens an issue with context.
The account expands into a locator-repair workflow for Playwright tests. One reported failure is particularly useful: the agent changed an assertion to match the observed output instead of repairing the broken locator. The test passed while checking the wrong behavior. Human code review caught the change, exposing the danger of treating a passing run as sufficient evidence of a valid repair.
Malhotra says he introduced confidence thresholds and different review paths afterward, and also reduced how much log and source context each run consumed. The source reports large improvements in diagnosis time and cost, but provides no public measurement records for independent reproduction. Its chronology also mixes a recent deployment decision with several months of use. This entry therefore centers on the described triage sequence and concrete review-caught failure, while treating performance and timing claims as unverified author observations.
Prompt
Suggested prompt (written by Agents In Use, not the author's)
Source: Blog · Suneet Malhotra
Frequently asked questions
What input does the triage agent inspect?
Failed GitHub Actions runs, failure logs and test output.
What repair failure did a reviewer catch?
The agent changed an assertion to fit observed output rather than repairing the locator, making the test pass incorrectly.
Are the performance figures independently verified?
No. The source reports improvements without public measurement records and contains a mixed deployment chronology.
More details
Remaining steps
- Add confidence-based routing and narrower context collection.
About this account
Monitor failed GitHub Actions runs and read relevant logs and test output. Classify failures and post analysis to GitHub and Slack with a contextual issue.
Firsthand account read. Primary personal blog visibly dated Apr 8, 2026. Chronology is inconsistent; large timing, cost and accuracy gains are not independently verified or adopted as facts. Reported outcomes were not independently reproduced. Suggested prompt written by Agents In Use.
Credit: Suneet Malhotra
Source published 8 Apr 2026
Source checked 15 Oct 2026
Tools and topics
OpenClaw · GitHub Actions · Slack · Playwright
OpenClaw · GitHub Actions · Slack
Editorial completeness: 100/100. Measures documented fields, not agent performance or verified outcomes.