🗺️ AI Learning Path Generator
Stateful generator estimating weeks to first AI income, recommended technology stack (PyTorch, vLLM, LangGraph), and weekly study hours.
Target: Autonomous Agent Swarm Architect
Est. Time to Income: 14 Weeks
Recommended Stack: PyTorch, vLLM, LangGraph, CUDA, Triton
⚡ Degree vs Self-Taught ROI Model
Actuarial calculator factoring program tuition ($78,000), forgone opportunity wages ($110,000), and projected post-grad salary ($215,000).
Total Direct + Opportunity Cost: $188,000
Break-even Payback Velocity: 21.5 Months
10-Year Net Wealth Surplus: +$845,000
🚀 10-Year Career ROI Projection
Monte Carlo simulation modeling compound wealth divergence across Accelerated Degrees vs Certifications.
5-Year Post-Grad Comp: $340,000/yr
10-Year Net Wealth: $2,180,000
Actuarial Confidence: CI 95% ±4.8%