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Orchestrates complex multi-agent pipelines with DAG execution.
Passed 18 of 22 test cases with the skill, and 12 of 22 without it.
and 5 more in the full report
6 fixed12 passed either way4 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
After multi-agent task outputs are combined during the aggregation phase of a multi-step workflow, what final verification step must be performed before returning the result?
| Checked | Without skill | With skill |
|---|---|---|
| Runs self-refine-loop on the final aggregated output. | Missed | Passed |
The instructions your model reads when the skill loads.
multi-agent-coordinatorparallel-tool-orchestratorself-refine-loop| Failure | Response |
|---|---|
| DAG cycle | Break cycle; serialize conflicting nodes. |
Input: User request matching triggers above. Output: Structured result per workflow with integrations invoked as needed.
test cases passed, vs 12 / 22 without
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