📊 AI Webhook Debugging Performance

Simulation (n=10,000): "Vibe Coder" vs Architectural Knowledge

Architect + AI

14.9

mins

100% Success Rate

Vibe Coder + AI

141.2

mins

32.7% Absolute Failure Rate

Time Wasted in "AI Hallucination Loops"

Insight: AI alone cannot resolve architectural data flow mismatches. The "Vibe Coder" wastes hours prompting AI to fix syntax errors when the foundational webhook structure is flawed.