AI Software Factory Simulator D3 Engine

Diagnose context decay, silent regressions, and unverified PR loops in agent pipelines
Pipeline Topology — Ticks: 0/100

Agent Node: Autonomous Coder

  • Context Decay Rate:18.0%
  • Error Propagation Risk:12.0%
  • Unverified PR Risk:65.0%
  • Silent Failure Probability:28.0%
Root Cause Diagnosis: High prompt context length leads to context drift during repeated iteration loops. Without observability gates, hallucinated interface contracts pass directly to review.

Cascade Failure Simulation Summary

  • Total Synthetic PRs Processed:100
  • Successful Clean Merges:42
  • Silent Regression Defects:28
  • CI Test Rejections:30