GitHubGithub GH-600 Agentic AI Developer Certification ·EN ·Updated 15 Jul 2026

A repository team uses separate agent-assisted stages for triage, implementation, validation, and release review. After a failed release candidate, the team reviews the workflow logs and artifacts to determine where the multi-agent handoff broke. Which option best explains the failure path? Select one answer.

Workflow: multi-agent-release-analysis
Run ID: 884192
Event: workflow_dispatch
Head SHA: 91fd6b2

Job: triage-summary
Conclusion: success
Artifact uploaded: triage-context-884192.zip
Output: issue_scope=checkout retry timeout

Job: implementation-session
Conclusion: success
Artifact uploaded: implementation-diff-884192.zip
Output: touched_paths=src/checkout/retry.ts,src/payment/gateway.ts

Job: validation
Conclusion: failure
Artifact uploaded: validation-report-884192.zip
Test failure:
  FAIL tests/payment/gateway.test.ts
  Expected gateway timeout behavior to remain unchanged

Job: release-review
Conclusion: skipped
Reason: needs.validation.result == 'success' was false

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