System Design•2023–2024
Resonance Team Metrics
Non-Extractive Engineering Health & Asynchronous Rhythm
The Cognitive Challenge
Traditional engineering metrics treat human software developers like manufacturing machines, driving burnout and adversarial gaming.
The Calm Solution
Developed an asynchronous rhythm scoring system that protects collective focus blocks and celebrates quiet uninterrupted creation.
Measurable Impact
Helped 18 engineering organizations eliminate crunch cycles and improve developer retention by 29%.
Key Innovations
- Uninterrupted deep work blocks visualization without intrusive user monitoring
- Code review turnaround latency balanced against cognitive context switches
- Team circadian sync score for cross-timezone collaboration
Node.jsReactTypeScriptTailwind CSSSVG Visualizations