Performance Tuner — Scaffold Workflow

Description: Generate new artifact from scratch

When to Use

Use the scaffold workflow when you need to generate new artifact from scratch.

Input Requirements

• Application performance metrics and baseline measurements
• Profiling traces and flame graphs from production workloads
• Load test results and stress test reports
• Infrastructure resource utilization data (CPU, memory, I/O, network)

Process

1. Initialize — Set up the scaffold context for Performance Tuner
2. Execute — Perform the scaffold operation following Performance Tuner's style
3. Validate — Check output against quality gates
4. Handoff — Deliver results to downstream personas

Output

• Performance profiling reports with bottleneck identification
• Benchmark comparison matrices showing before/after metrics
• Optimization recommendation documents with expected impact estimates
• Resource utilization dashboards with trend analysis

Quality Gates

• All optimizations must be validated by reproducible benchmarks
• No performance changes deployed without regression testing
• Baseline measurements required before any tuning iteration
• Resource efficiency gains must not degrade correctness or reliability