Source-Grounded Presets:
Gross Code-Gen Gain
+18.4%
Theoretical generation speedup
Review Tax Overhead
26.8h
Prompting & evaluation cost/sprint
Incident & Security Drag
14.2h
23.5% surge & vuln triage
True Net Velocity Gain
+12.8%
Real shipped throughput
Perception Gap (Illusion)
38.5h
Feeling faster vs reality
Draw the Line: Work Partitioning
Click task card to repartition
Click any task below to toggle between Human-First stability and AI-Assisted drafting. Watch net velocity adjust instantly.
🛡️ Human-First Zone
4 tasks
⚡ AI-Assisted Zone
4 tasks
Sprint Velocity Waterfall (Hours)
Sprint Impact
Modeled across a 2-week sprint based on empirical METR 19% slowdown on hard tasks & Veracode incident surge.
Policy Verdict: Calibrated Task Boundary
Calibrated Task Boundary Mode: Human-first core logic prevents 2.74x vulnerability exposure while tests/boilerplate deliver 24.5% task-level time savings.