Order book state reconstruction at nanosecond resolution, modelling queue position and adverse selection venue by venue.
Continuous recalibration of quoting surfaces to realised and implied volatility across correlated perpetual and spot books.
Closed-loop hedging policies that keep book exposure inside strict bounds without widening quoted spreads.