V3 Performance Optimization
Achieve aggressive v3 performance targets: 2.49x-7.47x Flash Attention speedup, 150x-12,500x search improvements, 50-75% memory reduction. Comprehensive benchmarking and optimization suite.
Profile →npx skills add ruvnet/ruflo --skill v3-performance-optimization --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# V3 Performance Optimization ## What This Skill Does Validates and optimizes claude-flow v3 to achieve industry-leading performance through Flash Attention, AgentDB HNSW indexing, and comprehensive system optimization with continuous benchmarking. ## Quick Start ```bash # Initialize performance optimization Task("Performance baseline", "Establish v2 performance benchmarks", "v3-performance-engineer") # Target validation (parallel) Task("Flash Attention", "Validate 2.49x-7.47x speedup target", "v3-performance-engineer") Task("Search optimization", "Validate 150x-12,500x search improvement", "v3-performance-engineer") Task("Memory optimization", "Achieve 50-75% memory reduction", "v3-performance-engineer") ``` ## Performance Target Matrix ### Flash Attention Revolution ``` ┌─────────────────────────────────────────┐ │ FLASH ATTENTION │ ├─────────────────────────────────────────┤ │ Baseline: Standard attention │ │ Target: 2.49x - 7.47x speedup │ │ Memory: 50-75% reduction │ │ Latency: Sub-millisecond processing │ └─────────────────────────────────────────┘ ``` ### Search Performance Revolution ``` ┌─────────────────────────────────────────┐ │ SEARCH OPTIMIZATION │ ├──────────────────
- What This Skill Does
- Quick Start
- Performance Target Matrix
- Flash Attention Revolution
- Search Performance Revolution
- Comprehensive Benchmark Suite
- Startup Performance
- Memory Operation Benchmarks
- Swarm Coordination Benchmarks
- Flash Attention Benchmarks
- SONA Learning Benchmarks
- Performance Monitoring Dashboard
- Real-time Metrics
- Continuous Regression Detection
Initialize performance optimization Target validation (parallel) Full performance suite npm run benchmark:v3 Specific target validation npm run benchmark:flash-attention npm run benchmark:agentdb-search npm run benchmark:memory-optimization Continuous monitoring npm run monitor:performance
What does the V3 Performance Optimization skill do?
Achieve aggressive v3 performance targets: 2.49x-7.47x Flash Attention speedup, 150x-12,500x search improvements, 50-75% memory reduction. Comprehensive benchmarking and optimization suite.
How do I install it?
Run `npx skills add ruvnet/ruflo --skill v3-performance-optimization --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From ruvnet/ruflo, a repository with 67,015 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.