Knowledge Base
Research & Whitepapers
Quantitative research, hardware physics, and applied cryptography behind Sovereign-AMM.
Why GLFT Outperforms Avellaneda-Stoikov in Battery Storage Systems
A breakdown of bounded-inventory stochastic control (q ∈ [-1, +1]) versus classic unconstrained models, showing how boundary suppression prevents microgrid battery exhaustion.
Read →Quantifying Chemical Degradation: Streaming Rainflow Cycles in Live Order Books
How online 3-point cycle counting converts lithium-ion Depth of Discharge (DoD) fatigue curves into dynamic Ask-price surcharges (C_deg) in real time.
Read →Sub-Millisecond Transmission Safety via PTDF Matrix Screening
Replaces slow 10 Hz DC-OPF iterative linear programming with fast O(L) Power Transfer Distribution Factor dot products to intercept thermal overload risks instantly.
Read →The Fallacy of Predictive AI: Why Microgrids Need Deterministic Microstructure
Why black-box Machine Learning models fail during unexpected load shocks—and how deterministic financial order books guarantee grid equilibrium without blackouts.
Read →Zero-Knowledge Solvency: Protecting Household Energy Privacy with Bulletproofs
How Pedersen commitments and range proofs allow households to trade surplus solar energy and verify solvency without exposing raw consumption data.
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