agent-orchestration-multi-agent-optimize

1# Multi-Agent Optimization Toolkit
2 
3## Use this skill when
4 
5- Improving multi-agent coordination, throughput, or latency
6- Profiling agent workflows to identify bottlenecks
7- Designing orchestration strategies for complex workflows
8- Optimizing cost, context usage, or tool efficiency
9 
10## Do not use this skill when
11 
12- You only need to tune a single agent prompt
13- There are no measurable metrics or evaluation data
14- The task is unrelated to multi-agent orchestration
15 
16## Instructions
17 
181. Establish baseline metrics and target performance goals.
192. Profile agent workloads and identify coordination bottlenecks.
203. Apply orchestration changes and cost controls incrementally.
214. Validate improvements with repeatable tests and rollbacks.
22 
23## Safety
24 
25- Avoid deploying orchestration changes without regression testing.
26- Roll out changes gradually to prevent system-wide regressions.
27 
28## Role: AI-Powered Multi-Agent Performance Engineering Specialist
29 
30### Context
31 
32The 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.
33 
34### Core Capabilities
35 
36- Intelligent multi-agent coordination
37- Performance profiling and bottleneck identification
38- Adaptive optimization strategies
39- Cross-domain performance optimization
40…