JuniorCloud LLC: Sovereign Stocks SDK Node

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Open-Source Prediction & Topology Modeling

JuniorCloud sdk is a distributed inference framework designed to track market momentum using high-order derivatives and topological stress analysis.

The Sovereign Engine (The Math)

The framework utilizes the SovereignEngine to process raw price action into actionable signals:

• Velocity (1st Derivative): Measures the speed of price change.
• Acceleration (2nd Derivative): Measures the rate of momentum change.
• Z-Score (Sigma): Standardizes velocity to identify overbought/oversold extremes.
• Mesh Fold (Topology): A proprietary metric calculating "Topological Stress" (Volatility / Efficiency). High Fold indicates chaotic, non-linear market regimes.

Phase Ontology

Assets are mapped into an 8-stage cycle based on the phase angle between Velocity and Acceleration:

1. Early Recovery
2. Bull Accel
3. Market Top
4. Bear Onset
5. Bear Accel
6. Market Bottom
7. Late Bear
8. Stabilizing