AI Coding Expertise & Technical Debt Tracker

Analyze engineering skill atrophy, rubber-stamping risks, and architectural integrity under AI generation

Simulation Active (Sprints 1-24)

Engineering Team Policy

Junior-to-Senior Ratio3:1 (75% Jr)
AI Tool Adoption (Cursor/Claude)85% Velocity
Review Time Allotment per PR10 mins

Guardrails & Governance

Governance Recommendation:

High junior ratio with shallow review depth leads to cognitive debt compounding after Sprint 8.

Project Lifecycle Projection (24 Sprints)

Feature Velocity
184%
vs Baseline
Developer Skill Index
58/100
-42% Atrophy Risk
Escaped Security Bugs
14.2/mo
High Exposure
Cognitive Debt
74/100
Over-Abstracted
■ Velocity ■ Codebase Mastery ■ Vulnerability Rate ■ Cognitive Debt

AI Pull-Request Audit Sandbox Scenario 1/3: Auth & State

Inspect the AI-generated diff below. Spot subtle edge cases, over-abstractions, or OWASP vulnerabilities before stamping.

PR #402: Add Fast Tenant-Aware Token Parser & Cache Author: Claude-3.7-Sonnet (Agent)
Flag Detected Defects:
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