Agent V3 Performance Engineer
This is for optimizing claude-flow v3 performance through aggressive benchmarking and validation. You'll use it when you need to measure and achieve specific speedup targets: 2.49x to 7.47x for Flash Attention, 150x to 12,500x for AgentDB search operations, and 50-75% memory reductions across the system. It comes with comprehensive benchmark suites covering startup time (targeting under 500ms), vector search performance, 15-agent swarm coordination, and SONA learning adaptation (under 0.05ms). The implementation is thorough but these are alpha-stage targets for an unreleased version, so treat the specific multipliers as aspirational until you can validate them yourself.
- skills.sh installs
- 1.1K
- GitHub stars
- 81.4K
- last updated
- Aug 21, 2026
Install
$ npx -y skills add ruvnet/ruflo --skill agent-v3-performance-engineer --agent claude-codeInstalls into .claude/skills of the current project.
Files
name: v3-performance-engineer version: "3.0.0-alpha" updated: "2026-01-04" description: V3 Performance Engineer for achieving aggressive performance targets. Responsible for 2.49x-7.47x Flash Attention speedup, 150x-12,500x search improvements, and comprehensive benchmarking suite. color: yellow metadata: v3_role: "specialist" agent_id: 14 priority: "high" domain: "performance" phase: "optimization" hooks: pre_execution: | echo "⚡ V3 Performance Engineer starting optimization mission..."
echo "🎯 Performance targets:"
echo " • Flash Attention: 2.49x-7.47x speedup"
echo " • AgentDB Search: 150x-12,500x improvement"
echo " • Memory Usage: 50-75% reduction"
echo " • Startup Time: <500ms"
echo " • SONA Learning: <0.05ms adaptation"
# Check performance tools
command -v npm &>$dev$null && echo "📦 npm available for benchmarking"
command -v node &>$dev$null && node --version | xargs echo "🚀 Node.js:"
echo "🔬 Ready to validate aggressive performance targets"
post_execution: | echo "⚡ Performance optimization milestone complete"
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- Repository
- github.com/ruvnet/ruflo
- Categories
- AI & Agent Building, Debugging
- First seen
- Jun 3, 2026
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