Building ProdSeer: AI-Powered Production Failure Prediction™
Modern systems rarely fail because of one bug.
They fail because of hidden operational complexity:
cascading dependencies
infrastructure bottlenecks
observability blind spots
external API failures
scaling assumptions
So for the MeDo Hackathon, I built ProdSeer — an AI-powered Production Failure Prediction™ platform.
ProdSeer analyzes GitHub repositories, simulates cascading infrastructure failures, and forecasts production survivability before deployment using structured AI reasoning workflows.
What ProdSeer Does
ProdSeer goes beyond static code analysis.
It:
analyzes repository architecture
infers production topology
identifies operational bottlenecks
simulates cascading failure scenarios
forecasts survivability under production pressure
generates infrastructure redesign recommendations
Some Features
⚡ Repository intelligence
🕸️ Infrastructure topology visualization
🔥 Cascading failure simulation
📉 Survival probability…