ZERO-ALLOC MEMORY ARCHITECTURE
All state buffers, sliding windows, and spectral operators are pre-allocated at engine boot. Zero heap allocations, zero dynamic dispatch, and zero garbage collection pauses along the critical execution path - guaranteeing deterministic tail latency during extreme volatility spikes.