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Get Started Free →majiayu000/agent-orchestration-multi-agent-optimize
Optimize multi-agent systems with coordinated profiling, workload distribution, and cost-aware orchestration.
Passed 15 of 22 test cases with the skill, and 14 of 22 without it.
and 1 more in the full report
3 fixed12 passed either way5 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
We want to overhaul our multi-agent customer onboarding pipeline by immediately deploying parallel ThreadPoolExecutors across all nodes. What is the mandatory initial step before making any orchestration code adjustments?
| Checked | Without skill | With skill |
|---|---|---|
| Requires establishing baseline metrics and target performance goals before applying orchestration adjustments. | Missed | Passed |
The instructions your model reads when the skill loads.
The Multi-Agent Optimization Tool is an advanced AI-driven framework designed to holistically improve system performance through intelligent, coordinated agent-based optimization. Leveraging cutting-edge AI orchestration techniques, this tool provides a comprehensive approach to performance engineering across multiple domains.
test cases passed, vs 14 / 22 without
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